diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 2f1b7f32dadc699d9ef4924a4d0753486377e84a..000c255f2fa087a1d1811eaeddb7292ea468f33c 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": "20260423T180030Z", - "generated_at": "2026-04-23T18:05:26Z", + "snapshot_id": "20260424T000039Z", + "generated_at": "2026-04-24T00:05:00Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index f6db55bfce1b8af7fa9944b1a86cf9e6ff05b26b..5756987f673de1157b014f16378ad2ea95e4fdd6 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": "20260423T180030Z", - "generated_at": "2026-04-23T18:05:26Z", + "snapshot_id": "20260424T000039Z", + "generated_at": "2026-04-24T00:05:00Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -84,8 +84,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -208,9 +208,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -558,8 +558,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -653,9 +653,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -998,9 +998,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -1354,9 +1354,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 47, @@ -1677,9 +1677,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 47, @@ -2052,9 +2052,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -2303,8 +2303,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -2397,9 +2397,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -2639,8 +2639,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -2727,14 +2727,14 @@ "issue:44291|issue:44589", "issue:44079|issue:45072" ], - "prepared_review_unit_hash": "1a4c840ad660eaffdb8cd50d9637d67b5b1ca0c72b658ad773c0c9ea39829779", + "prepared_review_unit_hash": "7b44d25515518a8f316db74a10d2c8c580f2e8c6279c745f1c6a7a5a32024df7", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -2749,204 +2749,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of separate regressions and loading bugs that only loosely share transformer/v5/tokenizer themes. None of the soft pairs look like safe duplicate merges; they overlap in subsystem, but not in the same concrete bug.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set ('Recent transformers versions break models using `remote_code`') and best matches the loose loading-regression theme, even though it is not a duplicate of the others.", + "summary": "This cluster is not a duplicate set: the issues span many unrelated regressions across tokenizers, vision-language models, quantization, config loading, and training/runtime behavior. No soft edge looks like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "If one issue must serve as the cluster representative, #45020 is the broadest umbrella because it describes recent transformers regressions breaking model loading for remote_code models; the rest are mostly narrower, model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best triage anchor because it is broad, active, and naturally groups several of the v5 loading breakages without overstating that they are the same bug.", + "best_issue_reason": "#45020 is the best single issue candidate because it is the most general and could plausibly subsume several newer loading regressions, while still being open and actively relevant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Different failures: torch.export/torch_compilable_check vs a processor size mismatch for OmDet-Turbo." + "reason": "Different failures: torch.export/torch_compilable_check versus a processor image-size mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Unrelated bugs: Qwen3Moe FineGrainedFP8Config failure vs a template compilation TypeError." + "reason": "Unrelated problems: Qwen3Moe FP8 config failure versus a template-node compilation error." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Both involve loading, but one is a model load regression and the other is a Mistral tokenizer regex patch crash." + "reason": "Different code paths: loading physical-intelligence/fast versus Mistral regex patching on tokenizer internals." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Related model family, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a specific still-image rope index scaling bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model paths: PaddleOCR-VL load failure vs a sliding_window issue in Qwen3-MoE." + "reason": "Different model families and symptoms: PaddleOCR-VL loading in vLLM versus Qwen3-MoE sliding-window behavior." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken argument conflict is a different bug from loading physical-intelligence/fast under v5.1." + "reason": "Tokenizer AddedToken keyword conflict is unrelated to loading a specific model repository." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both touch TensorFlow packaging, but one is missing TF in the torch extra and the other is a tensorboard-only backend error." + "reason": "Both touch TF packaging, but one is missing tensorflow in extras while the other is a backend error from tensorboard-only installs." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both mention model init/load failures, but the concrete breakages are different: FP8 config vs unexpected `_is_hf_initialized` argument." + "reason": "Different root causes: FP8 config handling versus init_empty_weights/_is_hf_initialized argument incompatibility." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "One is dequantized model loading with device_map=auto; the other is Qwen3 MoE training memory usage." + "reason": "One is device_map/offload loading failure; the other is memory inefficiency during Qwen3 MoE training." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different v5 breakages: base_model_prefix loading failure vs junk-filled non-persistent buffers." + "reason": "Base-model-prefix loading breakage is unrelated to non-persistent buffer initialization junk." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Completely unrelated: high perplexity on GPT-OSS vs Whisper batch_decode skipping special tokens." + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper batch_decode skipping special tokens." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer constructor conflict in T5 is not the same as the MobileLLM-125M key error." + "reason": "Tokenizer method-name conflict and MobileLLM key error are different loader bugs." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is multi-image iterable dataset finetuning and the other is rope-index temporal scaling." + "reason": "Multi-image IterableDataset finetuning failure is not the same as Qwen2.5-VL temporal position scaling." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions: `_is_hf_initialized` flag handling vs non-persistent buffer initialization." + "reason": "_is_hf_initialized handling and non-persistent buffer filling are separate v5 regressions." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different visual-model bugs: missing temporal attention/shared weights vs wrong save_pretrained visual encoder keys." + "reason": "Video-LLaVA tower weights/temporal attention issue is unrelated to Qwen3.5 save_pretrained visual-key names." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor refresh and the other is add_special_tokens not adding BOS/EOS." + "reason": "Runtime post-processor updates are a different concern from add_special_tokens not adding BOS/EOS for one tokenizer." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to granite_speech strict-config loading." + "reason": "Qwen3-MoE sliding_window behavior does not match strict config loading for granite_speech." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both are FP8-adjacent, but one is a FineGrainedFP8Config failure and the other is a missing Float8 storage object." + "reason": "FineGrainedFP8Config failure is unrelated to missing Float8 storage type errors." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a backend/runtime issue, not the same as remote_code loading regressions." + "reason": "Compiled flex_attention on torch>=2.9 is a different incompatibility from recent transformers breaking remote_code models." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading with v5 is unrelated to CLIPTokenizer's model_max_length being 10**30." + "reason": "Qwen2.5-GGUF loading failure under transformers v5 is unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer constructor error and Qwen3 auto device mapping cudaErrorAssert are different bugs." + "reason": "Tokenizer constructor conflict and Qwen3 auto device_map cuda assert are different bugs." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility is a different problem from the generic loading-noise report." + "reason": "Torch version incompatibility is not the same as generic loading noise." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect sequence classification, but one is flash_attention_3 training degeneration and the other is a label/loss edge case with num_labels=1." + "reason": "Flash-attention training degeneration and single-label zero-loss behavior are separate classification issues." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different tasks and symptoms: Qwen2-VL multi-GPU training vs Qwen2.5-VL iterable-dataset multi-image finetuning failure." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to iterable-dataset multi-image finetuning failures." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise is not the same as a tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Unnecessary loading noise is too generic and does not match a specific tokenizer-loading regression." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure is unrelated to the missing Float8 storage object error." + "reason": "Whisper runtime failure is unrelated to Float8 storage lookup errors." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding, but the MIMI encoder padding-mask bug is not the same as Gemma3 NaNs from sliding-window all-padding windows." + "reason": "Both involve batching and masking, but MIMI padding-mask mismatch and Gemma3 NaNs from sliding-window all-padding windows are different code paths." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate issues." + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internal-state bugs." }, { "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 finetuning failures." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF v5 loading failure and missing pad_token_id on Llama4Config are distinct load-time bugs." + "reason": "GGUF loading under transformers v5 and missing pad_token_id on Llama4Config are different loading failures." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` during init_empty_weights is a different failure from missing Float8 storage support." + "reason": "Init-empty-weights/_is_hf_initialized incompatibility is unrelated to Float8 storage resolution." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "ModelOutput key handling is unrelated to dtype mismatches in bfloat16 inference." + "reason": "ModelOutput key handling is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." } ] }, @@ -3055,9 +3055,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -3371,9 +3371,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -3634,8 +3634,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -3720,14 +3720,14 @@ "issue:44077|issue:44625", "issue:44918|issue:44936" ], - "prepared_review_unit_hash": "6f76e145604991d3a326e35d84901f653e523b8990083ae96d3b7eb5688d5e1a", + "prepared_review_unit_hash": "09c926973e7e676f722f847d06d8781d3c1ac9b011369cccc019ceb0a66d9864", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -3742,201 +3742,201 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not a true duplicate set; the only clear duplicate pairs are the Qwen2_5_VLProcessor batched-padding crash and the HF_HUB_OFFLINE tokenizer-loading regression. Most other soft matches are same subsystem but different concrete bugs.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44514 is the cleanest duplicate anchor in the set: it matches 44545 nearly verbatim and has the most specific, reproducible description of the shared bug.", + "summary": "Mostly a heterogeneous cluster of unrelated issues across tokenizers, processors, generation, training, and loading paths. The strongest duplicate-like pairs are the Qwen2_5_VL `apply_chat_template` batched `padding=False` crash and the offline tokenizer-load regression around `HF_HUB_OFFLINE`/cache behavior; the rest look like broad subsystem similarity rather than the same bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44545 is the clearest canonical issue for the exact duplicate pair with 44514: the titles match very closely and both describe the same batched `apply_chat_template` crash when `padding=False`.", "canonical_pr_reason": null, - "best_issue_reason": "44514 is the best issue to anchor triage because it is an exact duplicate target with the clearest reproduction details; the rest of the cluster is too mixed to serve as one coherent canonical bug.", + "best_issue_reason": "issue:44545 is the strongest single representative in this mixed set because it anchors the clearest duplicate pair and has the most explicit, narrowly described failure mode among the accepted matches.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is a video-input processing failure and the other is a weight-only loading error; different bugs." + "reason": "Different model families and failure modes: Qwen3OmniMoe video processing vs Qwen3VL load-time weight-only error." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "These are unrelated: a distributed metrics batching bug versus a SAM3 text/box interaction issue." + "reason": "Different code paths and symptoms: `gather_for_metrics` label handling vs SAM3 text/bbox behavior." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer classes and different failure modes; not the same underlying defect." + "reason": "Both are tokenizer bugs, but on different tokenizers and different failures; not the same underlying issue." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "One is a Qwen3Moe FP8 configuration failure, the other a Llava Next segmentation fault; no shared code-path bug." + "reason": "One is Qwen3Moe FP8 config handling, the other is Llava Next segfault on load; unrelated." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Both concern model execution/offloading, but one is an A800 cuda assert and the other is quantization offloading behavior; too different to merge." + "reason": "Different runtime problems: auto device mapping CUDA assert vs offloading/quantization behavior." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Processor attribute crash in serve versus streaming inference API failure; different surfaces and likely different fixes." + "reason": "Different components and bugs: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming inference failure." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "An import regression is not the same as a failure to run 3d_parallel.py." + "reason": "Unrelated problems: GenerationMixin import error vs `3d_parallel.py` execution failure." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Near-verbatim duplicate reports of the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash." + "reason": "Near-exact duplicate titles and matching symptom: both report the same batched `apply_chat_template` crash with `padding=False`." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss kwargs issue versus a Qwen3 auto-device-mapping runtime crash; unrelated." + "reason": "CustomTrainer API mismatch vs Qwen3 device-mapping CUDA assert; different stack layers." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + "reason": "MacOS CLIP bus error and progressive generation with embeddings/past-key-values are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different model families and failure modes: device-map assert versus PEFT local checkpoint loading." + "reason": "Device-mapping CUDA assert is unrelated to PEFT/local-checkpoint loading for GraniteSpeech." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both touch loading/offload, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading; not the same bug." + "reason": "Both involve loading/offload mechanics, but the titles point to different concrete failures and models." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." + "reason": "Image segmentation map handling vs Bark voice preset parsing are unrelated processor bugs." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Both are docs-ish, but one is a typo in cache strategies and the other is outdated pipeline documentation; different changes." + "reason": "A cache-strategy typo fix is unrelated to docs still mentioning removed pipeline tasks." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA model failure and tokenizer special-token registration are unrelated." + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration are different subsystems." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys in save_pretrained." + "reason": "A tie_word_embeddings warning and incorrect visual encoder keys on save/load are different issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both mention num_labels/classification, but one is config propagation in Qwen3.5 and the other is a zero-loss regression across multiple models; different root cause." + "reason": "Different classification bugs: config propagation in Qwen3.5 vs degenerate zero-loss behavior across sequence classifiers." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates and save/load token ID loss are different tokenizer issues." + "reason": "Runtime special-token/post-processor sync vs DiaConfig save/load token ID loss are different code paths." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device mismatch during CPU offload is unrelated to BigBirdTokenizer special-token registration." + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask-token registration." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only error and the other is incorrect video vision_position_ids; different concrete defects." + "reason": "Different models and failures: Qwen3VL weight-only load error vs Qwen2.5-VL video position IDs bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token counter not updating is unrelated to progressive generation with embeddings and past KV." + "reason": "TrainerState bookkeeping issue vs generation-with-embeds/past-key-values bug; not the same bug." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resize/interpolation failure and dtype mismatch in bfloat16 inference are not the same issue." + "reason": "Perceiver image resizing failure and bfloat16 dtype mismatches are unrelated." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Both describe HF_HUB_OFFLINE breaking tokenizer loading because AutoTokenizer triggers an unintended network/model_info path." + "reason": "Both titles describe the same offline tokenizer-loading regression: `HF_HUB_OFFLINE=1` / cache failure in `AutoTokenizer.from_pretrained`." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset and Qwen3 auto device mapping are unrelated." + "reason": "BarkProcessor voice preset handling and Qwen3 device-mapping CUDA assert are unrelated." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient growth." + "reason": "Gradient checkpointing eval-mode restriction vs gradient growth under ZeRO-3 are different training issues." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and do not indicate one shared bug." + "reason": "Both are tokenizer load failures on newer versions, but for different models and without evidence of the same code path." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token runtime updates and mask-token registration are different tokenizer mechanisms." + "reason": "Special-token post-processor updates and BigBird mask-token registration are unrelated." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken constructor argument collision is not the same as a model-specific tokenizer load failure." + "reason": "AddedToken argument collision vs model-specific tokenizer load failure are unrelated." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init handling in patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + "reason": "Patchtsmixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT unpacking failure and evaluate-after-train failure are generic trainer issues but not the same code path." + "reason": "TRL SFT embedding unpacking issue and trainer evaluate-after-train failure are different workflows." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The triage summary is grounded in the packet: it correctly treats the cluster as mostly heterogeneous, keeps the duplicate claims limited to the two clearly supported pairs, and the soft-edge rejections stay conservative overall. The canonical 44514/44545 choice is defensible from the titles and relative detail." + "accept": false, + "feedback": "The clustering is mostly conservative, but two statements overreach the packet: (1) the canonical reason for issue:44545 claims the pair has the \"same crash signature,\" which is not supported by the packet metadata/title alone; and (2) the 42886/44843 rationale asserts a specific shared implementation path (`model_info()` in `_patch_mistral_regex`) that is not evidenced in the packet. Please downgrade these to title/metadata-grounded similarity unless the underlying issue bodies are available." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3949,8 +3949,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -4036,14 +4036,14 @@ "issue:43643|issue:44877", "issue:43782|issue:44977" ], - "prepared_review_unit_hash": "c5e8252e92aa0a4901e58e2d28853eb245ce33c2fcf3f0095d2dc5acbf8878fc", + "prepared_review_unit_hash": "b4076409348d62d963105bdbd297d4da59ebe49e0568e38b8f16ecc04595a640", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -4058,198 +4058,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are distinct bugs across unrelated models, tokenizers, and processors. None of the soft-edge pairs look like true duplicates; the closest relationships are tokenizer/Mistral-regex issues, but they still describe different failure modes.", - "confidence": 0.89, - "canonical_issue_reason": "No single issue cleanly represents the whole set; issue 44843 is the closest to the only visible subcluster because it shares the _patch_mistral_regex/tokenizer-loading path with another candidate and is broadly user-facing.", + "summary": "This cluster is a loose collection of unrelated Transformers bugs, mostly tokenizer/model-loading regressions. There is no single duplicate thread across the set; the only near-match area is the Mistral/Kimi tokenizer regex path, but the specific failures differ.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45081 is the clearest concrete runtime regression in a shared tokenizer code path and has the strongest chance of attracting related reports; it is also open and still actionable.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the most representative of the small tokenizer-loading subcluster and is the broadest/common entry point among the listed issues, though the overall set is still not a real duplicate cluster.", + "best_issue_reason": "issue:45081 is the most representative standalone bug report in this set: specific, reproducible, and centered on a real crash rather than docs or ambiguous behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different bugs: one is a specific model-loading regression, the other is an image-processor/torchvision dependency issue." + "reason": "Different failures: a specific model-load regression vs an unnecessary torchvision dependency in PIL image processors." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Unrelated failures: Qwen3-MoE sliding-window behavior vs. a float8 storage lookup error during load." + "reason": "Unrelated code paths: Qwen3-MoE sliding_window behavior vs a Float8 storage import/type error." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are model-quality regressions, but they affect different models and code paths, not the same underlying bug." + "reason": "Both are model-output quality regressions, but for different models and different mechanisms; not the same bug." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both involve processor/model mismatches, but they are different models and different concrete sizing/quantization problems." + "reason": "Docs/example errors for SigLIP2 are unrelated to OmDet-Turbo\u2019s processor/model image-size mismatch." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer-related, but one is runtime post-processor updating and the other is NER/padding crashes; not the same bug." + "reason": "Tokenizer post-processor updates at runtime and LayoutLMv2 NER/padding crashes are separate tokenizer issues." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex, but one crashes in _patch_mistral_regex while the other is a Kimi-K2.5 codec/warning regression." + "reason": "Both touch tokenizer regex handling, but one is a crash in _patch_mistral_regex while the other is a Kimi-K2.5 codec/warning regression; not the same concrete failure." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different subsystems and symptoms: missing config field vs. sliding_window handling." + "reason": "Different model configs and symptoms: missing pad_token_id vs sliding_window handling." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Bert/deepspeed init failure is unrelated to the audio feature-extraction issue." + "reason": "DeepSpeed/BertModel init failure and fbank feature extraction are unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Generic validation bug vs. classification-loss bug; different code paths and fixes." + "reason": "Input-validation error messaging is not the same bug as the degenerate zero-loss classification behavior." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "Different models and different failure modes: checkpoint loading with PEFT vs. video position ids." + "reason": "Local checkpoint/PEFT loading failure is unrelated to Qwen2.5-VL video position-id computation." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Doc/example mismatch vs. quantization/offloading behavior; no shared concrete bug." + "reason": "SigLIP2 docs/example mistakes and quantization/offloading behavior are separate issues." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP output field regression vs. RTDetrV2 output differences; unrelated model-specific issues." + "reason": "CLIP attentions output regression and RTDetr output drift are different model behaviors." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal, but one is video-input processing and the other is a Gemma3n variable-name collision." + "reason": "Different model families and different failure modes: Qwen3OmniMoe video processing vs Gemma3n variable collision." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Different models and failures: iterable multi-image finetuning vs. PEFT local checkpoint loading." + "reason": "Multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech local checkpoint loading." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading and quantization offloading are separate problems." + "reason": "PEFT/local checkpoint loading and quantization offloading problems do not share the same code-path issue." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction vs. tokenizer-mapping-name generator failure; no common bug." + "reason": "Audio feature extraction and tokenizer-mapping/model-registration logic are unrelated." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image-preprocessor dtype mismatch vs. Gemma3n tensor attribute collision." + "reason": "Mistral-3 dtype mismatch in image preprocessing is unrelated to Gemma3n's audio mask variable collision." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Both are architecture/config issues, but they concern different models and different logic." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are distinct configuration bugs." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to DAC forward/from_latents mismatch." + "reason": "BitNet packed-weight loading and DAC latent reconstruction are different code paths and failure mechanisms." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs. BitNet packed-weight loading bug." + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same general Mistral regex area, but different concrete failures: offline model_info call vs. backend_tokenizer AttributeError." + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is an attribute error on tokenizer objects; distinct bugs." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Different tokenizer/processor behaviors: post-processor updates vs. Whisper batch_decode parameter handling." + "reason": "Runtime special-token post-processing and Whisper batch_decode skip_special_tokens behavior are separate tokenizer/processor issues." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image segmentation processing vs. an import error for GenerationMixin." + "reason": "Void segmentation-map processing has nothing to do with a GenerationMixin import error." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different models and bugs: BLIP2 dtype propagation vs. Video-LLaVA temporal-attention/weight-sharing issue." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken argument collision is not the same as the model-loading failure for cjvt/sleng-bert." + "reason": "AddedToken special-argument collision is not the same as a model loading failure for cjvt/sleng-bert." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer padding/truncation crash vs. Perceiver image-classification resolution handling." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are different model-specific bugs." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-related, but they involve different Qwen model families and different bug locations." + "reason": "Both are video-input bugs, but they affect different model families and different tensor bookkeeping paths." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA failure is unrelated to bf16 dtype mismatches in other models." + "reason": "Bamba torch.compile/SDPA failure and SwitchTransformers/TimmWrapper bfloat16 mismatch are separate issues." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different failures: compile/SDPA vs. config token-ID persistence and generation IndexError." + "reason": "Different models and different failure modes: compile+SDPA vs config save/load token-ID loss." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading related, but one is trust_remote_code missing fields and the other is strict config rejection for granite_speech." + "reason": "Trust-remote-code config field loss and strict granite_speech config loading are not the same underlying bug." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen model versions and different symptoms: weight_only loading error vs. flash-attention generation issue." + "reason": "Qwen3VL weight_only load failure and Qwen3.5 flash-attention generation issues are separate regressions." } ] }, @@ -4358,9 +4358,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -4665,9 +4665,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -4886,8 +4886,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -4972,14 +4972,14 @@ "issue:43756|issue:45325", "issue:44484|issue:44704" ], - "prepared_review_unit_hash": "371f9b079a1c4cc45172ad2288adaa533e45fd8632c9e93cdc0ff774fc4c1f16", + "prepared_review_unit_hash": "25efea943da128089a80b22cc5a8503e970686944787ed00c330a9f940016868", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -4994,193 +4994,196 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated transformers bugs spanning loading, config, tokenizer, video, training, and quantization paths. I would not merge any of the proposed soft edges as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue; the items do not form one coherent duplicate set, so picking a single representative would be misleading.", + "summary": "This set is mostly heterogeneous. I only see three soft-edge pairs that plausibly describe the same underlying bug: Qwen video-input/position-id regression, AddedToken tokenizer loading, and trust_remote_code config field loss.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44479 is the strongest canonical issue candidate: it describes the broadest, clearest regression and likely covers the more specific Qwen2.5-VL video-position failure in 45381.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of the issues safely subsumes the others or serves as a true duplicate hub for the cluster.", + "best_issue_reason": "Issue 44479 is the best overall representative in this set because it is a broad regression report with multiple related model variants and a concrete loading/position-id failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different bugs: Blip2 dtype staying float32 vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Both mention dtype-related symptoms, but they affect different model families and different code paths; not the same concrete bug." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Packaging/backend issue vs Python 3.14 load failure; no shared code-path bug." + "reason": "Unrelated failures: backend install coverage vs Python 3.14 load failure." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "CUDA assert with auto device mapping is unrelated to Qwen3OmniMoe video-input ValueError." + "reason": "Both involve Qwen and runtime failures, but one is auto device mapping/cuda assert and the other is video input processing; too different to merge." }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Both concern Qwen video inputs, but one is a broad multi-model regression and the other is a specific qwen2.5-vl position_ids bug; not clearly the same concrete fix." + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression around incorrect vision/position ids; 45381 looks like a narrower reproduction of 44479." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "Tokenizer/model loading with gguf_file is unrelated to an Apple Silicon allocator warmup TypeError." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading regression and CLIPTokenizer max_length behavior are different issues." + "reason": "A model-loading regression for a specific repo is unrelated to CLIPTokenizer's max_length constant." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Auto device-map/offload failure is unrelated to tokenizer max_length constant handling." + "reason": "Device-map/offload loading failure is unrelated to tokenizer max length behavior." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "A reproduction of another issue is not the same as a qwen2.5-vl video-position bug." + "reason": "No concrete evidence that this isolated reproduction matches the Qwen video-position bug." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig custom token IDs loss is unrelated to MXFP4 quantization fallback." + "reason": "Config custom token IDs being lost is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input failures, but they affect different Qwen models and error surfaces; no proven shared bug." + "reason": "Both are Qwen video-input errors, but they involve different model variants and different failure modes; too weak to treat as the same bug." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to image processors requiring torchvision." + "reason": "init_empty_weights argument handling and PIL backend torchvision requirements are unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Same general area, but different model families and symptoms; too broad to be one duplicate change." + "reason": "Both are Qwen video-input problems, but the titles point to different model families and symptoms; not enough to call them the same bug." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FP8 config failure is unrelated to CLIPTokenizer max_length behavior." + "reason": "FineGrainedFP8Config loading failure is unrelated to CLIPTokenizer max length." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with CLIP is unrelated to TrainerState token-count tracking." + "reason": "A MacOS bus error in CLIP model loading is unrelated to TrainerState token counting." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FP8 failure and MobileLLM key error are different loading/config problems." + "reason": "Different model-loading issues with no shared concrete code path." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Tensorflow backend packaging is unrelated to missing Qwen2_5_VL class export." + "reason": "TensorFlow backend packaging and a Qwen import error are unrelated." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange issue and flash_attention s_aux=None crash are unrelated." + "reason": "XLNet CPU device placement and flash_attention sink handling are unrelated." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero loss are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend install packaging and a model load failure for cjvt/sleng-bert are not the same bug." + "reason": "Packaging/backend install issue is unrelated to a specific model failing to load." }, { "left": "issue:44062", "right": "issue:44991", - "accept": false, - "reason": "AddedToken special-kwarg duplication is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "accept": true, + "reason": "The tokenizer-loading failure for EMBEDDIA/est-roberta is likely the same AddedToken special-argument bug evidenced by the explicit TypeError in 44062." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero-probabilities bug is unrelated to Perceiver non-default-resolution failure." + "reason": "Different vision-model inference failures on different architectures; no shared bug indicated." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "AppleSilicon allocator TypeError and Qwen3VL weight_only load error do not share a concrete code path." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only loading are unrelated." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model init breakage is unrelated to FSDP CPU RAM efficient loading." + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different failure modes." }, { "left": "issue:43643", "right": "issue:45375", - "accept": false, - "reason": "Both involve missing config fields, but one is generic trust_remote_code behavior and the other is a specific Qwen3_5MoeVisionConfig strict-field drop; not the same bug." + "accept": true, + "reason": "Both point to config fields being lost during trust_remote_code/strict loading; 45375 looks like a model-specific instance of the same deserialization bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch-missing ImportError and Llama 3.2 Vision load break are different failure modes." + "reason": "PyTorch-not-found ImportError and Llama 3.2 Vision loading breakage are different problems." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "GenerationMixin import-path error is unrelated to Tensorflow backend installation." + "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Smollm3 RoPE-layer count bug and Qwen2.5-VL still-image position scaling are different model-specific issues." + "reason": "Both mention RoPE/positioning, but they affect different models and distinct logic; not the same bug." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained max_shard_size behavior is unrelated to AutoProcessor cached_file kwarg forwarding." + "reason": "save_pretrained shard-size policy and cached_file kwarg forwarding are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are mostly conservative. The three accepted pairs are plausible same-bug groupings based on the titles, and the rejected pairs are generally well-justified by differing model families or failure modes. No clear overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5281,9 +5284,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -5585,9 +5588,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -5906,9 +5909,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -6233,9 +6236,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -6525,9 +6528,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 47, @@ -6740,8 +6743,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -6833,262 +6836,250 @@ "issue:44448|issue:44977", "issue:43335|issue:45593" ], - "prepared_review_unit_hash": "80c66c1991ea22ba62bc6398a54e46bbb3d4d871039ae4131efa3cee300c53fd", + "prepared_review_unit_hash": "b5bca066223b52bd550838efb99562e7ad6457c0e68fe2898b2f2c38252475f0", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38872, - "estimated_input_tokens": 9718, - "estimated_eval_tokens": 19692 + "serialized_chars": 38874, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous issues, not one duplicate cluster. The only strong duplicate is the Qwen3.5 MoE from_pretrained error pair (45310/45478); the rest are different models, symptoms, or subsystems.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the best canonical anchor for the only clear duplicate pair: it is the earlier report of the same Qwen3.5 MoE from_pretrained failure as issue:45478.", + "summary": "Only one soft pair is a true duplicate: the two identical Qwen3.5 MoE `from_pretrained` errors. The rest are distinct bugs across different models, processors, or failure modes and should not be merged.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the earlier instance of the only clear duplicate pair, with the same Qwen3.5 MoE `from_pretrained` error title and likely the fuller original report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue candidate overall because it cleanly represents the only confirmed duplicate thread in this set.", + "best_issue_reason": "issue:45310 is the best representative issue because it cleanly captures the duplicated Qwen3.5 MoE loading failure; no PRs are present in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different problems: Gemma4 mm_token_type_ids defaulting vs flash-attention crash on s_aux=None." + "reason": "Different subsystems and failure modes: Gemma4 text-only fine-tuning token IDs vs flash-attention auxiliary-state crash." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both involve v5 regressions, but one is trust_remote_code loading and the other is DeepSeek tokenizer behavior; not the same bug." + "reason": "Both are v5 breakages, but one is a removed helper affecting trust_remote_code models and the other is a tokenizer output regression for Deepseek." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Unrelated: batched video processor shape vs Qwen2.5-VL tensor-parallel OOM." + "reason": "Batched video processor shape bug is unrelated to Qwen2.5-57B TP loading OOM." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different models and failures: processor image-size mismatch vs AMP/CUDA loss crash." + "reason": "Different model components: processor output size mismatch vs loss crash under float16 AMP." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "One is a mixed-precision crash; the other is missing auxiliary losses when denoising is off." + "reason": "Different detector bugs: AMP/CUDA crash in loss computation vs missing auxiliary losses when denoising is disabled." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for a flash-attention helper is unrelated to Torch 2.10 incompatibility." + "reason": "Both mention v5/compatibility, but one is a missing flash-attention import and the other is a Torch 2.10 incompatibility problem." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same model, same version gate, same from_pretrained error; clear duplicate." + "reason": "Exact same Qwen3.5 MoE `from_pretrained` error report; these are clear duplicates." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different models and code paths: Pegasus output drift vs Qwen3.5 recurrent-state reset." + "reason": "Pegasus output drift across versions is unrelated to Qwen3.5 recurrent-state reset with cache." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch is unrelated to GraniteSpeech CI stale device override failure." + "reason": "DAC forward/from_latents mismatch is unrelated to a GraniteSpeech CI device-override test failure." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to batched video processor shape." + "reason": "Audio chat-template sampling-rate default issue is unrelated to batched video processor shape handling." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to qwen3_omni_moe feature-length calculation." + "reason": "CPU offload device mismatch for bark-small is unrelated to a qwen3_omni_moe feature-length helper bug." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and pipeline translation-task messaging are separate issues." + "reason": "Embedding dtype drift in evaluate is unrelated to a pipeline error message about translation tasks." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType error are different failures." + "reason": "Flash Attention 2 test failures are not the same bug as a Trainer `_gpu_broadcast_one` NoneType TypeError." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Two distinct import errors with different missing symbols." + "reason": "Both are import-related, but they involve different missing symbols and different breakages." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation/model mismatch and reduce_labels returning one label are unrelated." + "reason": "SigLIP2 docs example problems are unrelated to BeitImageProcessorFast `reduce_labels` returning only one label." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are load-time failures, but one is base_model_prefix handling and the other is Qwen3-VL weight-shape mismatch." + "reason": "Model loading failure from `base_model_prefix` removal is distinct from Qwen3-VL weight-shape mismatch." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different subsystems and symptoms: SwitchTransformers config bug vs Bamba torch.compile SDPA issue." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Bamba-9B-v2 torch.compile SDPA failure." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent mismatch is unrelated to unexpected position-id keys across models." + "reason": "DAC latent mismatch and generic position-id key warnings are different issues with no shared code-path." }, { "left": "issue:45200", "right": "issue:45381", "accept": false, - "reason": "Different Qwen/Gemma bugs: missing mm_token_type_ids defaults vs wrong vision_position_ids for Qwen2.5-VL video input." + "reason": "Both touch multimodal fine-tuning, but one is missing mm token type IDs and the other is wrong vision position IDs." }, { "left": "issue:43450", "right": "issue:43526", "accept": false, - "reason": "Video batch shape bug is unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "Batched video shape bug is unrelated to BEiT `reduce_labels` behavior." }, { - "left": "issue:44857", + "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "AMP/CUDA loss crash and feature-extraction length helper behavior are unrelated." + "reason": "Python 3.13 `IndentationError` from torch.jit parsing is unrelated to the qwen3_omni_moe feature-length helper." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation example errors are not the same as position-id key warnings." + "reason": "Documentation example errors are not the same as unexpected position-id key warnings in models." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Different failure modes: Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU CUDA OOM." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are unrelated." + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to a flash_attn import KeyError on Python 3.13." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to Python 3.13 flash_attn import KeyError." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different models and bugs: Pegasus output difference vs DeepSeek tokenizer regression." + "reason": "Pegasus output differences and Deepseek tokenizer regressions are different models and failure modes." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one NoneType are unrelated." + "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer broadcast TypeError." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero-probabilities bug is unrelated to unexpected position-id keys." + "reason": "SigLIP2 zero-probabilities bug is unrelated to generic unexpected position-id key warnings." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different code paths: SwitchTransformers sparse config vs qwen3_omni_moe length helper." + "reason": "SwitchTransformers sparse-layer bug is unrelated to qwen3_omni_moe length computation." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer bug is unrelated to BEiT pretrained-loading legacy field handling." + "reason": "Sparse-layer misconfiguration is unrelated to BEiT semantic-segmentation preset loading with a legacy field." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer BOS/EOS addition bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "Bamba torch.compile SDPA bug is unrelated to GraniteSpeech CI stale device override." - }, - { - "left": "issue:43335", - "right": "issue:45072", - "accept": false, - "reason": "Different issues: sparse-layer creation vs dtype mismatch in bfloat16 inference." + "reason": "Tokenizer special-token regression is unrelated to Gemma3 NaN embeddings from mixed-length sliding-window attention." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "AutoTokenizer loading regression and MPS attention correctness issue are not the same bug." + "reason": "AutoTokenizer loading issue in v5 is unrelated to an MPS attention correctness bug." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Qwen2.5-VL iterable dataset failure with multiple images is unrelated to BEiT fast processor `reduce_labels` behavior." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are different concrete bugs." + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failures are different concrete bugs." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config bug is unrelated to D-FINE auxiliary-loss omission." + "reason": "SwitchTransformers sparse-layer config issue is unrelated to D-FINE auxiliary-loss handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The duplicate call on issue:45310/issue:45478 is well supported by the identical title/model/version context, and the non-duplicate soft-edge rejections stay cautious without overclaiming. The summary does not overstate the weaker pairs." + "feedback": "The cluster summary is well grounded in the packet: the only clearly duplicated pair is issue:45310 / issue:45478, which have the same title and are the only pair the evidence supports as a duplicate. The non-duplicate soft-edge calls are appropriately conservative. One minor improvement: avoid unsupported phrasing like \"likely the fuller original report\" unless the packet provides that evidence." }, "evaluator_used": true, "retried": false, @@ -7197,9 +7188,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -7430,8 +7421,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -7513,20 +7504,20 @@ "issue:43441|issue:45588", "issue:29127|issue:35141" ], - "prepared_review_unit_hash": "d88e0786dc1358fb944bed99cfe262f29a6d4421fa1e967b4a29e36220d8b491", + "prepared_review_unit_hash": "26b5fb5748b1716ea4182d12e5388bb7ec5f374fd5b82bc3daa1d5c61ba49220", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35534, + "serialized_chars": 35536, "estimated_input_tokens": 8884, "estimated_eval_tokens": 18024 }, @@ -7535,180 +7526,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Heterogeneous cluster of mostly unrelated issues; none of the soft edges look like true duplicates, so no pair should be merged. I selected one concrete runtime regression issue as the best anchor, but the choice is only a weak representative of this mixed set.", - "confidence": 0.34, - "canonical_issue_reason": "issue:44977 is the clearest concrete bug report here: a reproducible generation regression with a specific subsystem (flash-attention) and actionable scope. The rest of the cluster is too heterogeneous to form a stronger canonical choice.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44977 is the most suitable representative because it describes a specific, user-facing failure with a clear reproduction path and likely fix surface, unlike the more vague or orthogonal reports.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: the paired issues span unrelated models, tokenizers, processors, training/runtime errors, and doc/runtime regressions. None of the soft pairs look like true duplicates or the same fixable code-path problem.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items are not duplicates of one underlying bug and mostly concern different components and failure modes.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No clear global representative issue; the set is too mixed for one issue to safely summarize the rest.", + "best_pr_reason": "No pull requests are present in the cluster.", "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both involve quantization-related failures, but one is a Qwen3MoE FP8 config problem and the other is a model-saving issue; different failure modes and code paths." + "reason": "Different quantization problems: FineGrainedFP8Config failure vs model saving failure." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "One is a dtype inconsistency between training and eval, the other is a hard error using gradient checkpointing in eval mode. Related context, but not the same bug." + "reason": "Different symptoms and code paths: dtype drift in evaluate vs gradient checkpointing blocked in eval mode." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different models and different tokenizer/save_pretrained failures; too broad to be the same underlying issue." + "reason": "Different tokenizer/model areas and failures: MLuke task AttributeError vs Wav2Vec2 save/tokenization issues." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unrelated components: a feature extractor argument mismatch vs a video-input regression in Qwen VL models." + "reason": "Different processors/models and failure modes; not the same underlying regression." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both are model-specific implementation mismatches, but they affect different architectures and different parts of the model logic." + "reason": "Different model families and distinct implementation divergences; too broad to be one bug." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Accelerate/DeepSpeed weight conversion is unrelated to an embedding dtype change during eval." + "reason": "Accelerate/deepspeed weight conversion bug is unrelated to training/eval dtype changes." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "One is an eos_token_id config mismatch, the other is a flash-attention generation regression; different concrete defects." + "reason": "Different issues: eos_token_id config mismatch vs flash-attention generation failure." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention tests and void segmentation map processing are separate subsystems with no shared bug signature." + "reason": "Flash Attention test failures and void segmentation map processing are unrelated." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor output size mismatch and model memory release are unrelated issues." + "reason": "Processor input-size mismatch and RT-DETR memory release are different bug classes." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are different code paths and symptoms." + "reason": "Auto-docstring annotation handling and mistral_common import breakage are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A specific missing symbol import is not the same as a generic dependency issue." + "reason": "Specific Qwen2.5-VL import error is not the same as a generic dependency issue." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different model bugs." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "dtype mismatch in inference and multi-GPU CUDA OOM are different classes of failure." + "reason": "bfloat16 dtype mismatches are not the same as a multi-GPU CUDA OOM." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on a community CLIP model and a SigLIP2 doc-example mismatch/quantization issue are not the same bug." + "reason": "MacOS bus error in CLIP loading and SigLIP2 documentation errors are distinct." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token tracking are unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are distinct training-time failures." + "reason": "Trainer broadcast NoneType error and deepspeed Adafactor OOM are different failures." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird tokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different issues." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL load-time pad_token_id error and Qwen3-MoE sliding-window behavior are separate issues." + "reason": "Qwen3-VL pad_token_id import failure is unrelated to Qwen3-MoE sliding-window behavior." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and LayoutLMv2Tokenizer NER padding crash do not match." + "reason": "BEiT reduce_labels bug and LayoutLMv2 NER/padding crash are different tokenizer/processor problems." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings from mixed-length sliding-window attention are different bugs." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings are separate generation/runtime bugs." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and checkpoint resume key mismatch are unrelated." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation regression and category-count limit runtime error are unrelated." + "reason": "Flash-attention generation regression and category-count RuntimeError are unrelated." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Failing Flash Attention 2 tests and an import error for GenerationMixin are not the same underlying problem." + "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import error." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and a feature extractor center-arg crash are separate processor bugs." + "reason": "Audio chat-template sampling-rate default and LASR center-arg crash are unrelated processor bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "They both touch outputs/hidden states, but one is a CLIPVisionModel regression and the other is a generic ModelOutput key assignment issue; not enough evidence of the same bug." + "reason": "CLIPVisionModel not returning hidden states and ModelOutput key assignment are different code paths." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error clarity and a MacOS CLIP bus error are clearly unrelated." + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention failures on different models and code paths; same subsystem is not enough for a duplicate." + "reason": "Ministral FlashAttention failure and s_aux=None crash in flash_attention.py are distinct issues." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and token-embedding reinitialization in post_init are unrelated." + "reason": "LayoutLMv3 error messaging and embedding reinitialization in post_init are unrelated." } ] }, @@ -7727,8 +7718,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -7812,14 +7803,14 @@ "issue:43381|issue:43873", "issue:44077|issue:44479" ], - "prepared_review_unit_hash": "6c61dc7519233bb017140932b4d2596a53715aad9ca6d3e89d0db623413e6672", + "prepared_review_unit_hash": "a0f7753ed7db75dec53aa65d50b227e7d61a4ee033c1a56f6b0741c68a559618", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -7834,186 +7825,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports spanning different bugs, models, and subsystems; none of the soft pairs look like true duplicates.", + "summary": "The cluster is mostly a loose collection of unrelated Transformers bugs/regressions across different models and subsystems. None of the soft pairs look like safe duplicates, so all candidate merges are rejected.", "confidence": 0.93, - "canonical_issue_reason": "issue:44387 is the strongest canonical anchor: it is a concrete, high-impact regression report with broad quantization/OOM fallout and the most discussion activity in the set.", + "canonical_issue_reason": "issue:43873 is the most central and broadly referenced open report in the set, with the highest discussion/inbound activity and a general subsystem impact (quantization/offloading).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44387 is the best standalone issue in this set because it is specific, actionable, and clearly describes a reproducible failure mode rather than a vague symptom.", + "best_issue_reason": "issue:43873 is the best representative issue overall because it is active, well-discussed, and has external references, making it the most cluster-like anchor among otherwise disparate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs after sync_gpus and metric label gathering are unrelated code paths and symptoms." + "reason": "Different failures: generation kwargs after GPU sync vs metric-gathering truncation of tuple labels. No shared code path." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FP8 config failure for Qwen3-MoE is a different problem from a Qwen3-VL weight-shape loading mismatch." + "reason": "Different models and symptoms: Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch on load." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different bugs with no shared failure path." + "reason": "Unrelated areas: tokenizer loading for FastSpeech2Conformer vs bfloat16 dtype mismatches in inference." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessor label reduction is unrelated to LwDetrImageLoss AMP/CUDA crashing." + "reason": "Different components: BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression in Qwen models is not the same as chat templating crashing on empty assistant tool-call messages." + "reason": "Different subsystems: Qwen video-input regression vs chat-template handling of assistant tool-call messages." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and zero-loss single-label classification are unrelated issues." + "reason": "Tokenizer loading regression vs sequence-classification loss degeneration; not the same bug." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and DeepSeekV3MoE implementation divergence do not describe the same bug." + "reason": "sys.modules access safety issue in modeling_utils vs DeepseekV3MoE implementation drift; different code paths." }, { "left": "issue:43526", "right": "issue:44610", "accept": false, - "reason": "Reduce-labels behavior in BEiT image processing does not match an OmDet-Turbo input-size mismatch." + "reason": "Image-processor label handling vs OmDet-Turbo processor size mismatch; not the same failure." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skipping special tokens." + "reason": "Different behavior: recurrent state reset with cache vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "A model weight-shape loading error is not the same as a bad save_pretrained checkpoint regression." + "reason": "Both involve Qwen, but one is a load-time weight mismatch and the other is a save_pretrained checkpoint regression; distinct code paths." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "GGUF tokenizer/model loading breaks are unrelated to a flash-attention AttributeError on sink-less models." + "reason": "Tokenizer/model loading with gguf_file vs flash-attention sinkless-model crash; unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states output and attention-kernel divergence under torch.compile are different failures." + "reason": "CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence; different mechanisms." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API mismatch and missing pad_token_id on Llama4Config are separate config discrepancies." + "reason": "Both are config/API discrepancies, but they affect different configs and different missing attributes; not one bug." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "flash_attention.py crashing on s_aux=None and auto_mappings referencing removed configs are unrelated maintenance bugs." + "reason": "flash_attention crash on s_aux=None vs stale auto_mappings references to removed configs; unrelated." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression and Whisper empty-transcription failure are different model-specific issues." + "reason": "Qwen flash-attention generation regression vs Whisper empty-transcription generation failure; different models and logic." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General custom model initialization breakage is not the same as the patchtsmixer post_init policy issue." + "reason": "General custom model initialization breakage vs a specific patchtsmixer post_init policy issue; too different to merge." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM loading a model and resume_from_checkpoint key mismatch are unrelated training/loading problems." + "reason": "OOM during tensor-parallel model load vs resume_from_checkpoint key mismatch; unrelated." }, { "left": "issue:43994", "right": "issue:44206", "accept": false, - "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor center-argument crash are different image-processing failures." + "reason": "SigLIP2 bad outputs from AutoModel/pipeline vs LasrFeatureExtractor unsupported center argument crash; different defects." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "SigLIP2 doc/example mistakes are unrelated to Gemma3 sliding-window attention NaN embeddings." + "reason": "SigLIP2 documentation/model mismatch vs Gemma3 mixed-length NaN embeddings; unrelated." }, { "left": "issue:43873", "right": "issue:45588", "accept": false, - "reason": "Quantization/offloading behavior and a flash-attention sinkless-model AttributeError are different subsystems." + "reason": "Quantization/offloading behavior vs flash-attention s_aux=None crash; different subsystems." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Model-loading OOM with tensor parallelism is not the same as increased reserved memory under int4 quantization." + "reason": "Both mention OOM/quantization, but one is a specific Qwen2 TP load failure and the other is a broader int4 reserved-memory regression; not the same concrete bug." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Generation cache missing in v5 and recurrent-state reset with cache are both cache-related but clearly different bugs and code paths." + "reason": "Both involve cache/generation, but one is missing GenerationMixin cache in chunked_prefill and the other is recurrent-state reset with seq_len>1; distinct issues." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2 tokenizer loading and Perceiver non-default resolution failure do not share the same underlying defect." + "reason": "Tokenizer loading failure vs Perceiver non-default-resolution image classification failure; unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Adafactor/deepspeed OOM and TrainerState token counter not updating are unrelated trainer issues." + "reason": "OOM with Adafactor/DeepSpeed vs TrainerState token counter not updating; no overlap." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Llama 3.2 model loading breakage in 4.46.2 is not the same as a v5 base_model_prefix loading regression." + "reason": "Both are model-loading regressions, but they concern different versions and different underlying breakages." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Missing AutoImageProcessor import and missing ReasoningEffort import are separate import errors." + "reason": "Separate import errors in different dependencies: AutoImageProcessor vs ReasoningEffort from mistral_common." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation divergence and docs still using pipeline() after removals are unrelated." + "reason": "SigLIP2 implementation discrepancy vs docs still using removed pipeline() APIs; unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode constraints do not match quantization/offloading behavior." + "reason": "Gradient-checkpointing eval-mode restriction vs quantization/offloading behavior; different bugs." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are different model-specific issues." + "reason": "PatchTSTMixer post_init/API policy vs Qwen video-input regression; not the same code path." } ] }, @@ -8120,9 +8111,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -8413,9 +8404,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -8719,9 +8710,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -8946,8 +8937,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -9034,226 +9025,226 @@ "issue:44279|issue:45405", "issue:43299|issue:43854" ], - "prepared_review_unit_hash": "73e5776c6828d985bcca8e005c3d85b87e9de0416c2520849bdf1e5533c71f08", + "prepared_review_unit_hash": "6f6f2687a3e0d946629aac730c465b49bc60e1a05a3533d601670b0c477fc40c", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37276, - "estimated_input_tokens": 9319, - "estimated_eval_tokens": 18894 + "serialized_chars": 37278, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks like a false-positive similarity cluster rather than a duplicate set: the issues span unrelated bugs in model loading, tokenizer/config handling, generation, CI, docs, and general regression reports. None of the soft-edge pairs look like the same underlying change or bug.", + "summary": "These are mostly unrelated issue reports across different models, regressions, and subsystems. The soft pairs are textually similar but do not look like true duplicates or mergeable same-fix items.", "confidence": 0.87, - "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items are too heterogeneous. If forced to pick a representative, the broadest theme is recent transformers-version regressions breaking custom/remote-code model loading.", + "canonical_issue_reason": "Issue 45020 is the broadest umbrella for the recurring version-regression/loading failures in this set, so it is the closest thing to a cluster representative; still, the items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the closest umbrella representative because it explicitly covers the broad pattern of recent transformers versions breaking model loading for remote-code/custom models, which is the most recurring motif across the cluster.", + "best_issue_reason": "Issue 45020 is the most representative open issue here because it captures the widest version-breakage pattern and is more central than the narrow, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config-loading failures, but one is missing fields with trust_remote_code and the other is an unrecognized model missing model_type; different root causes." + "reason": "Both are loading/config issues, but one is about missing fields under trust_remote_code and the other is an unrecognized model/config.json problem; different bugs." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "A notebook syntax error and an AddedToken keyword-argument bug are unrelated." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated failure modes." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer image handling and t5gemma embedding resizing are different code paths and bugs." + "reason": "Multimodal processor/tokenizer access bug vs. t5gemma embedding resize bug; different code paths and symptoms." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "One is a Phi-4 multimodal load failure; the other is a stale auto_mappings reference causing CI breakage." + "reason": "Both involve loading regressions, but one is Phi-4 multimodal and the other is a stale auto_mappings reference; not the same underlying fix." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version support regression and a specific model-loading failure are not the same bug." + "reason": "Python compatibility failure and a specific model-loading regression are not the same issue." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "Stale CI device-override test failure is unrelated to the Phi-4 multimodal loading issue." + "reason": "CI stale test failure vs. model loading failure; no shared bug." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache handling in chunked_prefill and ANSI output in loading_report are unrelated." + "reason": "Generation cache regression and ANSI code output in loading_report are unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug is unrelated to auto_mappings referencing removed configs." + "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings entries are different problems." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding-resize behavior and Whisper empty-transcription generation are different problems." + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are distinct." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both mention imports, but they target different missing symbols and different packages/code paths." + "reason": "Both are import-related, but they concern different missing symbols and different modules." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python 3.9/3.10 compatibility and a generic dependency issue are not the same underlying bug." + "reason": "Dependency/version support issue vs. a general transformers dependency complaint; no clear shared root cause." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained checkpoint corruption are distinct regressions." + "reason": "Same model family, but one is a loading failure and the other is a save_pretrained regression with visual encoder keys." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "An unrecognized-model/config issue and a PIL backend torchvision dependency issue are unrelated." + "reason": "Config/model-type resolution bug vs. PIL image processor torchvision dependency bug; different code paths." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "These are different model families and different load failures, so they are not duplicates." + "reason": "Different models and different failures; only broad 'model loading' similarity." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Dtype propagation in BLIP2 loading vs. Qwen3.5 save_pretrained checkpoint correctness; not the same bug." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and a tie_word_embeddings warning during LoRA fine-tuning are different issues." + "reason": "Optimizer argument handling and a tied-embeddings warning are unrelated." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "A BeitImageProcessorFast label bug and docs lag for return_all_scores are not the same bug." + "reason": "BEiT processor label reduction bug vs. documentation mismatch; different issues." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "assistant_masks being all-zero and Qwen2.5-VL rope index scaling are different multimodal bugs." + "reason": "Multimodal assistant mask generation and Qwen2.5-VL rope index scaling are separate multimodal bugs." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss and mm_token_type_ids defaulting to zeros are separate model-training issues." + "reason": "MoE router loss omission and mm_token_type_ids defaulting are different training-time bugs." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Gradient checkpointing eval-mode restriction vs. D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "A flex_attention compile failure on torch>=2.9 and a TensorFlow/tensorboard backend import issue are different failures." + "reason": "torch flex_attention compilation failure and TensorFlow backend packaging issue are unrelated." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific HybridCache import error is not the same as a broad post-upgrade import-regression report." + "reason": "45278 is a broad import-regression report, but 44351 is a specific missing HybridCache import; not enough evidence they are the same underlying bug." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mentioning return_all_scores and an unrecognized model/config failure are unrelated." + "reason": "Docs/behavior mismatch for text classification vs. config/model loading failure; unrelated." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version support and an unreleased PEFT minimum-version bump are different compatibility issues." + "reason": "Python support regression vs. unreleased PEFT version bump; different dependency problems." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "A video-classification processor lookup bug and a placeholder issue with no technical description are not duplicates." + "reason": "Video-classification processor lookup bug and a placeholder/invalid issue are not duplicates." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4Multimodal default config initialization and Llama4 missing pad_token_id are different config bugs." + "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are distinct config bugs." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor lookup and remote_code model-loading regressions are not the same concrete bug." + "reason": "One is a video pipeline processor lookup issue; the other is a broad remote_code regression report." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer save/load metadata issues and a Mistral regex patch crash affect different code paths." + "reason": "Tokenizer.json being ignored and a Mistral regex patch crash are different tokenizer bugs." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer class metadata mismatch and tokenizer.json being ignored are related to tokenizers but not the same defect." + "reason": "Tokenizer save_pretrained metadata mismatch vs. AutoTokenizer loading behavior; related subsystem, different bug." }, { "left": "issue:44496", "right": "issue:44877", "accept": false, - "reason": "An unrecognized model/config error and strict granite_speech config loading are different configuration problems." + "reason": "Unrecognized model due missing model_type and strict config rejection for granite_speech are different config-loading failures." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency issue and a specific unreleased PEFT version bump are not the same underlying issue." + "reason": "Generic dependency issue and an unreleased minimum PEFT version bump are not the same problem." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "These are separate model-loading failures for different models and different failure modes." + "reason": "Different model families with different loading regressions; no shared concrete code-path fix." } ] }, @@ -9272,8 +9263,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -9357,208 +9348,208 @@ "issue:43475|issue:44016", "issue:43824|issue:43976" ], - "prepared_review_unit_hash": "7bf987cea32150b0dd1424c78048201af71687668baa963f6404033b2893ef5e", + "prepared_review_unit_hash": "83dcf28f49e9002ee4535e7e05c292644d6b13c5be4ef596959a245e3ff8da9e", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36271, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "serialized_chars": 36273, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated; none of the soft edges look like the same underlying bug/change, so all candidate links are rejected. The closest overlaps are tokenizer/loading and chat_template/processor regressions, but the concrete failure modes still differ.", - "confidence": 0.31, - "canonical_issue_reason": "No single canonical duplicate cluster exists; among the scattered issues, issue:43994 is the best representative of a concrete, user-visible model inference regression.", + "summary": "No strong duplicate cluster here: the items are mostly unrelated Transformer issues that only share broad themes like tokenization, processors, or v5 regressions. All soft edges are rejected as too semantically different to merge as the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the strongest standalone issue here: specific scope, clear failure mode, and a likely actionable reproduction.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but one is repository loading behavior and the other is incorrect DeepSeek tokenization output; different bugs and likely different fixes." + "reason": "Both are tokenizer regressions in v5, but they affect different models and describe different failure modes." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Completely unrelated: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated bugs in different model paths." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizers, but the first is a processor/tokenizer API regression with images; the second is model-specific DeepSeek tokenization drift." + "reason": "Processor/tokenizer API regression is not the same as Deepseek tokenization output drift." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention documentation, but one is SigLIP2 example errors and the other is a pipeline doc mismatch; not the same underlying issue." + "reason": "Both mention docs, but one is a SigLIP2 example bug and the other is a pipeline docs mismatch." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Unrelated: a placeholder issue versus a chat_template crash on tool-call assistant messages." + "reason": "Generic placeholder issue versus a specific chat-template crash with tool calls; no shared bug." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Both are loading failures, but they affect different models and likely different code paths." + "reason": "Tokenizer loading regression and ESM2 breakage are different model-loading problems." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation; different defects." + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is assistant mask generation." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video batch-shape bug versus dependency/install issue; no shared underlying change." + "reason": "Video batching shape bug and a dependency issue are unrelated." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both are attention-related, but FlashAttention failure on a model and compiled flex_attention failure on torch>=2.9 are different code paths." + "reason": "FlashAttention failure on Ministral-3 and compiled flex_attention failing on newer torch are different code paths." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization workflows, but one is saving quantized models and the other is loading dequantized models with offload; not the same bug." + "reason": "Saving quantized models and loading dequantized models with offload are separate quantization issues." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model internals and different errors: RMS norm epsilon precision discussion versus torch.split return values." + "reason": "Different subsystems: MLA layernorm precision/config issue versus a torch.split return-value issue." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is Perceiver positional interpolation on non-default resolutions." + "reason": "Sam3PixelDecoder dummy conv and Perceiver non-default resolution failure are unrelated vision-model bugs." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Saving processor artifacts missing files is not the same as a Zero3 from_pretrained loading problem." + "reason": "Missing processor save files is not the same as gemma-4 zero3 from_pretrained failure." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer regression versus unrelated placeholder issue." + "reason": "Tokenizer behavior change and an unrelated placeholder issue have no meaningful overlap." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both mention embedding/weight handling, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not propagating in gemma4." + "reason": "Tied-weight serialization depends on device, while resize_token_embeddings not updating outputs is a different Gemma4 bug." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files and a Chinese report about slower filtering after upgrade are unrelated." + "reason": "Processor save_pretrained missing files and Chinese report of slower filtering are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both are backend/import errors, but they concern different missing symbols and different dependency stacks." + "reason": "Missing nn import in sentence-transformers and missing tf backend because only tensorboard is installed are different dependency/import issues." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache issue during chunked prefill and CLIPVision hidden_states regression are different subsystems and symptoms." + "reason": "Generation cache missing during chunked_prefill and CLIPVision hidden_states regression are unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions affecting text models/tokenizers, but the concrete bugs differ: CamemBERT MLM predictions vs DeepSeek tokenizer output." + "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer regression are different model-specific failures." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure and missing TensorFlow backend are unrelated." + "reason": "Loading a specific model on transformers>=5.1.0 and TensorFlow backend packaging are unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + "reason": "BigBirdTokenizer special-token bug and D-FINE auxiliary-loss issue are unrelated." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to a model load failure under Zero3." + "reason": "Tokenizer config serialization mismatch and gemma-4 zero3 loading are different bug classes." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Both are dependency/support issues, but one is missing TensorFlow in the torch extra and the other is a Python version compatibility break." + "reason": "Backend packaging with pip extras and Python version compatibility are separate dependency problems." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Documentation mismatch for return_all_scores is not the same as incorrect SigLIP2 pipeline/model outputs." + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to SigLIP2 nonsensical pipeline outputs." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are unrelated." + "reason": "MLukeTokenizer attribute error and D-FINE loss behavior are unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race and stale generate warning are different bugs." + "reason": "Pytest-xdist file race and stale generation warning are unrelated issues." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM3 video encoder attribute error versus notebook syntax error; no overlap." + "reason": "SAM3 video encoder attribute error and notebook syntax error are unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2.5-VL import and Python version incompatibility are different issues." + "reason": "ImportError for Qwen2.5-VL and Python3.9/3.10 compatibility are unrelated release issues." } ] }, @@ -9577,8 +9568,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -9662,190 +9653,190 @@ "issue:43441|issue:43540", "issue:44246|issue:44871" ], - "prepared_review_unit_hash": "ea2689a400be1233c430bd5f881f36795b973c26fa7a15fca0996a5fa64136e7", + "prepared_review_unit_hash": "764edf8e4abbf15011fa63d4a90649137fb616b0b124dca3b42483258ff3b14e", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36067, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "serialized_chars": 36069, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated regressions, import errors, and model-specific breakages that only share broad surface similarity. I found no convincing duplicate pairs; all soft edges should be rejected.", - "confidence": 0.9, - "canonical_issue_reason": "issue:44561 is the strongest cluster anchor: it describes a concrete, high-impact regression in v5 with a specific code-path breakage and broad downstream fallout.", + "summary": "This cluster is a loose collection of unrelated Transformers issues with only superficial lexical overlap (mostly imports, Qwen, FlashAttention, or model-loading wording). I would not merge any of the soft pairs as duplicates.", + "confidence": 0.24, + "canonical_issue_reason": "No strong duplicate canon exists here because the items span many different code paths; if a single representative is needed, #44246 is the broadest/highest-activity issue, but it is still only a weak stand-in.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44561 is the most suitable representative issue because it is specific, actionable, and broadly relevant compared with the more model-specific or documentation-only reports.", + "best_issue_reason": "#44246 is the most generic and discussion-heavy issue in the set, so it is the closest thing to a cluster anchor even though it does not truly summarize the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention, but one is a model-support error and the other is a generic Flash Attention topic; not the same bug." + "reason": "Same broad FlashAttention wording, but one is a concrete Nemotron model support gap and the other is too generic to prove the same bug/change." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression vs CUDA OOM in Sam3Video; different failure modes and code paths." + "reason": "Regression in processor/tokenizer handling is unrelated to the CUDA OOM report for Sam3Video." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage type error and Qwen3.5 chat crash are unrelated runtime issues." + "reason": "Different failures and code paths: a storage-type import/type error versus a Qwen chat crash." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is distinct from a separate glm-4v loading failure." + "reason": "Llama4 pad_token_id config error and glm-4v-9b loading failure are distinct model-specific bugs." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output formatting in loading_report." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python version incompatibility are different problems." + "reason": "Importing AutoImageProcessor and Python-version compatibility are different problems." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Buffer access error for position_ids is unrelated to gemma-4 Zero3 from_pretrained loading." + "reason": "Position_ids buffer access and gemma-4 zero3 loading are separate issues." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipelines." + "reason": "Video pipeline image-processor lookup is not the same as the fbank feature extraction bug." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen/MoE models, but one is a LoRA compatibility issue and the other is a model-loading regression in v5." + "reason": "Both involve Qwen3 MoE variants, but the reported load/setup failures are different." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowdown." + "reason": "A docs mismatch for return_all_scores does not match an import-performance complaint." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing MoE load-balancing loss and missing D-FINE auxiliary losses are different model-specific training bugs." + "reason": "Both mention auxiliary losses, but they affect different models and different gating flags." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI escape output issue and a wrong docstring are not the same underlying change." + "reason": "Terminal color output and a docstring bug are unrelated." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "Tokenizer.json being ignored and Kimi-K2.5 codec/regression warnings are separate tokenizer issues." + "reason": "Tokenizer.json loading behavior and a Kimi-K2.5 codec/regex regression are not the same underlying bug." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "Model-mapping helper failure and TensorBoard/TF backend import error are unrelated." + "reason": "Model-addition logic in tokenizer mappings is unrelated to the tensorboard/TensorFlow backend issue." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and an xdist race in testing utilities do not describe the same bug." + "reason": "sys.modules access safety and xdist race conditions are different concurrency problems." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency and unrecognized model/config loading are different symptoms with no shared code-path evidence." + "reason": "Import slowness is not the same as unrecognized-model/config.model_type loading failure." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Two separate missing-symbol import errors from different libraries and modules." + "reason": "Both are import errors, but for different symbols and different dependency modules." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are distinct model issues." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are distinct." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different packages/compatibility problems." + "reason": "Different missing exports: Qwen2_5_VLImageProcessor versus HybridCache." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access in modeling_utils." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to modeling_utils sys.modules access." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache regression and removal of is_torch_fx_available affect different subsystems and failure modes." + "reason": "Chunked prefill cache behavior and removal of is_torch_fx_available are separate regressions." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading-report ANSI formatting is unrelated to GLM-5 RoPE implementation discussion." + "reason": "ANSI output handling 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 handling are different model-specific regressions." + "reason": "ESM2 breakage and Gemma 4 token_type_ids defaults are different model-specific bugs." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE auxiliary loss omission is unrelated to LwDetrImageLoss AMP CUDA crashes." + "reason": "Missing MoE load-balancing loss and LwDetrImageLoss AMP crash do not share the same code path." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error is not the same as a dataset filtering slowdown regression." + "reason": "Position_ids buffer access and slow filtering after a version upgrade are unrelated." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config strictness, but they affect different models and different missing-field behaviors." + "reason": "Both are config-shape issues, but for different models and different missing fields." }, { "left": "issue:36246", @@ -9857,13 +9848,13 @@ "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "FlashAttention support error in Ministral-3 and video-input processing ValueError in Qwen3OmniMoe are different bugs." + "reason": "Both are Qwen-related video/FlashAttention reports, but they describe different failures and fixes." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowdown and Gemma-3 eos_token_id inconsistency are unrelated issues." + "reason": "Import timing and Gemma-3 eos_token_id config mismatch are unrelated." } ] }, @@ -9972,9 +9963,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 47, @@ -10289,9 +10280,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -10639,9 +10630,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -10890,8 +10881,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -10978,226 +10969,226 @@ "issue:43976|issue:44945", "issue:43232|issue:44743" ], - "prepared_review_unit_hash": "03c73fa12730b0ffb0b9105f0d1fa8e5dce59d62f92915bf8499ffe64c61bc05", + "prepared_review_unit_hash": "a6e13b1bae1e6f3f45e24a75cb58a3dfc52de0dd70e527d9855244c6fd8e29fa", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37000, - "estimated_input_tokens": 9250, - "estimated_eval_tokens": 18756 + "serialized_chars": 37002, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is over-broad and mostly contains unrelated bugs that only share generic Transformers/tokenizer/model-loading wording. None of the soft pairs look like the same underlying issue or a single PR-worthy change.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits the cluster: the items span import errors, tokenizer/loading regressions, configuration bugs, chat-template crashes, quantization issues, and unrelated model-specific failures.", + "summary": "This cluster is only loosely related: many items are v5 import/tokenizer/loading regressions, but they describe different code paths and failure modes. I do not see any true duplicates among the soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43723 is the best representative because it is a broad, core API regression around tokenizer loading in v5 and overlaps with several nearby tokenizer-related reports without being overly narrow.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the broadest representative of the tokenizer-loading regression subset, but it still does not unify the rest of the cluster.", + "best_issue_reason": "issue:43723 is the most central user-facing failure in the cluster: `AutoTokenizer.from_pretrained` loading breaks, which is a high-impact, broadly applicable regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting failure vs Llama 3.2 Vision model-loading regression; unrelated symptoms and code paths." + "reason": "Different subsystems and failures: MLflow job reporting vs model loading for Llama vision." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to missing processor save files." + "reason": "Position_ids buffer/read issue is unrelated to processor.save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job/MLflow reporting bug does not match embedding reinitialization after resize." + "reason": "Training-job/MLflow reporting is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to MLflow not reporting failed jobs." + "reason": "ImportError for missing PyTorch and MLflow reporting are unrelated problems." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Chat template crash on batched multimodal input is unrelated to auto_docstring annotation handling." + "reason": "Both involve chat templates/processing, but one is a crash on batched input and the other is an auto-docstring annotation bug." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Default multimodal config initialization when None is a different bug from rotary_pct not persisting on reload." + "reason": "Different configuration bugs: multimodal config defaults vs GPTNeoX rotary_pct persistence." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "RMS norm epsilon precision discussion is unrelated to InternVL2 meta-init incompatibility." + "reason": "Precision error in MLA q_a_layernorm is unrelated to remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Generic tokenizer loading regression vs Gemma-3 eos_token_id mismatch; different failure modes." + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id mismatch are different issues." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring is documentation-only and unrelated to GLM-5 RoPE implementation." + "reason": "Wrong docstring and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Broad AutoTokenizer v5 loading issue vs model-specific tokenizer failure for EMBIDDIA/est-roberta." + "reason": "Both are tokenizer load failures, but they affect different models and likely different underlying causes." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "AutoTokenizer load regression is not the same as FastSpeech2ConformerTokenizer failing specifically." + "reason": "General tokenizer loading issue and FastSpeech2ConformerTokenizer-specific failure are not the same concrete bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta-init issue is unrelated to Qwen3.5 save_pretrained saving wrong visual encoder keys." + "reason": "Meta-initialization incompatibility for old InternVL2 and incorrect visual encoder keys in save_pretrained are different paths." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading hang and SigLIP2 zero probabilities are different model/runtime bugs." + "reason": "Sentence Transformers loading stall and zero probabilities in SIGLIP2 are unrelated symptoms." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to quantized model saving failure." + "reason": "Offline tokenizer cache loading and quantized model saving failure are different code paths." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue does not match Qwen3.5 MoE from_pretrained error." + "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3.5 MoE from_pretrained loading error." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "AutoImageProcessor import error and Qwen2_5_VLForConditionalGeneration import error are distinct missing-symbol issues." + "reason": "Cannot import AutoImageProcessor and cannot import Qwen2_5_VLForConditionalGeneration are separate missing-symbol issues." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy regression is not the same as Qwen3-VL/Moe loading bug." + "reason": "Accuracy regression in FP8 is unrelated to Qwen3-VL-Moe model-specific bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env command is unrelated to sentence-transformers import NameError." + "reason": "Broken `transformers env` command and sentence-transformers import NameError are different failures." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Single missing is_offline_mode import is not the same as a broad set of import errors after upgrade." + "reason": "One is a specific missing hub symbol, the other is a broad report of many import errors; not the same underlying bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer output differences across versions are not the same as assistant_masks being all zero for multimodal input." + "reason": "Tokenization output changed across versions and assistant_masks all-zero for multimodal inputs are distinct bugs." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "torch.split return-value issue is unrelated to a docstring typo." + "reason": "torch.split return-value issue is unrelated to a wrong docstring." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs syncing bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Generation kwargs update after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache tokenizer loading is different from wrong tokenizer decoder type in v5." + "reason": "Offline cache loading and wrong tokenizer decoder type are different tokenizer issues, not the same bug." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to AutoProcessor not forwarding kwargs." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs propagation are different loader bugs." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer behavior change across versions is not the same as chat_template crashing on batched input." + "reason": "Version-dependent tokenization differences and chat-template crash with padding=False are not the same failure." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence-Transformers loading stuck and macOS bus error on CLIP are different failures." + "reason": "Loading stall for sentence-transformers and MacOS bus error on CLIP model are unrelated." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration guidance is unrelated to torch.split return values in GlmMoeDsaIndexer." + "reason": "TF32 settings guidance and torch.split return values are unrelated." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch on save_pretrained." + "reason": "Position_ids buffer access bug and tokenizer_class mismatch in saved config are different save/load problems." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor cached_file kwargs issue is unrelated to chat_template crashing with tool-call assistant messages." + "reason": "AutoProcessor kwargs forwarding and chat_template crash on tool-call assistant messages are separate bugs." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to incorrect pipeline-parallel LLM outputs." + "reason": "Dequantized model save failure and incorrect output under pipeline parallelism are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility issue is unrelated to pipeline parallelism output corruption." + "reason": "Python version compatibility problem and pipeline-parallelism output bug are not the same issue." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Generation after sync_gpus bug is unrelated to recurrent state reset in modular_qwen3_5." + "reason": "Generation kwarg update bug and recurrent-state reset in modular_qwen3_5 are distinct code-path failures." } ] }, @@ -11305,9 +11296,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 47, @@ -11611,9 +11602,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -11923,9 +11914,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -12183,8 +12174,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -12272,14 +12263,14 @@ "issue:43618|issue:44380", "issue:36683|issue:43582" ], - "prepared_review_unit_hash": "b3150d41666c3c90c579264debf9ec26ecbcbedb3f2536f84730506ca0c18b96", + "prepared_review_unit_hash": "7258d997122636c24df91442c53041ca1419bd8d416e83637e6e70a27e798312", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -12294,210 +12285,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the issues span many unrelated areas (configs, imports, tokenizers, training, quantization, processor loading, etc.). The soft-pair matches are mostly title-level similarity and should be rejected.", - "confidence": 0.97, + "summary": "This cluster looks heterogeneous: most items are unrelated model-specific bugs, import failures, tokenizer issues, or backend regressions. I do not see any soft-edge pair that is clearly the same underlying defect/change, so I would keep the issues separate.", + "confidence": 0.92, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43824 has the strongest activity/inbound signal among the set and a clear user-facing failure, but it still does not explain the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "Both are model/training failures, but one is flash-attention-3 degenerate training and the other is a category cardinality RuntimeError; different bugs." + "reason": "Different failures: flash-attention training degeneration vs category-cardinality runtime error." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both involve loading-time crashes, but one is missing torchvision for AutoProcessor and the other is a mistral_common import break in Gemma 4 processing." + "reason": "Both are loading/import problems, but one is missing torchvision and the other is a mistral_common import regression." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Both touch training stack behavior, but one is wrong optimizer state placement with FSDP2/PEFT and the other is Liger Kernel not applied via model_init." + "reason": "Different code paths: optimizer state corruption in FSDP2/PEFT vs Liger Kernel not applied with model_init." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs a bug in testing_utils.py." + "reason": "Qwen3-MoE sliding_window bug is unrelated to a testing_utils bug." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; not the same underlying breakage." + "reason": "Both are import errors, but for different symbols and different packages." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Both are model-implementation discussions, but one is missing rms_norm_eps in MLA q_a_layernorm and the other is GLM-5 RoPE specifics." + "reason": "MLA norm epsilon precision bug is unrelated to GLM-5 RoPE behavior." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different model families and missing fields: qwen3next projections vs Qwen3_5MoeVisionConfig deepstack_visual_indexes." + "reason": "One is missing attention projections, the other is a config field being dropped by strict validation." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-name failures, but they concern different classes/functions and unrelated code paths." + "reason": "Different missing imports: layer_type_validation vs HybridCache." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model bugs: one is a v5/Qwen3-VL-Moe issue, the other is missing projections in qwen3next." + "reason": "Different Qwen variants and different symptoms; not the same fix." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer errors, but one is AddedToken duplicate kwargs and the other is TOKENIZER_MAPPING_NAMES returning None." + "reason": "Tokenizer construction error vs tokenizer mapping None; distinct root causes." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "One is a removed config API in v5, the other is an attention integration crash on s_aux=None; unrelated." + "reason": "Removed config API vs flash_attention AttributeError; unrelated." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Both mention auto/processor internals, but one is kwargs passthrough to cached_file and the other is docstring parsing with future annotations." + "reason": "AutoProcessor kwarg forwarding bug vs docstring/introspection crash with future annotations." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AutoProcessor loading crash vs tokenizer mapping None handling; different failure points and fixes." + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping None." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only network leakage is unrelated to UMT5Encoder missing embed_tokens.weight on load." + "reason": "local_files_only network leak vs missing embed token weights during UMT5Encoder loading." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Model weight-loading bug vs max_shard_size default question; not the same issue." + "reason": "Model weight-loading issue vs save_pretrained sharding-size question." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Importing a VL model class and missing torchvision during AutoProcessor loading are separate problems." + "reason": "Export/import failure for a model class vs processor loading crash due to missing torchvision." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed tie_embeddings API and quantization offloading behavior are unrelated." + "reason": "Config API removal is not the same as quantization offloading behavior." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder-type bug in v5 is not the same as the reproduced issue 38071." + "reason": "Wrong tokenizer decoder type and a separate reproduction issue are not the same bug." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both are model-specific inference/training bugs, but Nemotron Flash Attention 2 support and GPT2 attention scaling are distinct code paths." + "reason": "Unsupported FlashAttention for Nemotron is different from GPT2 attention scaling being ignored." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Translation-task messaging and Pipeline save_pretrained are unrelated pipeline issues." + "reason": "Error-message wording for translation tasks is unrelated to pipeline save_pretrained support." }, { "left": "issue:38617", "right": "issue:43097", "accept": false, - "reason": "Different regressions: missing import in configuration_utils vs removed tie_embeddings_and_encoder_decoder API." + "reason": "Different regressions: one missing import, one removed config attribute/API." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both involve warnings, but the bfloat16 compile warning and tie_word_embeddings warning are different behaviors." + "reason": "Compile warning on bfloat16 is unrelated to tie_word_embeddings warning." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Different model/runtime problems: a PyTorch precision warning vs Bamba torch.compile with SDPA failure." + "reason": "A warning about precision differs from a model correctness bug under torch.compile + SDPA." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading failure and gradient checkpointing in eval mode are unrelated." + "reason": "Offline cache loading and gradient-checkpointing-in-eval are unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized model saving and saving Pipeline objects are different save-path bugs." + "reason": "Saving dequantized models is a different problem from saving Pipeline objects." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Both mention training/model failures, but xLSTM small-model bugs and Bamba torch.compile SDPA are not the same defect." + "reason": "xLSTM training blockers are unrelated to Bamba compile/SDPA failure." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling ignored in GPT2 backends is unrelated to single-label classification num_labels=1 zero-loss behavior." + "reason": "Attention scaling backend bug is unrelated to zero-loss sequence classification." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Nemotron Flash Attention 2 support and Python version compatibility are unrelated issues." + "reason": "Model-specific attention support bug vs Python version compatibility issue." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to GPT2 attention scaling being ignored." + "reason": "Distributed optimizer-state corruption is unrelated to GPT2 attention scaling." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." + "reason": "xLSTM training issues do not match the BeitImageProcessorFast label reduction bug." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both are request/processor failures, but one is /v1/chat/completions acceptance and the other is batched chat template padding handling." + "reason": "Chat-completions request rejection and batched chat-template crash are different surfaces and likely different fixes." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions assignment and GPT2 attention scaling with SDPA/FlashAttention are different attention bugs." + "reason": "CLIPOutput attentions assignment regression is unrelated to GPT2 attention scaling." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and AppleSilicon caching_allocator_warmup TypeError are unrelated." + "reason": "Gemma3Config vocab_size AttributeError has nothing to do with Apple Silicon allocator warmup TypeError." } ] }, @@ -12604,136 +12595,136 @@ "issue:43867|issue:45375", "issue:36683|issue:43064" ], - "prepared_review_unit_hash": "9ccab79a6fb7c7c984930e88627b55fc4392d56bebad2a1175e8b0ea7357f97b", + "prepared_review_unit_hash": "a11efddf41576518676cffc600af291b88d81ffe14ba76df21819670472c5604", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36541, - "estimated_input_tokens": 9136, - "estimated_eval_tokens": 18528 + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes unrelated import errors, model/config regressions, save/load bugs, attention/compile issues, and chat-template/API problems. I do not see any PRs, and I would reject all listed soft edges as duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45278 is the closest umbrella for the import-error regression subset, but even that only loosely groups part of this set; overall the cluster is not a single duplicate family.", + "summary": "This cluster is mostly heterogeneous: many are distinct Transformers regressions around model configs, loading/saving, chat templates, and backend-specific behavior. Only one soft pair looks like a plausible duplicate; the rest are too symptom- or model-specific to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it captures the general import-regression theme better than the many model-specific bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest and most representative issue here because it summarizes a user-facing wave of import failures after upgrade, even though the rest of the cluster spans other unrelated bugs.", + "best_issue_reason": "45278 is the best representative issue for the cluster overall because it is the most general user-facing regression report among otherwise unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP/v5 regressions, but one is about missing attentions on CLIPOutput and the other about hidden_states on CLIPVisionModel; different code paths and outputs." + "reason": "Both are CLIP regressions, but one is about attentions and the other about hidden_states; different failure modes." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "One is a bf16 warning during compile, the other is a flex_attention compile failure on torch>=2.9; related area, but not the same bug." + "reason": "One is a bfloat16 precision warning during compile, the other is a flex_attention compile failure on newer torch." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat/completions request rejection is different from apply_chat_template crashing on tool-call assistant messages." + "reason": "Different code paths: chat-completions request validation vs apply_chat_template crashing on tool-call messages." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3-VL-Moe, but one is a loading regression and the other is fp8 inference support; different underlying problems." + "reason": "Same model family, but one is a v5 loading bug and the other is fp8 inference support; not the same bug." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages/modules." + "reason": "Both are import errors, but they reference different missing symbols from different packages." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "These are separate chat/API and video-position-ID issues; no shared concrete failure path." + "reason": "Unrelated issues: API request acceptance vs Qwen2.5-VL video position ids." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both concern loading failures, but one is a Qwen3VL-Moe model-loading breakage and the other is a state_dict-sorting load error." + "reason": "Qwen3-VL-Moe loading breakage and sorted-state_dict load error are different loading problems." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to local_files_only still allowing network requests." + "reason": "ImportError for a removed helper is unrelated to local_files_only still making network requests." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "RoPE layer-count mismatch in Smollm3 is unrelated to GLM-5 RoPE implementation discussion." + "reason": "Both mention RoPE, but they concern different models and different implementation defects." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and pipeline save_pretrained failure are different save paths and object types." + "reason": "Quantized model saving and Pipeline.save_pretrained are separate save-path issues." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mentioning return_all_scores has nothing to do with saving Pipeline objects." + "reason": "Docs mismatch for return_all_scores is unrelated to Pipeline serialization failure." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are save/load regressions, but one is generic state_dict ordering and the other is a Qwen3.5 save_pretrained corruption issue; too different to merge." + "reason": "Both involve checkpoints, but one is a load error from state_dict ordering and the other is a save_pretrained regression." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on SAM3 output are unrelated missing-attribute bugs." + "reason": "Different missing attributes on different model configs/outputs; not the same underlying bug." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support limitation for Nemotron is unrelated to GLM-5 GenerationConfig validation failure." + "reason": "Flash-Attention support limitation and invalid GenerationConfig are unrelated." }, { "left": "issue:44655", "right": "issue:45478", "accept": false, - "reason": "Pipeline save_pretrained issues are unrelated to Qwen3.5 from_pretrained loading errors." + "reason": "Pipeline saving and Qwen3.5 MoE loading errors are different lifecycle stages and different failures." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Tokenizer decoder-type regression and Qwen2.5-VL vision_position_ids bug are different components and failures." + "reason": "Tokenizer decoder type regression is unrelated to Qwen2.5-VL video position ids." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "PatchTSMixer post_init validation and GPT2 attention scaling under SDPA/FlashAttention are unrelated." + "reason": "Different subsystems: patchtsmixer post_init validation vs GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:43064", @@ -12745,104 +12736,101 @@ "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "A GlmMoeDsaIndexer torch.split detail is not the same as DeepseekV3MoE diverging from the remote implementation." + "reason": "torch.split behavior in an indexer and DeepSeekV3MoE divergence are different code paths." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "These are both Python-version compatibility complaints, but for different versions and symptoms; not one concrete bug." + "reason": "Both are Python-version compatibility reports, but for different versions and likely different root causes." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated." + "reason": "Gemma3 config attribute loss is unrelated to patchtsmixer post_init handling." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing configuration attributes on different model families." + "reason": "Both are missing config fields, but they affect different models and different attributes." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import failures, but for different modules and symbols." + "reason": "Both are import errors, but for different exports and different failure causes." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "Both touch attention/backends, but one is divergence due to compile branching and the other is ignored GPT2 scaling config; separate fixes." + "reason": "Different attention/backend issues; one is kernel divergence under compile, the other ignores scaling config under SDPA/FlashAttention." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 checkpoint corruption are unrelated." + "reason": "CLIP output regression and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Nemotron flash-attention support and D-FINE auxiliary-loss behavior are different model issues." + "reason": "Flash-Attention support limitation is unrelated to missing auxiliary losses when denoising is off." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 Moe from_pretrained errors are not the same bug." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "State_dict-sorting load failure and Qwen3_5MoeVisionConfig dropping a field are different Qwen3.5 regressions." + "reason": "Different models and different from_pretrained failures; not the same bug." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to load-balancing loss not being added when output_router_logits=False." + "reason": "Missing vocab_size on Gemma3Config is unrelated to load-balancing loss being skipped." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "A no_grad decoration request for cache update is unrelated to broad import errors after upgrade." + "reason": "Cache update no_grad decoration is unrelated to generic import errors after upgrade." }, { "left": "issue:36683", "right": "issue:43352", "accept": false, - "reason": "Gemma3Config missing vocab_size and Nemotron flash-attention support are unrelated." + "reason": "Missing config field on Gemma3Config and Flash-Attention support on Nemotron are unrelated." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Import-star cleanup/performance discussion is unrelated to intermittent slow transformers import behavior." + "accept": true, + "reason": "Both point to import-time slowdown; the generic 'import transformers takes long' report matches the import-* regression." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "These are both Qwen3.5-adjacent, but one is a state_dict-ordering load error and the other is a missing config field being dropped; different bugs." + "reason": "A sorted-state_dict loading error is unrelated to a missing config field in Qwen3_5MoeVisionConfig." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "A Gemma3 config attribute error is unrelated to FSDP2/PEFT optimizer-state corruption." + "reason": "Config attribute absence and distributed optimizer-state corruption are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The single accepted pair (41669/44246) is reasonably supported as an import-time slowdown regression, and the rest of the false verdicts do not overstate duplicate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12950,9 +12938,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -13296,256 +13284,256 @@ "issue:44704|issue:44908", "issue:44246|issue:44273" ], - "prepared_review_unit_hash": "785768ff8c4853c0c0e36022ecf82b0382d63c767991ee2314829699144b44fe", + "prepared_review_unit_hash": "b8641747c94b0e1aa22da41759ad88c1c4779c3855e086682d3e496d94596712", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 37, - "serialized_chars": 37439, - "estimated_input_tokens": 9360, - "estimated_eval_tokens": 18976 + "serialized_chars": 37441, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated or only share very broad v5/import/regression language. I do not see any safe duplicate pairs among the provided soft edges.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43576 is the broadest representative of the cluster\u2019s general v5 breakage/migration theme, but it is not a true duplicate anchor for the rest of the items.", + "summary": "This cluster is mostly a loose collection of Transformers issues around v5 compatibility, import/loading regressions, and model-specific bugs. They are thematically similar but generally not the same underlying defect.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 44556 is the clearest broad, user-facing regression: reloading checkpoints trained on v4.57 fails after upgrading to v5.2/v5.3. It best represents the cluster\u2019s recurring v5 loading/compatibility theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best single representative of the mixed set because it reflects the broadest user-facing regression theme; however, the cluster should likely be split, not merged.", + "best_issue_reason": "Issue 44556 is the most representative and broadly applicable problem in the set, with explicit version scope and concrete loading failure. It is a better cluster anchor than the more niche import/model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Different failures: Qwen3VL MoE loading vs reloading old v4.57 checkpoints on v5.2/v5.3." + "reason": "Both mention v5 loading breakage, but one is Qwen3VL MoE model loading and the other is generic checkpoint reload failure; no evidence they share the same code path." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only network leak vs unrelated generic issue; no shared code path." + "reason": "Local-files-only network leakage and a meaningless 'racoon' report are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Save-pretrained bug for FP8 MoE vs FP8 inference support request; related area but different changes." + "reason": "FP8 save_pretrained behavior and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different issues and likely different code paths." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed training vs tensor-parallel training bug; unrelated symptoms." + "reason": "MLflow reporting on failed training jobs is unrelated to a tensor-parallel training bug." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file import/runtime errors vs pipeline.save_pretrained missing files; different problems." + "reason": "Compiled Python file errors and Pipeline.save_pretrained failures are separate behaviors." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution issue vs PretrainedConfig type-checking regression; not the same bug." + "reason": "Compiled-file runtime errors and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs missing image-patch helper in GLM46V; different failure modes." + "reason": "FineGrainedFP8 accuracy issues and a missing image-patch helper in a processor are different bugs." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import vs broken `transformers env` command; different code paths." + "reason": "Missing huggingface_hub symbol import and the transformers env command failure are distinct symptoms." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression vs Llama 3.2 Vision model-loading break; not the same underlying defect." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are not the same defect." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer regression vs tensor-parallel training bug; unrelated." + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing removed pipeline() vs unrelated issue; no duplicate evidence." + "reason": "Documentation referencing removed pipeline APIs and the unrelated 'racoon' issue do not match." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command vs PretrainedConfig type-checking regression; different surfaces and fixes." + "reason": "Broken env command and PretrainedConfig type-checking are different failures." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command vs missing Qwen2.5-VL import; not the same bug." + "reason": "Env command breakage and Qwen2.5-VL import failure are separate import paths and symptoms." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache bug vs cache-strategy typo; one is functional, the other is a naming/documentation issue." + "reason": "Missing GenerationMixin cache in chunked prefill and a cache-strategy typo are not the same bug." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Missing `layer_type_validation` import vs broken env command; unrelated." + "reason": "An import error for layer_type_validation and a broken env command are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No clear overlap; the titles point to unrelated problems." + "reason": "'racoon' is not a meaningful bug report and Gemma-4 audio positional encoding is a model-specific bug." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward vs missing import error; different nature." + "reason": "Documentation confusion in forward args and an import error from configuration_utils are unrelated." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "Broken env command vs missing HybridCache import; similar version context but not the same bug." + "reason": "Broken env command and missing HybridCache import are different import-related failures, not the same issue." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated item; no duplicate signal." + "reason": "Scheduler kwargs handling and the unrelated 'racoon' issue do not match." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing symbols (`AutoImageProcessor` vs `PreTrainedModel`) with separate export paths." + "reason": "Missing AutoImageProcessor and missing PreTrainedModel are similar in category but not the same concrete bug." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion vs unrelated issue; not a duplicate." + "reason": "GLM-5 RoPE implementation discussion and the unrelated 'racoon' issue are not the same." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs pipeline docs mismatch; unrelated." + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training vs BeitImageProcessorFast `reduce_labels` bug; different components." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are different code paths." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Import export problem vs compiled-file runtime error; no shared underlying defect." + "reason": "Top-level import failure and compiled Python file errors are different failures." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading failure vs `sys.modules` access bug; different implementation issues." + "reason": "Lazy loading malfunction and unsafe sys.modules access are related in theme but not demonstrably the same bug." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA layernorm precision issue vs DSA indexer missing ReLU; unrelated." + "reason": "A precision issue in MLA q_a_layernorm and a DSA indexer ReLU absence are unrelated model/implementation problems." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading bug vs TensorFlow backend dependency issue; different causes." + "reason": "Lazy loading and a TensorFlow backend import error are different issues." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor save files vs generic bug report; no duplicate evidence." + "reason": "Processor.save_pretrained missing files and a generic bug report are not the same defect." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command vs checkpoint reload regression; both v5-related but different code paths." + "reason": "Both are v5 regressions, but one is the env command and the other is checkpoint reload after upgrading; not the same concrete bug." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Generic Qwen3-VL MoE bug vs missing tensor-parallel plan for Qwen3_5Moe; different concrete problems." + "reason": "General Qwen3-VL-Moe breakage and missing _tp_plan for tensor parallelism are different issues." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "2D bounding-box hallucination vs type-checking regression; unrelated." + "reason": "Qwen3-VL 2D bounding-box output problems and PretrainedConfig type checking are unrelated." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance regression vs chunked-prefill cache bug; different issues." + "reason": "Import-time performance from removing import * and a missing GenerationMixin cache in chunked prefill are different defects." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Reloading old checkpoints on v5.2/v5.3 vs remote-code checkpoints incompatible with meta init; similar theme, different bug." + "reason": "Generic checkpoint reload failure and InternVL2 remote-code/meta-init incompatibility are different loading problems." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings deprecation/docs issue vs cache-strategy typo; unrelated." + "reason": "TF32 API-setting guidance and a cache-strategy typo are unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Flaky integration tests vs scheduler kwargs bug; different areas." + "reason": "Test flakiness from missing set_seed and scheduler kwargs handling are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding bug vs scheduler kwargs bug; not the same code path." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs handling are different APIs and bugs." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import latency vs lazy loading correctness bug; different symptoms and fixes." + "reason": "Import performance variability and lazy loading correctness are not the same underlying issue." } ] }, @@ -13564,8 +13552,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -13671,9 +13659,9 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 48, @@ -14017,88 +14005,88 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "019266cb1398dcd26ec0f0e6cad11d970fbaac3d6619a750885b07982d64fe94", + "prepared_review_unit_hash": "1d667f37a6cbb46452086f049dfcd5c154548ed500b8294b856acdc5ff33eb1c", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717802, - "estimated_input_tokens": 179451, - "estimated_eval_tokens": 359158 + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 9, - "serialized_chars": 9475, - "estimated_input_tokens": 2369, - "estimated_eval_tokens": 4994 + "serialized_chars": 9477, + "estimated_input_tokens": 2370, + "estimated_eval_tokens": 4996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated areas like MLflow reporting, checkpoint/tokenizer loading, tensor parallelism, imports, audio batching, config attributes, FP8 inference, processor saving, and tied-weight handling. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the cluster does not represent one duplicate problem; the items are largely unrelated.", + "summary": "This cluster is noisy and heterogeneous: most items are distinct loading/configuration/runtime bugs that only share broad vocabulary like from_pretrained, loading, or config attributes. There is no clear duplicate PR set here.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45310 is the clearest, most concrete representative of the shared loading/regression theme: it has a specific error, version boundary, and model target. The other issues are largely different subsystems or failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative for the cluster, since the topics split across separate code paths and failure modes.", + "best_issue_reason": "45310 is the best anchor for the cluster because it is specific enough to identify a concrete bug while still being close to the most common overlapping keywords in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Different failures: missing pad_token_id on Llama4Config vs tied-weight key handling crashing on a list." + "reason": "Both are AttributeError reports, but they hit different code paths: Llama4Config missing pad_token_id vs _tied_weights_keys handling in weight-key extraction." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to _get_tied_weight_keys list handling." + "reason": "StableLmConfig pad_token_idx missing after a 5.0 update is unrelated to the tied-weights list crash." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." + "reason": "Slow checkpoint loading in from_pretrained is a performance issue, while layer_type_validation import failure is an import/API regression." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen models is a different request from processor.save_pretrained missing files." + "reason": "FP8 inference support for Qwen models is unrelated to processor.save_pretrained omitting files." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance and tensor parallel training bugs are different code paths and symptoms." + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different failure modes in different flows." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-status reporting after failed training is unrelated to slow checkpoint loading." + "reason": "MLFlow reporting after training failure is a job-status integration issue, not a from_pretrained loading problem." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen models, but one is FP8 support and the other is a from_pretrained regression; not the same bug." + "reason": "Both mention Qwen3.5/MoE, but one is FP8 support while the other is a from_pretrained error in a specific transformers version; not the same bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Tokenizer loading regression and slow checkpoint loading are both load-related but not the same underlying issue." + "reason": "Tokenizer loading regression and slow checkpoint loading are related only at a very broad loading level, not the same underlying defect." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and Qwen FP8 inference support are distinct feature gaps." + "reason": "Continuous batching not supporting audio models is a different capability gap than FP8 support for Qwen models." } ] }, @@ -15209,142 +15197,142 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "438c60c3516b3276351df4f56ecb858f5c70be156365a9f9a3ceb9ebbabe677a", + "prepared_review_unit_hash": "d399d7cbbb632603526c2d498c70b7ced18a4ccb68989ab9671d81702389524d", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 32977, - "estimated_input_tokens": 8245, - "estimated_eval_tokens": 16746 + "serialized_chars": 32982, + "estimated_input_tokens": 8246, + "estimated_eval_tokens": 16748 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 32977, - "estimated_input_tokens": 8245, - "estimated_eval_tokens": 16746 + "serialized_chars": 32982, + "estimated_input_tokens": 8246, + "estimated_eval_tokens": 16748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs from different subsystems. The only clear duplicate/overlap is the pair of fixed_cross_entropy changes (#43251 and #43254), which both patch the same loss utility to forward cross-entropy kwargs for the same issue.", - "confidence": 0.92, + "summary": "Only one soft-edge pair looks like a true duplicate: the two `fixed_cross_entropy` PRs that both address the same loss-function kwargs bug. The rest are false positives across unrelated model additions, tests, docs, or refactors.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR because it directly fixes the concrete loss-utils bug, has the explicit issue target, and is the more complete/intentional version of the overlapping cross-entropy kwargs patch.", + "canonical_pr_reason": "PR 43251 is the better canonical choice: it directly references issue 43240, patches `fixed_cross_entropy` in the intended way, and its scope is a bit clearer/more complete than 43254.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest global representative: it addresses a specific, well-scoped bug in fixed_cross_entropy and is the only PR here with a clear linked issue.", + "best_pr_reason": "PR 43251 is the strongest representative of the duplicate pair because it most clearly expresses the underlying bug fix and aligns to the tracked issue.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: adding VideoPrism support/docs vs adding an Executorch dynamic-shapes test. No shared code path or underlying bug." + "reason": "Unrelated PRs: a VideoPrism model add vs an Executorch export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer missing methods for MistralCommon vs adding the MobileLLM model. Unrelated model/tooling work." + "reason": "Tokenizer-method fix vs a new MobileLLM model; different codepaths and goals." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions vs Executorch export testing. Different components and failure modes." + "reason": "Tokenizer-method additions are unrelated to Executorch dynamic-shape export tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs introducing a new model implementation. Same broad area only at the highest level, but not the same change." + "reason": "Processor-pretrained robustness changes do not match a MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility kwargs fix vs new MobileLLM model code. Completely different code paths." + "reason": "Loss-function kwargs fix is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs fix vs Mistral4 test/model changes. Not the same bug or change." + "reason": "Same broad repo area, but a cross-entropy utility fix is not the same change as Mistral4 model/test work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shapes test vs Mistral4 tests/MIx fix work. Similar in being tests, but not the same underlying issue." + "reason": "Executorch export tests and Mistral4 test/model fixes are different concrete changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch exportability test vs MobileLLM model addition. No common code path." + "reason": "Dynamic export testing is unrelated to adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model vs Falcon output-collection refactor. Different model families and changes." + "reason": "New MobileLLM model vs Falcon refactor; no shared underlying bug/change." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "MobileLLM addition vs Mistral4 test fixes. Unrelated." + "reason": "Model addition and Mistral4 test/model fixes are not the same PR-worthy change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs a model-creation skill/meta PR. The shared modeling automation theme is too broad; not the same concrete change." + "reason": "Falcon refactor is unrelated to the model-creation skill draft." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor vs Mistral4 tests. Different models and objectives." + "reason": "Falcon output-interface refactor and Mistral4 test fixes are distinct changes." }, { "left": "pull_request:44827", "right": "pull_request:45587", "accept": false, - "reason": "Mistral4 test fixes vs docs for continuous batching memory management. Same repo area only superficially." + "reason": "Mistral4 fix work is unrelated to documentation for continuous batching memory management." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs layrnorm->layernorm renaming across CLIP-like models. Different subsystems and bug classes." + "reason": "Different concrete bugs: Mistral4 tests/modeling vs a `layrnorm` spelling rename across CLIP-like models." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes vs a large model-creation skill/meta PR. Shared filename alone is not enough to indicate the same underlying change." + "reason": "Only a shared auto/modeling file path appears; the actual changes are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill/meta content. Not the same bug or change." + "reason": "A new model addition is not the same as the model-creation skill draft, despite thematic overlap." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch the same fixed_cross_entropy code path to forward cross_entropy kwargs for issue #43240, and they are plausible alternatives for one merged fix." + "reason": "Both PRs modify `fixed_cross_entropy` for the same underlying issue (43240) and are effectively duplicate implementations of the same bug fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: it correctly identifies that most PRs are unrelated and that #43251/#43254 are the only clear overlap, supported by the shared file and issue target #43240. The soft-edge verdicts are conservative and the one accepted pair is plausibly mergeable into a single fix for the same bug." + "feedback": "The duplicate verdict on 43251/43254 is grounded in the packet: both touch `src/transformers/loss/loss_utils.py`, share issue target 43240, and are mergeable as the same bugfix. The remaining rejects are conservative and match the shown diffs and file sets." }, "evaluator_used": true, "retried": false, @@ -15371,7 +15359,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "e3607e646daaad2f8537b7a6ca5e1ec5c80ac75e2087eb9619d5268b600f30d5", + "prepared_review_unit_hash": "0d17e90193ccb10a23d1026776e76944fa5d527ded8ac704d6e6ca6319087e32", "component_budget": { "node_count": 2, "item_count": 2, @@ -15393,18 +15381,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice, but they are not the same change: one is the core VibeVoice implementation, the other is a later draft for VibeVoice Realtime with additional tokenizer and generation work. They overlap in shared model files, but the scope and code path differ enough that this is not a duplicate PR pair.", - "confidence": 0.91, + "summary": "Two related VibeVoice PRs, but they are not duplicates: the first adds baseline VibeVoice support, while the second adds a separate realtime/tokenizer expansion on top of it.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the earlier, broader core VibeVoice implementation and is the more complete non-draft feature landing.", + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: #40546 is the initial VibeVoice integration, while #42781 is a distinct realtime-oriented extension with additional tokenizer and generation changes.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best representative for the cluster since it covers the main VibeVoice integration, while #42781 is a narrower realtime follow-up rather than the same underlying change.", + "best_pr_reason": "#42781 is the best representative for current VibeVoice work because it subsumes the base integration and adds the broader realtime/tokenizer path, but it should still remain separate from #40546.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Do not merge: #40546 implements core VibeVoice, while #42781 targets VibeVoice Realtime and adds extra tokenizer/generation changes. They share subsystem files but are distinct features and not the same concrete fix/change." + "reason": "Related VibeVoice work, but not the same concrete change: #40546 introduces core VibeVoice support, whereas #42781 adds realtime support plus acoustic tokenizer and generation updates. They overlap on shared model scaffolding, but they would not plausibly be merged as one duplicate PR." } ] }, @@ -15434,12 +15422,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "6dcc8573090e360cb41b2c3839ba4fb9614b01deaa7ca8480b15ff64828f4dae", + "prepared_review_unit_hash": "933bd9e1170bb50d06d485e510a1832657591d8467b47b6b160a1a149bdf63ec", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15447,7 +15435,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15456,18 +15444,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They do not appear to fix the same bug or implement the same change.", + "summary": "The two pull requests are unrelated: one adds TimesFM forecasting with covariates, while the other adds DINOv3 image-classification support. They touch different models, code paths, and feature areas, so they should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 41224 is the more focused and self-contained change, with a single model feature addition and clear implementation/tests. PR 40755 is broader and more doc-heavy, but neither is a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 41224 is the stronger representative because it targets one concrete capability addition with a narrower scope and clearer code path than PR 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families, different tasks, and different code paths/files. One is for TimesFM time-series covariates; the other is for DINOv3 image classification. They should not be merged as duplicates." + "reason": "Different models and features: TimesFM covariate forecasting vs DINOv3 image classification. No shared underlying bug or mergeable change." } ] }, @@ -15486,8 +15474,8 @@ "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-41356-2", "nodes": [ @@ -15563,7 +15551,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "8a1b2a9505158fd1a1c0fb02b6f54a328d8f6a04b7310aa0c4b3ae0663498cef", + "prepared_review_unit_hash": "297bd10318966b72c887d551782c44b8dee218e5ba7c3243b0b3bf054839a033", "component_budget": { "node_count": 2, "item_count": 2, @@ -15585,18 +15573,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs for different architectures (DeepSeek OCR vs Isaac). They share integration scaffolding, but they do not fix the same code-path problem and should not be deduplicated.", - "confidence": 0.97, + "summary": "Both items are separate model-integration PRs (DeepSeek OCR vs Isaac). They overlap on Transformers boilerplate and auto-registry files, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for deduplication: the PRs implement different model integrations with distinct configs, model classes, processors, and tests.", + "canonical_pr_reason": "PR 41797 is the better cluster representative: it is a substantial, well-reviewed model-addition PR with broad integration work and explicit DeepSeek OCR docs/tests/code.", "best_issue_reason": null, - "best_pr_reason": "PR #41797 is a slightly better representative of the cluster only because it is earlier and more reviewed, but it is not a duplicate of #45186.", + "best_pr_reason": "PR 41797 is the strongest representative for the cluster because it has more review activity and a fuller, established integration surface. It is not a duplicate of the Isaac PR, though.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac). Overlap in autogenerated registration/docs files is expected for new model support and does not indicate the same underlying change." + "reason": "Different model additions targeting different codepaths and assets (DeepSeek OCR vs Isaac). Shared auto-registration and docs scaffolding is expected for new model PRs and is not enough to treat them as the same change." } ] }, @@ -15626,12 +15614,12 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "4be31b4ff015396b22af5bb599b0dd5ca168f1f70b3ba8cdd97e9f28417b5a18", + "prepared_review_unit_hash": "38b0c9137e55c4f4c4fbda8c693c9254e1faa5ef46dcdb929bb5391b0f2711b7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5406, + "serialized_chars": 5407, "estimated_input_tokens": 1352, "estimated_eval_tokens": 2960 }, @@ -15639,7 +15627,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5406, + "serialized_chars": 5407, "estimated_input_tokens": 1352, "estimated_eval_tokens": 2960 }, @@ -15648,18 +15636,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated model additions: one adds InternVLFlash, including docs and model files, while the other adds AXK1 with different config/model code. The overlap in auto-registration files is generic framework plumbing, not evidence of the same underlying change.", - "confidence": 0.95, + "summary": "These two pull requests are not duplicates: one adds the InternVL Flash model, while the other adds AXK1. They only share generic auto-registration files and broad model-integration scaffolding.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the requests add different models and different code paths, so they are not the same change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, the InternVL Flash PR is more mature, but it is not a canonical match for the AXK1 PR.", "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Different model families and code paths; shared auto/import registry edits are incidental and not enough to treat these as the same change." + "reason": "Different model integrations (InternVL Flash vs AXK1); shared auto-registration files are incidental and not enough to treat them as the same underlying change." } ] }, @@ -15696,70 +15684,70 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "2329be3e035e35ae89e29f64794382ed2a312ec297619df91d276146afe09fab", + "prepared_review_unit_hash": "7d0b3bec39ffec1ab86ebee767a935d687611e8b5f0a154e0584becfe4c7f914", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10170, - "estimated_input_tokens": 2543, - "estimated_eval_tokens": 5342 + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10170, - "estimated_input_tokens": 2543, - "estimated_eval_tokens": 5342 + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are distinct: one fixes Whisper return_language plumbing, one adjusts Whisper tokenizer/tests, one is test-only noise across CLIP/ViT, and one is a broader FP8 dequant/loading fix. They should not be clustered as duplicates.", - "confidence": 0.96, + "summary": "These are four mostly unrelated PRs that only share broad superficial similarity (Whisper/tests/bugfix wording). None appear to fix the same concrete code-path problem.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42227 is the clearest standalone fix: it targets a specific reported issue, changes the ASR Whisper pipeline code path, and includes corresponding tests. The others are either test-only, obviously synthetic, or a separate FP8 dequantization change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 42227 is the strongest representative PR in this set because it has an explicit issue target and a concrete runtime bug fix, unlike the others which are either test noise or unrelated model-loading/quantization work.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both are Whisper-related, but 42227 fixes return_language propagation in the ASR pipeline while 43291 is a tokenizer/test refactor around timestamp decoding. Different code paths and changes." + "reason": "Both mention Whisper, but 42227 fixes ASR pipeline return_language handling while 43291 is a tokenizer/test-focused change with a different code path. Not the same underlying bug." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "42227 is a real Whisper pipeline bug fix; 43665 is unrelated test-file edits for CLIP and ViT. Not the same underlying change." + "reason": "42227 is a real Whisper pipeline bug fix; 43665 is clearly synthetic test churn across CLIP/ViT and unrelated to Whisper. No shared underlying change." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "42227 targets Whisper ASR return_language handling; 44815 is a dequantization/FP8 loading change across different modules. Different bugs." + "reason": "Whisper ASR runtime fix vs. FP8 dequant/model-loading changes. Different subsystem and problem class; cannot be merged as one PR." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "43291 touches Whisper tokenizer behavior; 43665 only changes model tests. No shared underlying bug or fix." + "reason": "Tokenization/Whisper test work versus unrelated synthetic model tests. Same broad 'tests' theme only, not the same bug or fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test work versus FP8 dequant/loading work are unrelated." + "reason": "Whisper tokenizer changes are unrelated to FP8 dequantization and core model loading. No concrete overlap in bug or patch." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 is test-only noise; 44815 is a substantive FP8/dequant fix. Not mergeable as one PR." + "reason": "Synthetic test edits for CLIP/ViT do not match the FP8 dequantization fix. Superficial similarity only." } ] }, @@ -15789,12 +15777,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "2caf4d9a0c156408eadee1612a09145a8f2092b06ed094ab143b15cdd42cba65", + "prepared_review_unit_hash": "66a31c178c9927c994d5bd9567e6d2c9c2ff039328e9656b702efe341738b3e0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15802,7 +15790,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15811,18 +15799,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both GitHub Actions dependency-update PRs, but they target different upgrades and are not the same change: one is a Node 24 compatibility sweep across many workflows, the other is a separate latest-version bump focused on Docker-related actions and a few workflow actions.", - "confidence": 0.95, + "summary": "Two separate GitHub Actions maintenance PRs: one upgrades checkout/cache/upload-artifact for Node 24 compatibility, the other bumps docker/build-push-action and related workflow actions. They overlap in CI workflows but are not the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs overlap in maintenance scope, but they update different action families and do not fix the same concrete problem.", + "canonical_pr_reason": "PR 42975 is the more representative cluster member: it has the clearer objective (Node 24 compatibility) and covers a broader set of workflow action version bumps.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the broader umbrella for workflow action compatibility work, but it should not be treated as a duplicate of 42976.", + "best_pr_reason": "PR 42975 is the best single representative because it spans more workflows and has the more specific maintenance goal, while PR 42976 is a narrower action-version refresh focused mainly on docker build actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are workflow dependency bumps, but 42975 is specifically about Node 24 compatibility while 42976 updates docker/build-push-action and other actions to newer versions. They are related maintenance, not the same underlying change." + "reason": "They both update GitHub Actions versions, but they target different actions and code paths: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and a different workflow set. They are related maintenance PRs, not the same change." } ] }, @@ -15859,7 +15847,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "3cd72cdf5d51648745404439cffd2e785fb8dda0201afbfacc9a1cf6f3ff1a47", + "prepared_review_unit_hash": "d1ba57863d4a90820d1c1fb527d0e75616a977b500b7e8ae544e2c936a6425ea", "component_budget": { "node_count": 4, "item_count": 4, @@ -15881,48 +15869,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM). They share template-like registry/docs changes, but each introduces a different model family and codepath, so they are not duplicates.", - "confidence": 0.97, + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM). They share boilerplate registration/docs edits, but they do not fix the same code-path problem or implement the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR introduces a different model and distinct implementation, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a canonical duplicate target here; the closest-to-central PR is still just one of several unrelated model additions, so none should be merged or treated as the representative duplicate.", + "best_pr_reason": "PR 43451 is the most substantial standalone addition in the set, with the broadest implementation and review activity, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families and implementations: ViT NEPA vs Molmo. Shared docs/auto-registry edits are just boilerplate for adding new models, not the same bug or change." + "reason": "ViT NEPA vs Molmo: different models with different architectures and files; overlap is only shared Transformers boilerplate and docs registration." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are distinct model additions with different architectures, files, and tests; overlap is only in generic Transformers registry/documentation plumbing." + "reason": "ViT NEPA vs Molmo2: distinct model additions and code paths; shared auto/docs changes are generic model-registration work." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model introductions. The common files are standard integration surfaces, not evidence of one underlying change." + "reason": "ViT NEPA vs CTSM: unrelated model implementations; similarity is limited to repository plumbing and documentation updates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related in naming but still separate model families with different model code, processors, and tests; this looks like two independent additions rather than one fix/change." + "reason": "Molmo vs Molmo2 are related by name, but these PRs add different model families with different processors/image handling and cannot be merged as one fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM target different domains and codepaths. Similarity comes from shared auto-registration and docs updates, which is too broad to merge as duplicates." + "reason": "Molmo vs CTSM: separate model additions with no shared bug or concrete code-path fix beyond generic auto-registration." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model integrations. Shared filenames are generic Transformers scaffolding, not the same concrete feature or bug fix." + "reason": "Molmo2 vs CTSM: different model codebases and integration points; shared files are boilerplate, not evidence of the same underlying change." } ] }, @@ -15955,52 +15943,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "6cde12e489b020b4ae331473be16ec40cf0ed8fd2d0dd8dcf9f91b673084e930", + "prepared_review_unit_hash": "c1bffcea560500fc5b67a50cb217e40640ff07b82e15b872ed889e9a6baa5bed", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated synthetic/bot PRs: one tweaks packaging/version metadata, one changes CI/workflow and testing utilities, and one adds a PR CI caller workflow. The only overlap is a shared Vit test file, which looks incidental rather than the same underlying change.", - "confidence": 0.96, + "summary": "Three open PRs that all look like synthetic/test or CI-related changes, but they do not appear to be the same underlying fix. The shared Vit test file is incidental and not enough to merge any pair.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45476 is the clearest self-contained change: it introduces a new PR CI workflow caller and the extra edits are clearly ancillary/test noise. The other PRs are broader synthetic diffs with less coherent change intent.", + "canonical_pr_reason": "PR 43532 is the most substantial and central workflow/testing change in the set, touching multiple CI workflow files and helper code; it is the best representative if one item must anchor the cluster.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45476 is the best representative of the cluster because its primary purpose is explicit and concrete (call a CI workflow), whereas the other PRs mix unrelated repository-bot/testing changes and look more like placeholders.", + "best_pr_reason": "PR 43532 is the best global representative because it has the broadest coherent change surface and the clearest CI/workflow purpose compared with the other two, which look more like isolated test stubs or harness calls.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different change intents: 43488 updates setup/version/deps, while 43532 rewrites CI/comment workflows and testing utilities. Shared Vit test filename is incidental." + "reason": "Different changes: 43488 is a setup/version/dependency tweak with a Vit test edit, while 43532 rewires comment-driven CI workflows and notification/testing helpers. Shared test filename is too broad to indicate the same code-path fix." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "Not the same bug/change: 43488 is packaging/version metadata plus a dep tweak, while 45476 adds a PR CI workflow and related unrelated edits." + "reason": "43488 targets packaging/dependency metadata; 45476 adds a PR CI caller workflow and unrelated tokenization/test placeholder edits. These are not the same underlying bug or mergeable fix." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch workflow/test areas, but they fix different concrete paths: 43532 is about self-comment/self-scheduled/slack/testing utilities, while 45476 is about introducing a PR CI caller workflow. Not mergeable as one PR." + "reason": "Both touch CI/test areas, but the concrete changes differ: 43532 modifies self-comment/self-scheduled/slack-report workflows and utilities, while 45476 adds a PR CI caller workflow plus unrelated tokenization/test stubs. Not the same fix." } ] }, @@ -16030,12 +16018,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "b04ef1c9ad504bf67f435913f803742afeeea01e941896a4f49c15e58c09f7ff", + "prepared_review_unit_hash": "cd6c394a2761b3f4c477812207fa38cf16671bfa871ddf16092bae8b32965821", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16043,7 +16031,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16052,18 +16040,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add new but distinct segmentation pipelines and related docs/tests. They share repository plumbing and documentation files, but they target different concrete features: promptable concept segmentation vs promptable visual segmentation. Not a duplicate pair.", - "confidence": 0.93, + "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline scaffolding, but they target different model families and concrete code paths, so they should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader and more established-seeming segmentation feature, with support across multiple model families and a fuller pipeline surface, so it is the better canonical representative of the cluster.", + "canonical_pr_reason": "pull_request:43613 is the broader, more implementation-heavy PR and is a better cluster representative, but it still addresses a different feature than pull_request:43612.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger global representative because it covers a larger concrete code path and a wider set of model integrations, whereas #43612 is a separate narrower feature.", + "best_pr_reason": "pull_request:43613 is the most substantial and general representative of the promptable segmentation work in this cluster, with more model integrations and tests.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They are different features with different targets and code paths: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding is not enough to treat them as the same underlying change." + "reason": "Both are promptable segmentation pipelines, but they implement different features: concept segmentation vs visual segmentation. Shared docs and pipeline infrastructure are not enough to treat them as the same underlying change." } ] }, @@ -16093,7 +16081,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "e79c0ce376d809ecf38df6540677d74a4af5a62b75bed9b87081c21e564b32ae", + "prepared_review_unit_hash": "6aea566a9b6741cf95c11e383c39078ce1591d6fe2627f6c67b4b434f2223547", "component_budget": { "node_count": 2, "item_count": 2, @@ -16115,18 +16103,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are independent Trainer extensibility changes in the same file, but they affect different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They should not be merged as duplicates.", - "confidence": 0.93, + "summary": "Both PRs touch `trainer.py`, but they address different extensibility points: one changes gradient-accumulation loss scaling, the other extracts signature-column inspection for column filtering. They are related to `Trainer`, not the same underlying fix.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR from a duplicate perspective; if one must be chosen, 43651 is the more behavior-centric change, but it does not subsume 43663.", + "canonical_pr_reason": "PR 43651 is the more concrete bug-fix style change: it modifies the training-step loss-scaling path and adds a new control hook for custom trainers. PR 43663 is an internal refactor/extraction around signature inspection rather than the primary behavioral fix.", "best_issue_reason": null, - "best_pr_reason": "43651 is slightly more central as it changes training-step loss scaling behavior and adds a Trainer hook, but the cluster does not contain true duplicate PRs.", + "best_pr_reason": "PR 43651 is the stronger representative for this cluster because it introduces a specific behavioral change with clear user impact, whereas PR 43663 is a narrower helper-method extraction for column filtering customization.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file and similar customization theme, but they modify unrelated Trainer mechanisms: one changes gradient accumulation loss normalization, the other refactors signature-column inspection. They are not the same underlying bug or change." + "reason": "Same file and nearby trainer logic, but different code paths and goals: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same concrete bug/change and would not plausibly merge as one PR." } ] }, @@ -16158,55 +16146,55 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "09d6b862af69ac20ab189f39e57336749d6ada20e96b0252f7563e45e4ad6627", + "prepared_review_unit_hash": "57c123ad64dcbb1862dd9982369ee86542e9ee8c13bc0cbb9a51278f30f8685d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "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": "PR `43842` is the best representative of the cluster: it makes the most direct, minimal fix for the `TypeAdapter` NameError in `src/transformers/cli/serve.py`. PR `43836` looks related and plausibly mergeable with `43842` because it targets the same file and the same issue target, but `43656` is too weakly supported and points at a different issue target, so I would not cluster it as the same fix from this packet alone.", + "summary": "These are three open PRs in the same CLI/serve.py area, but only one pair looks like the same concrete fix: the two TypeAdapter NameError patches. The third PR appears to be a broader annotation cleanup and not clearly the same change.", "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR `43842` is the cleanest canonical PR because it directly addresses the `TypeAdapter` NameError with a small, targeted change in `serve.py`, without the broader refactor noise present in `43836`.", + "canonical_pr_reason": "PR 43842 is the cleanest and most targeted fix: it explicitly addresses the TypeAdapter NameError, keeps the import under TYPE_CHECKING, and only changes the annotation that triggers the runtime issue.", "best_issue_reason": null, - "best_pr_reason": "PR `43842` is the best overall representative: it most precisely fixes the concrete runtime typing bug in the CLI server path with the smallest change set.", + "best_pr_reason": "PR 43842 is the best representative of the cluster because it is the most focused on the actual failure mode and is easier to merge as a single bug fix than the broader annotation-oriented PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "The overlap is only soft similarity in the same file; `43656` also targets a different issue (`43576` vs `43824`), so the packet does not support treating it as the same underlying bugfix." + "reason": "Both touch serve.py and mention TypeAdapter, but 43656 looks like a broader typing/future-annotations cleanup tied to a different issue target, while 43842 is specifically about the pydantic/TypeAdapter NameError path. Not clearly the same concrete change." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs address the same CLI `serve.py` `TypeAdapter` NameError path and share the same explicit issue target (`43824`), so they look like alternate/overlapping fixes for the same concrete problem." + "reason": "These appear to fix the same underlying serve.py TypeAdapter NameError by making the annotation non-runtime-evaluated. The patches are narrowly overlapping and could plausibly be merged into one PR." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The clustering is a bit too strong for the evidence. PRs 43836 and 43842 do look related and plausibly mergeable, but 43656 only has soft-similarity evidence and a different explicit issue target (43576 vs 43824). From the packet alone, I can\u2019t confidently say all three are the same TypeAdapter bugfix or that 43656 is an alternate fix for the same NameError." + "accept": true, + "feedback": "The summary is grounded in the packet: PR 43842 is indeed the most targeted TypeAdapter NameError fix, while 43656 is a broader serve.py typing cleanup with a different issue target. The soft-edge calls are conservative overall, and the 43836\u219443842 pair is reasonably treated as mergeable into one bugfix even though 43836 is broader." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16296,12 +16284,12 @@ "soft_pairs": [ "pull_request:43973|pull_request:45283" ], - "prepared_review_unit_hash": "3b0807d7138c8b477c6f7b7401344582b100a56fb1abf75608229423e770e767", + "prepared_review_unit_hash": "98b5b3cca7d773221e04eda954bca2a984f6c4b61e23fcb5966a8232562ffc2b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5195, + "serialized_chars": 5194, "estimated_input_tokens": 1299, "estimated_eval_tokens": 2854 }, @@ -16309,7 +16297,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5195, + "serialized_chars": 5194, "estimated_input_tokens": 1299, "estimated_eval_tokens": 2854 }, @@ -16318,18 +16306,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds a new LFM2.5 audio model/documentation/test suite, while the other adds Qwen3.5 GGUF loading support via integration mappings. They do not appear to fix the same bug or implement the same change.", + "summary": "The two PRs are unrelated: one adds a new Lfm2Audio model and docs, while the other adds Qwen3.5 GGUF loading support. They do not fix the same bug or implement the same change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45283 is the more focused, self-contained code-path change; PR 43973 is a broad new-model addition with docs/tests and targets a different subsystem.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a strong cluster representative because the items target different subsystems and different goals (new audio model support vs GGUF loader support).", + "best_pr_reason": "PR 45283 is the best representative of the cluster because it is narrowly scoped and directly about loader support, whereas PR 43973 is a separate feature introduction.", "soft_edge_verdicts": [ { "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "Different features and code paths: LFM2.5 audio model/docs/tests versus Qwen3.5 GGUF mapping changes. They are not the same underlying change and would not plausibly be merged into one PR." + "reason": "Different artifacts and code paths: Lfm2Audio model/docs addition vs Qwen3.5 GGUF loading mappings. They are not plausibly mergeable into one PR as the same underlying change." } ] }, @@ -16414,8 +16402,8 @@ "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", - "pull_request:44017|pull_request:44073", "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", @@ -16456,7 +16444,7 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "cb7d8a9ba79c8029e00e12982ecc7bbc055ed3e53db02718d87ec71320dafc74", + "prepared_review_unit_hash": "f4496f07e5bdc1f2770bd8ae5463aaffb0b56bb0bc40fd974a00422e39ab57fe", "component_budget": { "node_count": 28, "item_count": 28, @@ -16478,240 +16466,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely a set of model-specific PRs to standardize output tracing around issue #43979. Most pairs are only thematically similar across different architectures and should stay separate; a few GPT-J/GPT-Neo pairs are true duplicates or supersets of the same code-path change.", - "confidence": 0.93, - "canonical_issue_reason": "No standalone issue artifact is present in the item list; everything points to the shared tracking issue #43979, so there is no issue node to choose as canonical.", - "canonical_pr_reason": "PR 44722 is the best representative for the GPT-J/CodeGen side: it is the latest, touches the same concrete files as the earlier GPT-J PRs, and looks like a consolidation of the same standardized output-tracing refactor.", + "summary": "This cluster is mostly a set of model-specific refactors to standardized output tracing / capture_outputs patterns. A few GPT-J and GPT-Neo PRs overlap on the same concrete code paths and look like true duplicates; the rest are separate model migrations and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best representative: it targets the umbrella output-tracing refactor issue, touches the core GPT-J path, and includes the related CodeGen copy in the same change family.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest canonical PR candidate in this set because it most clearly subsumes the GPT-J/CodeGen output-tracing refactor and is the most complete/latest version of that exact change.", + "best_pr_reason": "PR 44066 is the strongest canonical PR for the cluster because it is a concrete, issue-linked implementation of the standardized output-tracing refactor and is broad enough to represent the duplicated GPT-J/CodeGen work without being a docs/tests-only change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella refactor theme, but not the same code-path." + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same umbrella refactor theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet versus DeBERTa are unrelated implementations; shared issue target alone is not enough." + "reason": "Different architectures and unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file, and the CodeGen/GPT-J PR can plausibly subsume the GPT-J-only one." + "reason": "Both are GPT-J output-tracing refactors on the same file and same underlying code path; 44066 also includes the same family of changes in CodeGen." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet/RT-DETR-resnet versus EfficientNet: same pattern, different concrete models and code paths." + "reason": "RegNet and EfficientNet are separate model implementations; no shared concrete bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet versus GPT-J/CodeGen are unrelated code paths; only the generic refactor theme matches." + "reason": "EfficientNet vs GPT-J are unrelated model migrations." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet are different model implementations; not a duplicate change." + "reason": "GPT-J/CodeGen output tracing vs EfficientNet output tracing are different model-specific changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model paths despite both using the same output-tracing pattern." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR are different concrete subsystems and not the same fix." + "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; same broad pattern, different code." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT are different model families; shared output-tracing refactor only." + "reason": "GPT-J/CodeGen and MPT are separate implementations; not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/files and look like overlapping implementations of the same change." + "reason": "Both are GPT-Neo output-tracing refactors on the same file and same underlying model behavior." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo are distinct model paths; same general goal only." + "reason": "GPT-J/CodeGen and GPT-Neo are different concrete model paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different code paths, so this is not a duplicate bug/change." + "reason": "GPT-Neo vs GPT-J/CodeGen; same refactor style but not the same bug/change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen are unrelated implementations; too broad to merge as duplicates." + "reason": "ResNet and GPT-J are unrelated model refactors." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model-specific changes, not the same fix." + "reason": "MGP-STR and GPT-J are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model families." + "reason": "ResNet vs GPT-J are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet do not share the same code-path or concrete bug." + "reason": "GPT-Neo and ResNet are unrelated changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT are unrelated model implementations." + "reason": "ResNet and MPT are distinct model refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model paths; only the refactor style overlaps." + "reason": "GPT-Neo and Flaubert are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families, so not the same PR." + "reason": "GPT-Neo and GPT-J are different model-specific refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT versus GPT-J/CodeGen are unrelated concrete changes." + "reason": "MPT and GPT-J are unrelated concrete changes." }, { - "left": "pull_request:44018", + "left": "pull_request:44086", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model-specific refactors, not duplicates." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths and cannot be merged as one bug fix." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen are separate model changes." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated implementations." + "reason": "MGP-STR and Flaubert are separate models and implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "MPT versus MGP-STR are different concrete code paths." + "reason": "MGP-STR and GPT-J do not fix the same underlying code-path problem." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated models; shared refactor theme is not enough." + "reason": "GPT-2 and MGP-STR are unrelated refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different subsystems." + "reason": "GPT-J and MGP-STR are separate model changes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen are different model families." + "reason": "GPT-2 and GPT-J are different concrete implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model implementations." + "reason": "ViLT and Flaubert are unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated concrete changes." + "reason": "Segformer and GPT-J are different model migrations." }, { "left": "pull_request:44017", - "right": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and VisualBert are different model paths; not the same fix." + "reason": "Segformer and LongT5 are distinct model-specific changes." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer versus LongT5 are unrelated implementations." + "reason": "Segformer and VisualBert are unrelated implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and VisualBert do not share the same underlying code-path." + "reason": "GPT-Neo and MPT are different code paths." }, { - "left": "pull_request:44056", + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model changes." + }, + { + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model-specific changes." + "reason": "TextNet and Flaubert are separate model refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "VisualBert and LongT5 are unrelated code paths." + "reason": "RegNet and GPT-Neo are unrelated changes." }, { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are different model families." + "reason": "MPNet and LongT5 are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and MPNet are unrelated model implementations." + "reason": "CVT/FNet and Segformer are unrelated concrete refactors." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different code paths." + "reason": "SqueezeBert and MPT are separate code paths." }, { "left": "pull_request:44010", @@ -16723,61 +16699,49 @@ "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model families." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are different implementations." + "reason": "GPT-Neo and SpeechT5 are different model refactors." }, { - "left": "pull_request:43997", + "left": "pull_request:44068", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated model paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are different concrete changes." + "reason": "GPT-Neo and LongT5 are unrelated model changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and LongT5 are unrelated model-specific refactors." + "reason": "TextNet and Flaubert are different code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and TextNet are different model families." + "reason": "RegNet and MPNet are unrelated model migrations." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated code paths." + "reason": "SqueezeBert and DeBERTaV2 are separate concrete refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model-specific changes." + "reason": "DeBERTaV2 and TextNet are different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; the later PR appears to consolidate the earlier one." + "reason": "Same GPT-J/CodeGen output-tracing refactor family with overlapping files and same underlying code-path work." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J output-tracing code path, and the broader GPT-J/CodeGen PR could replace the narrower GPT-J-only one." + "reason": "Both target the same GPT-J file and output-tracing refactor, so they look like duplicate implementations of the same change." }, { "left": "pull_request:44085", @@ -16789,37 +16753,37 @@ "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet are different model families; not the same concrete bug/change." + "reason": "CVT/FNet versus RegNet is not the same underlying bug/change." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "Different model families and code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model implementations." + "reason": "DeBERTaV2 and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are different model paths." + "reason": "DeBERTaV2 and Vits are separate model refactors." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different models; same refactor theme only." + "reason": "FocalNet and ImageGPT are different code paths; similar refactor pattern only." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly treats #43979 as the shared umbrella issue, identifies 44722 as the best GPT-J/CodeGen representative based on later timestamp and overlapping files, and keeps the cross-model pairs conservative. The accepted soft-edge pairs that were marked true are plausible same-code-path/superset cases, especially the GPT-Neo and GPT-J/CodeGen overlaps." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are within the same model/file families and look mergeable as the same standardized-output-tracing bugfix, while the rejected pairs appropriately avoid cross-model conflation. The canonical PR choice (44066) is supported by the explicit issue link and the GPT-J/CodeGen scope." }, "evaluator_used": true, "retried": false, @@ -16854,7 +16818,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "77beebd76bd5b0cc0ea8f2b9e0deb854fae8b867056df53afb2c82e539750a9e", + "prepared_review_unit_hash": "be27e7061e0e46217c8707516dc43fb35849cf7499a0a4baad2ffe9a78f3067c", "component_budget": { "node_count": 28, "item_count": 28, @@ -16876,42 +16840,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidates are separate model-specific refactors for standardized output tracing/capture, not duplicates of the same bug or change. They share a broad theme and some similar decorator imports, but each PR touches a different model implementation and would not plausibly be merged as one change.", - "confidence": 0.93, + "summary": "These PRs are all model-specific refactors to migrate output tracing to the standardized `capture_outputs` / `can_return_tuple` pattern. They share a common maintenance theme, but they are not duplicates of the same code-path fix or change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative of the cluster only in the loose sense that it has an explicit issue target and a concrete, model-specific implementation; however, it is not a duplicate of the others.", + "canonical_pr_reason": "PR 44073 is the cleanest representative of the shared refactor pattern: a focused single-model migration to standardized output capture with minimal extra churn.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the most grounded and self-contained example of the output-tracing refactor pattern in this set, with an explicit linked issue and a substantive code-path change.", + "best_pr_reason": "PR 44073 is the best cluster representative because it most clearly exemplifies the common output-tracing migration without bundling additional files or broader behavioral changes.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they apply to different models (VisualBert vs TextNet) and different code paths, so they are not the same PR change." + "reason": "Same migration theme, but different model code paths (VisualBert vs TextNet) and different scope; not a duplicate or one mergeable PR for the same concrete fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same general refactor theme, but MPNet and VisualBert are independent model implementations with different tracing hooks and no shared concrete bug." + "reason": "Both refactor output tracing, but they target different architectures/models (MPNet vs VisualBert) and distinct implementation details." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model-specific migrations to capture_outputs/can_return_tuple, not one mergeable code-path fix." + "reason": "Shared refactor style only; these touch different model implementations and are not the same underlying bug/change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert each add tracing support in different files with different mechanics; shared subsystem theme is not enough for duplication." + "reason": "RegNet and SqueezeBert are unrelated model paths; the PRs are analogous migrations, not the same concrete change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both concern output collection refactors, but SqueezeBert and SpeechT5 are unrelated model code paths and should not be merged as duplicates." + "reason": "Different models and different layer/output semantics; too broad to treat as the same fix or a single PR merge candidate." } ] }, @@ -16990,268 +16954,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "2f44ba6e4fbd4739c1182fc0c8f68a888bf7c735f6aa4a33a97cf12251eb8f09", + "prepared_review_unit_hash": "889ca5e8bf143f347f5f9e47421145047aacdfcf40a02a26dccc2d4632366a57", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39780, - "estimated_input_tokens": 9945, - "estimated_eval_tokens": 20146 + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39780, - "estimated_input_tokens": 9945, - "estimated_eval_tokens": 20146 + "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": "Loose thematic cluster of independent model-specific output-tracing refactors. The PRs share helper usage and similar wording, but they touch different model families and code paths, so none look like true duplicates or mergeable into one PR.", - "confidence": 0.95, + "summary": "These PRs are all model-specific output-tracing refactors, but they target different architectures and code paths. They share a theme, not a duplicate underlying change, so the soft edges should be rejected.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the best representative exemplar of the cluster: it is a multi-file, model-family refactor (DepthAnything + PromptDepthAnything) centered on the same can_return_tuple/output-tracing pattern.", + "canonical_pr_reason": "No single canonical PR: the set is a family of similar refactors spread across unrelated model implementations. If a representative is needed, PR 44003 is the broadest example because it updates both mamba and falcon_mamba output-capturing logic, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest single representative of the shared refactor theme, but it should be treated as a standalone change rather than a duplicate of the others.", + "best_pr_reason": "PR 44003 is the best single representative of the cluster because it has the broadest scope and the most explicit output-capturing changes, while still being clearly model-specific.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same high-level refactor motif, but timm_backbone and upernet are different model paths with independent forward/output handling." + "reason": "Different model families (timm_backbone vs upernet); same refactor theme, but not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and files; both mention output tracing, but these are unrelated model-specific changes." + "reason": "timm_backbone and vision_text_dual_encoder are unrelated code paths with different forward signatures and output handling." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "timm_backbone vs univnet: no shared code path, only a generic refactor theme." + "reason": "Different model implementations (timm_backbone vs univnet); this is only a shared refactor pattern." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); not the same bug/change." + "reason": "timm_backbone refactor is separate from the mamba/falcon_mamba output-capturing changes." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated models and implementations; similarity is only at the helper/refactor level." + "reason": "Different architectures and layers (timm_backbone vs rwkv); not the same bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; same tracing cleanup theme, but not duplicate work." + "reason": "MobileNetV1 and UnivNet are unrelated models; both alter tracing, but not the same code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "No shared concrete code path between MobileNetV1 and UperNet." + "reason": "MobileNetV1 classifier/backbone tracing is distinct from UperNet segmentation output handling." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both are output-tracing refactors, but they target different model families and APIs." + "reason": "MobileNetV1 and Depth Anything target different model families and different output contracts." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder-decoder wrapper code; only superficial thematic overlap." + "reason": "MobileNetV1 conv-layer tracing is unrelated to vision-encoder-decoder wrapper changes." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and speech_encoder_decoder are unrelated implementations." + "reason": "MobileNetV1 and speech-encoder-decoder are separate implementations; same theme only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet do not share a concrete bug or code path." + "reason": "Vision-text dual encoder and UnivNet have different forward semantics and output structures." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model stacks; shared language around tracing is not enough to merge them." + "reason": "Vision-text dual encoder vs UperNet: different model heads and different return behavior." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs mamba/falcon_mamba are unrelated changes." + "reason": "These touch different model families (vision-text dual encoder vs mamba/falcon_mamba), not one concrete defect." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and file scopes; not the same underlying fix." + "reason": "Vision-text dual encoder is unrelated to Depth Anything; only the refactor motif matches." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; same refactor style only." + "reason": "UnivNet and UperNet are different architectures with different output-capturing needs." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "No concrete overlap in code path between UnivNet and mamba/falcon_mamba." + "reason": "UnivNet audio model changes are separate from mamba/falcon_mamba tracing refactors." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and outputs; similarity is limited to the tracing helper pattern." + "reason": "UnivNet and Depth Anything modify different model stacks and different forward outputs." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are distinct architectures with separate forward semantics." + "reason": "UperNet segmentation output changes are unrelated to RWKV internals." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems; not the same duplicate change." + "reason": "UperNet and mamba/falcon_mamba are different subsystems; not mergeable as one PR." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both touch output handling, but mamba/falcon_mamba and codegen are separate code paths and fixes." + "reason": "Mamba/falcon_mamba output tracing and CodeGen attention/cache refactoring affect different concrete code paths." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and codegen are unrelated models; shared helper usage is too broad to count as duplicate." + "reason": "timm_backbone and CodeGen are unrelated models; same refactor language is not enough to duplicate-match them." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen target different modalities and bugs." + "reason": "UnivNet and CodeGen changes are in separate model families with different forward contracts." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen do not share a mergeable change." + "reason": "UperNet segmentation outputs and CodeGen cache handling are different changes." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and behaviors; only the generic output-tracing theme matches." + "reason": "Vision-text dual encoder and CodeGen address different output paths and different model logic." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything refactor vs vision_encoder_decoder wrapper refactor; not the same underlying change." + "reason": "Depth Anything and VisionEncoderDecoder are distinct wrappers with unrelated output semantics." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and speech_encoder_decoder are different model stacks with no shared bug." + "reason": "Depth Anything and SpeechEncoderDecoder are separate model families; not the same underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are unrelated implementations." + "reason": "Depth Anything and SuperPoint differ in architecture and output capture points." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV touch different forward/output code paths." + "reason": "Depth Anything and RWKV are unrelated; shared refactor theme is too broad." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are separate model families; same refactor motif only." + "reason": "Depth Anything and DPR are different tasks and different forward/output contracts." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "vision_encoder_decoder wrapper refactor is not the same change as RWKV output handling." + "reason": "VisionEncoderDecoder wrapper changes are unrelated to RWKV layer output changes." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder wrappers and different model internals; no duplicate evidence." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are parallel wrappers, but still distinct model-specific changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Vision-encoder-decoder and SuperPoint are unrelated." + "reason": "VisionEncoderDecoder and SuperPoint change different model implementations and return types." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and model purposes; too broad to merge." + "reason": "VisionEncoderDecoder and DPR do not share the same concrete bug or code path." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are distinct model families." + "reason": "SpeechEncoderDecoder wrapper and SuperPoint backbone are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "No shared concrete bug/change between speech encoder-decoder and RWKV." + "reason": "SpeechEncoderDecoder and RWKV are different model families and cannot be treated as one fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and output semantics; not duplicates." + "reason": "SpeechEncoderDecoder and DPR affect different model stacks and output shapes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated code paths." + "reason": "SuperPoint and RWKV have no shared concrete code path beyond the general tracing refactor theme." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint vs DPR: only a generic tracing-refactor similarity." + "reason": "SuperPoint and DPR are distinct model implementations with different outputs and tests." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different models with no shared fixable bug." + "reason": "RWKV layer output changes and DPR encoder wrapper changes are not the same underlying change." } ] }, @@ -17284,52 +17248,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "461b1f46bd1cfb15d03a02e50ce1ffcb1718c9c3befdd2602182bb9ac882b69b", + "prepared_review_unit_hash": "d4eb592d85f36119a22a4cc3ed0384b4d31f87710de76b63c5b6eaea96672314", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11073, - "estimated_input_tokens": 2769, - "estimated_eval_tokens": 5794 + "serialized_chars": 11072, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11073, - "estimated_input_tokens": 2769, - "estimated_eval_tokens": 5794 + "serialized_chars": 11072, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model-addition implementations, not duplicates: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS each add different model codepaths, tests, and docs. The overlap is limited to shared Transformers boilerplate and auto-registry files.", + "summary": "All three PRs are independent model-addition efforts for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). The overlap is limited to standard Transformers boilerplate like auto registries and docs, not the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct model integrations rather than the same bug or change.", + "canonical_pr_reason": "PR #45075 is the most complete representative in the set: it has an explicit issue target, broad implementation coverage, and substantial review activity. It is not a duplicate of the others, but it is the strongest single anchor if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the most complete standalone model integration in this set, with substantial implementation, conversion, docs, and tests, but it is still not a duplicate of the others.", + "best_pr_reason": "PR #45075 has the clearest traceability and maturity signal among the three, with an explicit linked issue and substantial review activity. Still, it addresses a different model than the others, so it is only the best representative, not a merge candidate with them.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and codepaths: PenguinVL vs Voxtral TTS. Shared auto-registration/docs files are boilerplate, not evidence of the same change." + "reason": "Different model implementations for PenguinVL vs Voxtral TTS; shared auto-registration/docs files are generic scaffolding, not the same concrete code-path change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model additions with different implementations and tests (PenguinVL vs DeepSeek-OCR-2); the overlap is only in generic Transformers scaffolding." + "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model additions with different model code, configs, and tests; overlap is only boilerplate registry/docs changes." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model integrations touching different concrete functionality, so they should not be merged as duplicates." + "reason": "DeepSeek-OCR-2 and Voxtral TTS target different architectures and code paths (OCR vs TTS); the common touched files are standard model-registration plumbing." } ] }, @@ -17359,12 +17323,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4e68dc7ecf43da1c81ca07a10ab225a015a99eacca917f93e23a9b5c377f0e21", + "prepared_review_unit_hash": "1645cfd12985a3cbc80efcdc86bf4b9a62c3ce4f39ef8825c268015d4aaf4f4d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17372,7 +17336,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17381,18 +17345,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by theme (fusion/kernels) but they implement different features: one introduces a generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and existing model/integration paths.", - "confidence": 0.91, + "summary": "These are related kernel/module-fusion efforts, but they are not the same change: one introduces a general module fusion API, while the other wires a specific n-to-1 kernel fusion workflow through KernelConfig and integrations.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the broader, more foundational change: it introduces the new Module Fusion API and dedicated tests, which makes it the cleaner representative for this fusion-related cluster.", + "canonical_pr_reason": "PR 44979 is the cleaner representative of the cluster because it defines the core Module Fusion API itself, rather than a specific downstream use of fusion machinery.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative because it defines the core abstraction rather than a specific usage of kernel fusion, and its scope is easier to map to the cluster theme.", + "best_pr_reason": "PR 44979 is the best single representative if one must be chosen, since it is the more foundational and self-contained API change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Do not merge: #44979 adds a new generic Module Fusion API in `src/transformers/module_fusion.py`, while #45363 adds `KernelConfig`-driven n-to-1 kernel fusion across `modeling_utils`, `hub_kernels`, and integrations. They share a broad fusion concept but not the same concrete code path or change." + "reason": "Not a duplicate: 44979 adds a new Module Fusion API and tests, while 45363 integrates KernelConfig-based n-to-1 kernel fusion across modeling/integration code. They share a theme but not the same concrete bug or mergeable code path." } ] }, @@ -17422,12 +17386,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "d98e19e35b662a8993982199f2609d2b0ee4cf2bfdcffc45750e01b1e28ce2ed", + "prepared_review_unit_hash": "8e67c7b75b506be34a5144fc6825f455f234cbecfee0ec4b11ef3ae5d93f6cbf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -17435,7 +17399,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -17444,18 +17408,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral regex patch bug in `tokenization_utils_tokenizers.py` tied to issue #45081, with essentially the same code change. PR #45317 is the stronger canonical PR because it carries the same fix plus test coverage and more discussion/context.", - "confidence": 0.97, + "summary": "Both pull requests address the same Mistral regex patch bug in the same file and make the same code change; 45317 appears to be a superset because it adds tests. This is a strong duplicate/mergeable pair.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR: it targets the same bug as #45086, has the same core fix in `_patch_mistral_regex`, and adds tests/context, making it the more complete representative of the change.", + "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it makes the same code-path change as 45086 and also adds test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall PR because it is the more developed version of the same fix, includes validation via tests, and is the clearest candidate for merging.", + "best_pr_reason": "PR 45317 is the best single PR candidate because it fixes the same AttributeError in the same location and includes accompanying tests, making it the most complete implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and file, with the same issue target (#45081); the second PR appears to be a more complete iteration of the first." + "reason": "Same underlying bug and same patch in `tokenization_utils_tokenizers.py`; 45317 is effectively the tested version of 45086, so they are mergeable into one PR." } ] }, @@ -17485,7 +17449,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "85effe40eb24ce21a8b0c23f410a003bb85a4a288b1144b98c91665994d852dc", + "prepared_review_unit_hash": "dd957535d5a9071af56266273ee0501b923ae1097b77c4d555b85a32d905393c", "component_budget": { "node_count": 2, "item_count": 2, @@ -17507,18 +17471,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related NemotronH pull requests overlap on model internals, but they are not the same change: one is a narrower refactor/conversion-mapping update, the other is a broader architecture split into dense/sparse variants with docs/tests.", - "confidence": 0.88, + "summary": "Both PRs are NemotronH-related, but they are not duplicates: #45115 is a narrow refactor/conversion-mapping change, while #45569 is a broader model-splitting/docs/tests PR that introduces NemotronH Dense/Sparse variants and updates auto-mapping. They overlap on shared model files but do not look like the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the best canonical representative because it is the broader, more complete NemotronH refactor: it introduces the dense/sparse model split, updates auto/model registration, and includes docs/tests alongside the core code changes.", + "canonical_pr_reason": "#45569 is the better canonical PR for this cluster because it is the broader, more complete change set: it adds the NemotronH Dense/Sparse variants, updates docs, auto-mappings, and tests, whereas #45115 is mostly a targeted refactor plus conversion-mapping updates.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest global choice since it covers the main end-to-end change set and subsumes the shared NemotronH area; PR 45115 is a narrower precursor focused on inheritance/conversion mapping.", + "best_pr_reason": "#45569 is the best representative PR since it covers the main functional restructuring of NemotronH and includes the user-visible/model-registry pieces; #45115 is narrower and more implementation-specific.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They touch overlapping NemotronH code, but the underlying changes differ: 45115 is mainly a refactor/conversion-mapping update, while 45569 splits NemotronH into dense/sparse variants and updates docs/tests. Not the same concrete fix, so do not merge as duplicates." + "reason": "Shared NemotronH files alone are not enough: #45115 focuses on GraniteMoeHybrid-compatible conversion renames and refactoring, while #45569 changes the architecture packaging, docs, auto-mapping, and tests for Dense/Sparse variants. They are related but not the same concrete fix and would not be merged as one PR." } ] }, @@ -17548,7 +17512,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "7fcc717ce855dd34b161d104e6e564720bd16f728beac8d5665440a521f2fb3b", + "prepared_review_unit_hash": "9ad08c917e242248647f964ce6d303e22e067d27034491bd85ea57f32091315b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17570,18 +17534,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closely related but distinct PRs for the new heterogeneous-model feature: one adds per-layer config plumbing, the other adds model/cache/masking support that consumes it. They look complementary rather than duplicate.", - "confidence": 0.83, + "summary": "These are related feature PRs for heterogeneous model support, but they are not duplicates: one introduces per-layer config plumbing, the other adds model/cache behavior on top of that. They touch shared files and the same subsystem, yet they do different work at different layers.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes heterogeneous model/runtime support and also touches cache/masking/model code paths that depend on the new config machinery.", + "canonical_pr_reason": "PR 45333 is the more foundational change: it adds per-layer heterogeneous configuration support and the shared config helpers that 45332 builds on.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the better representative of the cluster because it covers the larger end-to-end feature and subsumes the config groundwork in a more complete implementation.", + "best_pr_reason": "PR 45333 is the best representative of the cluster because it establishes the core config infrastructure; 45332 is a separate follow-on modeling/cache implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Not a duplicate: #45333 is config-layer plumbing, while #45332 is downstream modeling/runtime support. They are related pieces of the same feature area, but not the same concrete change or bug fix." + "reason": "Reject: these are adjacent but distinct changes. 45333 adds heterogeneous config support, while 45332 adds heterogeneous modeling/cache behavior that depends on that config machinery. They do not look like the same concrete bug or one PR that could simply subsume the other." } ] }, @@ -17616,12 +17580,12 @@ "pull_request:45487|pull_request:45596", "pull_request:45592|pull_request:45596" ], - "prepared_review_unit_hash": "e52e2d924d145031dbea4f68cf1138791f46dcc33640f608057f94fbfe1af738", + "prepared_review_unit_hash": "291dec0f79240c65543520a3f0db964cae679f4a538a382423a2b636450aa215", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 10265, + "serialized_chars": 10266, "estimated_input_tokens": 2567, "estimated_eval_tokens": 5390 }, @@ -17629,7 +17593,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 10265, + "serialized_chars": 10266, "estimated_input_tokens": 2567, "estimated_eval_tokens": 5390 }, @@ -17638,36 +17602,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only at a broad theme level (model parallel / test failures), but they target different models and different failure modes. The only true code-fix PR here is the AltCLIP/ChineseCLIP model-parallel fix; the others are test-only or model-specific fixes.", - "confidence": 0.92, + "summary": "All four items are separate model-specific PRs with only superficial overlap in wording around fixes/tests. The only deterministic soft match (45487 vs 45592) is not a true duplicate: one is a model-parallel fix for AltCLIP/ChineseCLIP and the other is a FastVLM test padding adjustment.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the strongest canonical PR because it fixes an actual runtime/model-parallel bug in model code (device placement and no-split modules) and covers multiple affected models, rather than only adjusting tests.", + "canonical_pr_reason": "PR 45487 is the strongest standalone code fix: it addresses a concrete device-placement/model-parallel bug in the embedding path and touches the actual implementation, not just tests. It is broader and more substantive than the others, though it is not a duplicate of them.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the best representative of the cluster: it addresses the most concrete underlying code-path issue and is broader/more substantive than the test-only PRs or the narrower XCLIP fix.", + "best_pr_reason": "PR 45487 is the best representative PR in this cluster because it contains the clearest real bug fix in model code. The other PRs are narrower test-only or model-specific adjustments and do not share the same underlying defect.", "soft_edge_verdicts": [ { "left": "pull_request:45394", "right": "pull_request:45596", "accept": false, - "reason": "Different models and failure modes: XCLIP model-parallel splitting fix versus BLT XPU test expectation changes. Not the same underlying bug or change." + "reason": "Different models and different failure modes: XCLIP split-module handling vs BLT XPU test expectations. No shared code path or concrete bug." }, { "left": "pull_request:45487", "right": "pull_request:45592", "accept": false, - "reason": "AltCLIP/ChineseCLIP runtime model-parallel bug fix versus FastVLM test padding-side adjustment. Same general area, but not the same concrete issue." + "reason": "Not the same issue. 45487 fixes model-parallel/device placement in AltCLIP/ChineseCLIP code, while 45592 only adjusts FastVLM test padding-side behavior." }, { "left": "pull_request:45487", "right": "pull_request:45596", "accept": false, - "reason": "Model code fix for AltCLIP/ChineseCLIP versus BLT test-only output expectation update. These are unrelated concrete changes." + "reason": "Different scopes and artifacts: a model-parallel implementation fix versus BLT test expectation changes on XPU. Same broad theme of failing tests is insufficient." }, { "left": "pull_request:45592", "right": "pull_request:45596", "accept": false, - "reason": "Both are test-related, but they cover different models and different test behaviors (padding side vs generated text expectation). Not mergeable as one PR." + "reason": "Both are test-related, but for unrelated models and unrelated failures. No shared concrete code-path problem." } ] }, @@ -17697,12 +17661,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d2ae9d36ad628cf93a58b80661c4b1839a5c094321573e8298fa4a7fad945dd7", + "prepared_review_unit_hash": "782dfa147a23485c62befe21b021eef650312dadab9ed21013897a6105812c84", "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 }, @@ -17710,7 +17674,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5306, + "serialized_chars": 5305, "estimated_input_tokens": 1327, "estimated_eval_tokens": 2910 }, @@ -17719,18 +17683,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs in transformers, but they address different scopes: one is a broad type-checking sweep across many files, the other is a targeted typing cleanup around `_typing.py`, `modeling_utils`, and PEFT integration. They do not look like the same underlying change.", - "confidence": 0.88, + "summary": "These are both typing-related PRs, but they address different levels of scope: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds a few targeted typing protocols/helpers and touches `modeling_utils` integration. They are not the same underlying change and should not be clustered as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical PR for this cluster because it has a tighter, more coherent scope centered on typing support internals, whereas PR 45415 is a much broader repo-wide type-checking sweep.", + "canonical_pr_reason": "PR #45425 is the better canonical PR because it is the more focused, concrete typing change centered on `modeling_utils`/typing helpers, rather than a broad repo-wide type-checking pass.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative PR: it is more focused and clearly about a specific typing-infrastructure change. PR 45415 is broader and mixes many unrelated type-check annotations and config tweaks.", + "best_pr_reason": "PR #45425 is the best representative of the cluster since it has a narrower, more specific code-path focus and substantial review activity; PR #45415 is a separate large mechanical typing sweep.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge as duplicates: 45415 is a broad type-checking pass across many transformers files plus pyproject ignore changes, while 45425 is a narrower typing refactor around `_typing.py`, `modeling_utils`, PEFT, and type-check utilities. They overlap in theme but not in the same concrete change or code path." + "reason": "Both are typing-related, but #45415 is a wide type-checking cleanup across many modules while #45425 adds targeted typing protocols/helpers and related integration. Shared files are incidental, not evidence of the same concrete bug/change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 89c4245254b2cd107b744af2a1611d6ef84c8574..309a48004f2e80c38b9a56338393daa2f5c10912 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260423t180030z", + "analysis_id": "hybrid-model-20260424t000039z", "archived_artifacts": { - "hybrid": "snapshots/20260423T180030Z/analysis-runs/hybrid-model-20260423t180030z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260423T180030Z/analysis-runs/hybrid-model-20260423t180030z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-04-23T18:05:28Z", + "published_at": "2026-04-24T00:05:02Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260423T180030Z", + "snapshot_id": "20260424T000039Z", "variant": "hybrid" } diff --git a/snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.json b/snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..000c255f2fa087a1d1811eaeddb7292ea468f33c --- /dev/null +++ b/snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.json @@ -0,0 +1,1751 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260424T000039Z", + "generated_at": "2026-04-24T00:05:00Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "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.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-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, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..5756987f673de1157b014f16378ad2ea95e4fdd6 --- /dev/null +++ b/snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,17709 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260424T000039Z", + "generated_at": "2026-04-24T00:05:00Z", + "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": "da0c79f7af891e93c31bf6a6e896830cf852361d7a2af0a950286b08c971c008", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly loose similarity around model/tokenization loading problems, but the issues describe different bugs. #16618 is the broadest, most central candidate; the other two are not true duplicates of it.", + "confidence": 0.91, + "canonical_issue_reason": "#16618 is the most general issue in the set and best matches the cluster\u2019s shared theme of model loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative because it is the broadest user-facing model loading failure; #15980 is specifically an auth/error-message issue, and #13244 is about tokenization mismatch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch with Tapas vs TensorFlow is a different problem from failing to load bert-base-uncased; only weak topical similarity." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is about an incorrect error message when downloading a private model without login, not the same underlying loading failure as #16618." + } + ] + }, + "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": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "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:41093|issue:43638", + "issue:39290|issue:43531", + "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": "389d111889c4dc655bcb5165c3b91dae448b042471c8452506c03567640c46c0", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46483, + "estimated_input_tokens": 11621, + "estimated_eval_tokens": 23498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous model/runtime/docs bugs, but there is one clear duplicate-like subcluster around DeepSpeed ZeRO-3 index-out-of-bounds errors. I\u2019d anchor triage on the Bert/ZeRO-3 crash issue and treat most other pairs as related only by broad topical similarity, not true duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the strongest duplicate-like subgroup: it matches issue:43638 on the same ZeRO-3 index-0-out-of-bounds failure pattern and is more canonical than the broader, less specific shape-mismatch issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best single issue to anchor this cluster because it has the clearest near-duplicate partner and a concrete, reproducible failure signature.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but they describe different failures and code paths." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and different GPU/runtime symptoms; only broad multimodal/inference similarity." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention dtype/runtime trouble, but the underlying bugs and triggers differ." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failures; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated model/runtime errors despite both being inference failures." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model export problems with different failure modes." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping are distinct issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they target different removed features and sections." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime errors, but one is ZeRO-3 index failure and the other is a mask-shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures and likely different code paths." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape mismatch vs GPT-OSS MoE tensor-parallel issue are not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different failures in different training/inference paths." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Model-registration bug vs tensor mask mismatch are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT export failures are different bugs." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the concrete failures differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds failure pattern on BertModel/non-pretrained BertModel; clearly the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Both mention token/weight behavior, but the models and failure mechanisms differ." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS MoE tensor-parallel failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model-specific bugs with no shared concrete failure path." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP size mismatch is not the same as a mask indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed-related, but the concrete runtime errors are different." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific problems with no shared code path." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT loading error vs GPT-OSS MoE tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch vs custom trainer signature change are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model stacks and error mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding-window config bug vs Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS MoE tensor-parallel issue are different problems." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL input-embedding unpacking and GPT-OSS tensor-parallel failures are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both are training/runtime issues, but the concrete code paths differ." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch during ZeRO-3 and trainer signature mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy and mask-shape mismatch are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation checkpointing and GenerationMixin import error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they affect different models and likely different root causes." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs topics despite both referencing removed APIs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3 device-mapping assert are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loading failure are not the same issue." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different feature areas and different errors." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model-loading failure vs corrupted checkpoint are different problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic config-field regression are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask indexing error vs ZeRO-3 index-out-of-bounds error are different failure modes." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3/Gemma sliding-window issues with different symptoms." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug and checkpoint corruption are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures with no shared root cause." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model runtime failure and pydantic field regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compile error are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are tensor/indexing errors, but the models and failure details differ." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different model loading/support requests with no shared concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical/best anchor on issue:43596 is supported by the packet, and the only accepted soft pair (43596\u201343638) is a clearly close ZeRO-3/BERT out-of-bounds duplicate-like match. The other soft-edge rejections avoid overclaiming and stay within the evidence available from titles/body summaries." + }, + "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": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "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:43572|issue:45070", + "issue:44387|issue:45005", + "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:39290|issue:43742", + "issue:43054|issue:43994", + "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:44492|issue:44512", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:43828|issue:44928", + "issue:39692|issue:43054", + "issue:41553|issue:43883", + "issue:43866|issue:44403", + "issue:36331|issue:41762", + "issue:44560|issue:45507" + ], + "prepared_review_unit_hash": "f98bfd39ce9f8e963b52cb9bcfca63dafdf79dd694cf5edcd4fabe7397f0b244", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37569, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues grouped by keyword similarity. The only clear duplicate cluster is the v5 non-persistent-buffer corruption regression around issues 43644, 43950, and 44534.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43644 is the earliest and clearest report of the non-persistent-buffer corruption regression in Transformers 5.x; later reports (43950, 44534) are the same bug phrased slightly differently.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best cluster anchor because it describes the regression directly, is earliest, and has the strongest chance of subsuming the later duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Different config regressions: missing pad_token_idx in StableLmConfig vs a pydantic PretrainedConfig field break." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM is unrelated to tied-weights problems on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both are MoE-related, but one is a grouped_mm tracing failure and the other is a tensor-parallel-only support issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and chat/completions streaming failure are different code paths and symptoms." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized kwarg is a different initialization bug from the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF support request for gpt-oss is unrelated to a Qwen streaming inference failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and a pydantic config-field break are separate issues." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer mapping failure for add-new-model-like is unrelated to the chat/completions streaming bug." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3/vLLM missing attribute and MobileLLM key error are different model-loading failures." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is about embedding quality while the other is about AutoModel/pipeline output; not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch and zero3 init out-of-bounds are different runtime errors." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing in Mixtral and missing Float8 storage are unrelated failures." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "FineGrainedFP8Config failure and grouped_mm tracing are different MoE/quantization problems." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and the GLM5 report are unrelated model-specific issues." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and TRL input-embedding unpacking failure are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "A specific Mistral3 weight-tying defect is not the same concrete issue as the broader translation-model tied-weights report." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to tied-weights issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is a different problem from tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion is not the same as a docs typo about a removed command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 config failure and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method are different failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-run-command docs issue are different documentation problems." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization bug and Qwen NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 regression where non-persistent buffers are corrupted/junk-filled on load." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption regression; 43950 is a later restatement of 43644." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN/position_ids behavior are different issues." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and SigLIP2 text-embedding quality complaints are not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo lacking all_tied_weights_keys." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and generic loading noise are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss kwarg mismatch and Gemma3 zero3 load failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster choice is grounded in the packet: 43644 is the earliest and clearest report of the non-persistent-buffer corruption regression, and the accepted links to 43950 and 44534 are well supported by the issue titles. The remaining soft-edge rejections are conservative and mostly align with clearly different titles/symptoms. No unsupported mergeability claims are made." + }, + "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": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:38175", + "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:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45588" + ], + "soft_pairs": [ + "issue:41553|issue:43881", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "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:44403|issue:44488", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "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:45081|issue:45399", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:42915|issue:43872", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "f95d762adcd1ab06438bf3c8fdef90f1c8eb27cd0144ba67a6cbee3d47f0737e", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38592, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated loading/regression issues across tokenizers, DeepSpeed/ZeRO, quantization, SigLIP2, docs, and flash-attn. I only see two clear duplicate pairs: the v5 docs pipeline-removal notices, and the `_is_hf_initialized` / `init_empty_weights` loading TypeError. The rest are similar by subsystem or model family, but not the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items span multiple unrelated bug classes rather than one duplicate thread.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "If forced to pick one representative issue, issue:44291 is the cleanest concrete regression report for the repeated `_is_hf_initialized` loading error, but it only represents one small duplicate subcluster.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different failure modes; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both mention storage/type errors, but one is a bitsandbytes `_is_hf_initialized` incompatibility and the other is a Float8 storage lookup failure; different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family (SigLIP2), but one is zero probabilities and the other is degraded text embeddings; different symptoms and likely different root causes." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but gradient-checkpointing ineffectiveness and int4 reserved-memory growth are distinct issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is embedding quality and the other is an HF-vs-JAX implementation discrepancy; not the same concrete bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different failures: GLM-4v loading vs missing `all_tied_weights_keys` on Molmo." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about noisy loading messages, the other is an actual load failure for a specific model." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both touch training memory, but the LoRA checkpointing problem and Qwen3 MoE memory inefficiency are separate bugs." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and Python 3.13 `flash_attn` import KeyError are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve `remote_code`, but one is missing fields in `AutoConfig` and the other is broader model breakage; not the same concrete issue." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are load-related, but one is just unnecessary noise while the other is a hard tokenizer/model load failure." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failures; one is Qwen3VL `weight_only`, the other is a GLM5 issue with no clear shared root cause." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen LoRA / embedding-tie related, but one is a version incompatibility and the other is a warning about `tie_word_embeddings`; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both are load/config errors, but Gemma3 ZeRO-3 index errors and Qwen3 MoE FP8 failures are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Detokenization regression versus inability to load a specific model; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both mention recent-version/model loading regressions, but 45356 is a Kimi-K2.5 tokenizer codec/warning issue, not the same as the general remote_code breakage." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` mapping logic is a different area from remote-code loading regressions." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Both mention embeddings, but one is SigLIP2 embedding quality and the other is a dtype change between training and eval." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a VL class versus bitsandbytes initialization/storage incompatibility; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model and flash-attn fallback logic are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are the same documentation regression: stale pipeline-task references after the v5 pipeline removals." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-adjacent, but the reports do not describe the same concrete failure or code path." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback gating are unrelated subsystems." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "`lm_head` tying in Mistral3 and non-persistent buffer corruption during `from_pretrained()` are different regressions." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different models and failures: Qwen3 MoE weight conversion vs Ovis2 checkpoint corruption." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import surface error versus bitsandbytes initialization bug; not the same issue." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-load failures, but they concern different models and different mechanisms." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion under Qwen3.5 RLHF and an `integrations/flash_attention.py` crash are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different problems: a bad tokenizer error message vs a tokenizer load failure." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading problems in Qwen variants, but the model targets and failure descriptions differ enough that they do not look like one concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same `_is_hf_initialized` / `init_empty_weights` TypeError regression during model loading." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failure modes; no clear shared underlying bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs in different layers: RLHF gradient instability versus a flash-attention integration crash." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad error message for Voxtral and inability to load `cjvt/sleng-bert` are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 loading failure and broader remote_code regressions are not the same concrete issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "One is a weight-conversion/loading issue, the other is a gradient-averaging issue during training; different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the two clearly supported duplicate pairs (the v5 docs pipeline-removal issues and the `_is_hf_initialized` loading TypeError issues), and the remaining soft-edge rejections do not overclaim shared root causes. The canonical-issue and best-issue choices are also appropriately cautious for a heterogeneous cluster." + }, + "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": 4, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "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:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "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", + "issue:45584" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:44155|issue:45584", + "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:43317|issue:44756", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "96860ed0826e0d2a19485de24dd2f2e22950941e069cc9a013c00a64e4203860", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and should be split into several smaller duplicate groups rather than treated as one issue. Clear duplicate pairs exist for the non-persistent buffer regression, the masked-index IndexError, the custom-model init regression, the SigLIP2 bad-output reports, the Qwen video regression, and the config-validation load failures.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; it contains multiple unrelated bug families (DeepSpeed/BERT, SigLIP2, Qwen video/loading, config validation, custom model init).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for the entire cluster; the strongest grouping is only at the subcluster level, so this cluster should be split instead of merged around one representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: trainer API mismatch vs tensor mask shape error; unrelated code paths." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same masked-index shape mismatch IndexError; looks like the same underlying regression." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bitsandbytes loading incompatibility vs tokenizer model_max_length issue." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both report a Qwen VL video-input regression in 5.3.0; same preprocessing path appears implicated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failures: PagedAttentionCache/linear_attention vs checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF gpt-oss support request vs dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: track-to-track embedding leak vs empty-transcription handling after token alignment." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training RuntimeError and void-segmentation image processor failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/code-path problems: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers 5.0 custom-model initialization regression; one is just notebook-specific." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope scaling are unrelated regressions." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen-related, but one is video StopIteration and the other is TRL embedding unpacking; different bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support request vs Float8 storage lookup error; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Specific import error for one class vs broader meta-device loading regression; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and meta-device loading failure are different problems." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model produces clearly wrong/garbled outputs in both reports; likely the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization regression and non-persistent buffer corruption are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video StopIteration and mask-shape IndexError are unrelated failures." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Import error for GenerationMixin vs Qwen3Moe FP8 config failure; different code paths." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Both touch model loading, but one is DeepSpeed/Bert index error and the other is TOKENIZER_MAPPING_NAMES logic; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both point to the same strict config-validation regression preventing model configs from loading." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed zero3 Bert index error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical report of Transformers v5 filling non-persistent buffers with junk; same regression." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Language-model weight loading under ZeRO-3 and save_pretrained visual-encoder key regression are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 bad outputs and a documentation example with model/processor mismatch plus quantization failure are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3-MoE compatibility across HF versions and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes: GLM5 vs Qwen3.5 flash-attention generation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet: it correctly identifies multiple distinct bug families and avoids proposing a single canonical issue. The accepted soft pairs are generally conservative and well-supported by the titles, especially the exact/near-exact regressions around non-persistent buffers, masked-index mismatch, custom model init, SigLIP2 outputs, config validation, and the Qwen video regression family." + }, + "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": 5, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "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:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:43257|issue:43854", + "issue:41720|issue:42915", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:44661|issue:44683", + "issue:43644|issue:43645", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:42491|issue:43856", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:44387|issue:44756", + "issue:43425|issue:43957", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:44291|issue:44756", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "9e30b58949dc052130488af35c04a0d0971161cca664edccb7b3023eefa64a04", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38694, + "estimated_input_tokens": 9674, + "estimated_eval_tokens": 19604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous, but two small duplicate families stand out: tokenizer/model-loading failures for specific BERT-like models, and resize_token_embeddings not propagating to downstream embeddings. Most other pairs are distinct bugs in different code paths.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45292 is the most general, model-agnostic report of the resize_token_embeddings propagation bug, and it can serve as the umbrella issue for the accepted resize-related duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is open, broadly phrased, and describes the core API regression without model-specific noise, making it the best representative issue among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same current-version model-loading regression for BERT-style models; a single tokenizer/load fix could plausibly cover both." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic is unrelated to optimizer argument handling." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different symptoms and likely different code paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "MoE training memory usage is not the same bug as quantized offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA checkpoint compatibility is unrelated to resize_token_embeddings propagation." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion is unrelated to a GLM unit-test load failure." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "CUDA assert on auto device mapping is not the same as FineGrainedFP8Config failure." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 doc example errors are different from incorrect inference results on a separate model instance." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Training memory inefficiency and int4 quantization OOM are different regressions." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": true, + "reason": "Both are tokenizer/model-loading failures for specific text models in the same version range and look like the same underlying loader regression." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Chat-generation crash and serve/processor AttributeError are different failures in different entry points." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration and compiled flex_attention are unrelated subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer initialization and Jupyter custom-model initialization are different Transformers 5 issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA checkpoint compatibility is unrelated to a weight-shape mismatch on model load." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention, but they describe different crashing conditions and code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but on different model classes and not the same concrete failure." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpoint portability is unrelated to MoE training memory usage." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both say resize_token_embeddings fails to update downstream embeddings in model-specific variants; one fix could plausibly address both." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "extra_state save/load handling is different from init_empty_weights argument handling." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and model-loading failure are related only broadly, not clearly the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping failure and AudioFlamingo3 batch leakage are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantized offloading behavior and int4 reserved-memory OOM are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation problems are unrelated to GLM5." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "int4 quantization OOM and Strix Halo mmap OOM are different memory problems." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading breakage are different regressions." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test loading of a specific model is unrelated to save_pretrained checkpoint correctness for Qwen3.5." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "NVFP4 runtime failure and MXFP4 fallback behavior are different quantization bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing under PEFT LoRA and eval-mode checkpointing are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument mismatch is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "They are closely related, but 45276 is Gemma4-specific and 45292 is the broader output_embeddings report; keep the broader issue as the canonical one rather than duplicating." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Recurrent-state reset in modular_qwen3_5 and GLM5 are unrelated model implementations." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and Qwen3.5 SDPA/BF16 instability are different bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state serialization and mmap OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization and checkpoint-resume step counting are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both describe resize_token_embeddings failing to update model output/decoder embeddings; a single fix in the resizing path could plausibly cover both." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Pad/unk vocab mismatch and a load failure for a different model are not clearly the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the evidence in the packet and is appropriately cautious. The accepted soft-edge pairs are all title-level similar and the rejection reasons are conservative; the canonical issue choice is also grounded by the generic wording of 45292. No pair is overstated as definitely the same bug." + }, + "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": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44811", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45584" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:39404|issue:44912", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:43596|issue:44683", + "issue:43425|issue:44918", + "issue:40990|issue:42947", + "issue:44589|issue:45084", + "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:44811|issue:45584" + ], + "prepared_review_unit_hash": "6c69d3e84a6a02f9ccfb61334ccca61539462320354e95b745c6d8a9afb45716", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38483, + "estimated_input_tokens": 9621, + "estimated_eval_tokens": 19498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated Transformer/Whisper/model-loading bugs. I don\u2019t see any true duplicate pairs among the soft candidates; several are only loosely similar by subsystem or v5 regression theme.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43611 is the cleanest representative of the recurring v5 model-loading regression theme and is broader than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best standalone issue here because it states a concrete, broadly applicable loading regression rather than a narrow downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different problems: video-input regression across Qwen VL models vs strict-config loading failure for granite_speech." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Unrelated failures: Jupyter custom-model initialization vs save/from_pretrained extra_state handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading related, but one is Qwen3 MoE conversion with accelerate/deepspeed and the other is NemotronH checkpoint compatibility." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a Torch 2.10 compatibility issue; the other is an autocast dtype mismatch on a specific MoE model." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes and models: autocast dtype mismatch vs meta-device loading breakage." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: missing Float8 storage vs disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different code paths: reproduction of an older issue vs PagedAttentionCache crashing on Qwen3.5." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL weight-shape mismatch vs NemotronH checkpoint loading." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model init in notebooks." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression vs gpt-oss MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral image-preprocessor dtype mismatch are different bugs." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to the template-node compilation error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline-task documentation changes." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same general Qwen3-VL area, but one is a MoE loading regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs a tensor mask shape mismatch are different failures." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 output nonsense and ModelOutput key assignment with None are different behaviors and code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for EMBIDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap/OOM are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language and CamemBERT masked-LM are unrelated model-specific regressions." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3/BertModel IndexError is unrelated to compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 SFT embedding unpacking are different issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and ineffective gradient checkpointing with LoRA are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage and template-node compilation failure are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer method conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer _gpu_broadcast_one TypeError is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: EMBIDDIA/est-roberta loading vs Mistral regex patch crash." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading breakage and extra_state save/load handling are different regressions." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to Qwen VL video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "sleng-bert tokenizer loading and Mistral regex-patch crash are different model-specific tokenizer bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo all_tied_weights_keys missing and sleng-bert loading failure are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Torch 2.10 incompatibility and GPT-OSS MoE tensor-parallel failure are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one concerns loading models with base_model_prefix and the other non-persistent buffer initialization." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription failure after align_special_tokens are related only by surface area, 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": 7, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43819", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:42947|issue:44756", + "issue:44488|issue:44987", + "issue:43716|issue:45084", + "issue:34567|issue:40444", + "issue:43883|issue:44991", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:43452|issue:43482", + "issue:44451|issue:44987", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:44849|issue:45325", + "issue:39404|issue:43825", + "issue:42915|issue:44530", + "issue:43404|issue:44466", + "issue:43262|issue:43377", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:45216|issue:45357", + "issue:43645|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:41553|issue:43582", + "issue:44220|issue:44683", + "issue:43632|issue:44756", + "issue:43404|issue:45127" + ], + "prepared_review_unit_hash": "082ba102ade2357bd2777061e5a9c130d6f6ce3274fc46ebd72599026b75ff28", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37546, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue set with a few near-duplicate regressions, especially around GGUF loading and Qwen3.5 save_pretrained. No pull requests are present.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43452 is the broadest and clearest representative of the GGUF loading regression; it covers the generic from_pretrained breakage and can subsume the more specific Qwen2.5-GGUF report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 is the best overall representative because it states the underlying loading regression in a model-agnostic way and is the cleanest anchor among the near-duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Same audio area, but the titles do not show the same concrete bug; 44220 is too generic to confirm it is the unsupported-center-arg crash." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: LoRA gradient checkpointing vs Strix Halo mmap OOM." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and do not clearly share the same code-path bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated issues: multimodal dtype mismatch vs a template compilation error." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting vs Qwen2.5-VL iterable-dataset failure are different bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different failure modes and model families; no evidence of the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is junk non-persistent buffers and the other is custom model init in notebooks; not enough to treat as the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing AutoConfig fields with trust_remote_code is unrelated to Qwen3.5 paged attention cache crashes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF-loading regression; one is the generic from_pretrained/gguf_file breakage and the other is a specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different models and likely different root causes." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map/offload dequantized-model loading is a different path from GGUF loading." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template-node compilation." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer construction error vs FP8 configuration failure; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen variants and different bugs: hidden-states output vs rope-index temporal scaling." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Both involve pipelines, but one is Whisper return_language behavior and the other is an error-message/support regression for translation tasks." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and linear_attention group-type crash are distinct issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is a model implementation bug and the other is device-dependent serialization behavior." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and batched-vs-single padding-mask mismatch are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer loading error vs custom model initialization regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading regressions, but they target different artifacts and don't show the same concrete bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks is not the same concrete bug as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model/processor mismatch bugs with no shared code-path indicated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both are Qwen3.5 save_pretrained regressions on the same code path; 45357 reads like a follow-up/specific manifestation of the same checkpoint serialization bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Related v5 initialization area, but the notebook custom-model init breakage and junk buffer filling are not clearly the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal models and different failure modes: segmentation fault vs video-input ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise vs a tokenizer regex AttributeError are not the same underlying issue." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both concern audio/codec model consistency, but they involve different models and different mechanisms." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different affected components: model loading failure vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different areas: feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings/lm_head, but one is a missing weight-tie bug and the other is LoRA merge collapse after vocab extension; not the same concrete issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The two accepted pairs are reasonably supported by title-level evidence and shared code paths, and the rejected pairs do not overclaim sameness. The note that no PRs are present is also consistent with the packet." + }, + "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": 8, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:44265|issue:44610", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:44062|issue:44987", + "issue:42175|issue:45542", + "issue:42915|issue:44291", + "issue:43317|issue:43856", + "issue:43611|issue:44534", + "issue:40990|issue:44811", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43818|issue:45357", + "issue:43421|issue:44568", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:43377|issue:45491", + "issue:44079|issue:44534", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:44079|issue:45072" + ], + "prepared_review_unit_hash": "7b44d25515518a8f316db74a10d2c8c580f2e8c6279c745f1c6a7a5a32024df7", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37370, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the issues span many unrelated regressions across tokenizers, vision-language models, quantization, config loading, and training/runtime behavior. No soft edge looks like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "If one issue must serve as the cluster representative, #45020 is the broadest umbrella because it describes recent transformers regressions breaking model loading for remote_code models; the rest are mostly narrower, model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best single issue candidate because it is the most general and could plausibly subsume several newer loading regressions, while still being open and actively relevant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: torch.export/torch_compilable_check versus a processor image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated problems: Qwen3Moe FP8 config failure versus a template-node compilation error." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different code paths: loading physical-intelligence/fast versus Mistral regex patching on tokenizer internals." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a specific still-image rope index scaling bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and symptoms: PaddleOCR-VL loading in vLLM versus Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is unrelated to loading a specific model repository." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TF packaging, but one is missing tensorflow in extras while the other is a backend error from tensorboard-only installs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different root causes: FP8 config handling versus init_empty_weights/_is_hf_initialized argument incompatibility." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is device_map/offload loading failure; the other is memory inefficiency during Qwen3 MoE training." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading breakage is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict and MobileLLM key error are different loader bugs." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is not the same as Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized handling and non-persistent buffer filling are separate v5 regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower weights/temporal attention issue is unrelated to Qwen3.5 save_pretrained visual-key names." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates are a different concern from add_special_tokens not adding BOS/EOS for one tokenizer." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior does not match strict config loading for granite_speech." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to missing Float8 storage type errors." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a different incompatibility from recent transformers breaking remote_code models." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure under transformers v5 is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer constructor conflict and Qwen3 auto device_map cuda assert are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as generic loading noise." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration and single-label zero-loss behavior are separate classification issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to iterable-dataset multi-image finetuning failures." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise is too generic and does not match a specific tokenizer-loading regression." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to Float8 storage lookup errors." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching and masking, but MIMI padding-mask mismatch and Gemma3 NaNs from sliding-window all-padding windows are different code paths." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internal-state bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading under transformers v5 and missing pad_token_id on Llama4Config are different loading failures." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Init-empty-weights/_is_hf_initialized incompatibility is unrelated to Float8 storage resolution." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key handling is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + } + ] + }, + "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": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43531", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43749|issue:44079", + "issue:43644|issue:44079", + "issue:43632|issue:45072", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43881|issue:44488", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43792|issue:43957", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43632|issue:45563", + "issue:43881|issue:44991", + "issue:43317|issue:43873", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44186|issue:44265", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "aa97f7481114467aa5f68be8ab25daa9c6dd06e0f3c54369c46cc212f84687a8", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36330, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster mostly contains unrelated issues. The only soft duplicate that looks solid is the quantization/offload loading regression. The Qwen2.5-VL rope/position-id pair is related, but the evidence is too thin to treat as the same bug, so I\u2019d keep it separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43317 is the best canonical issue candidate because it states a concrete failure mode for device_map=auto with gpu+cpu offload, which matches the broader quantized/offload loading symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43317 is the strongest overall issue candidate: it is specific, reproducible, and serves as the clearest anchor for the offload/quantization duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different subsystems: FSDP CPU-efficient loading vs ModelOutput key assignment." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key handling are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Both are v5 regressions, but the concrete failures differ." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal failure modes: multiple-image finetuning vs video position ids." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export / compilable-check failure is unrelated to a dtype mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but for different models and likely different root causes." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "They point to related Qwen2.5-VL position-id symptoms, but not enough to confirm the same underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Related Transformers v5 load regressions, but not a clear duplicate bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Shared model family, but the code paths and symptoms differ." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert on A800 and tokenizer regex crash are different issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend dependency issue vs model loading failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied weights, but the reported failures are not specific enough to merge." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision bugs: nonsensical outputs vs positional interpolation failure." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "CUDA memory behavior under int4 quantization is unrelated to Sam3Video OOM." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Beit label reduction and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading regression." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position ids." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and PEFT checkpoint loading bug are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "The _is_hf_initialized regression is unrelated to the paged-generate warning." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures; no shared concrete bug is evident." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe the same offload/quantization loading problem where device_map/offload behavior breaks across CPU/GPU movement." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice preset loading and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export support are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg and strict config loading are different regressions." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation bug vs export failure for torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: CPU offload device mismatch vs DAC latent/forward mismatch." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too strong for the evidence available. In particular, issue:45325 vs issue:45381 may be related by Qwen2.5-VL position-id handling, but the packet only shows closely related vision-position/rope symptoms, not enough to confidently call them the same bug. The quantization/offload pair looks plausible, but overall the output is slightly overstated rather than conservative." + }, + "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": 10, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45325", + "issue:45357", + "issue:45406" + ], + "soft_pairs": [ + "issue:43377|issue:44898", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43454|issue:43550", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:39692|issue:40444", + "issue:43296|issue:44991", + "issue:43792|issue:44683", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:43454|issue:43720", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:44423|issue:45406", + "issue:43526|issue:43881", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:43873|issue:44756", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:44877|issue:44991", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:36331|issue:42617", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:44292|issue:44479", + "issue:43531|issue:43572", + "issue:41720|issue:42617", + "issue:41720|issue:45161" + ], + "prepared_review_unit_hash": "adebc7116b52ecbbc7e9c1adb056cb7b31bd52468cf6b05d32884debdc32dadf", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38693, + "estimated_input_tokens": 9674, + "estimated_eval_tokens": 19604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in generation, loading/offloading, configs, tokenizers, and multimodal serving. None of the soft pairs look like the same concrete underlying bug or change, so I reject all duplicate edges.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative; the cluster is too mixed and the soft pairs are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: MIMI batched-vs-single padding-mask bug vs Perceiver image-size/interpolation issue." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor/model resolution mismatch vs Qwen2.5-VL rope-index temporal scaling; unrelated code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map cudaErrorAssert." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Batched encoder output mismatch vs OmDet image processor size mismatch; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization bug vs dtype mismatch in wrapper models; different root causes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying issue and torch.compile+SDPA failure are separate problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is device-dependent lm_head.weight behavior and the other is incorrect visual-encoder keys in Qwen3.5." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP RAM-efficient loading breakage is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors and finetuning failures with iterable datasets are different issues." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different models and failures: vLLM/PaddleOCR load error vs tokenizer loading regression in transformers v5." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and torch>=2.9 flex_attention compile failure are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "vLLM model-load failure vs strict config loading for granite_speech; different subsystems." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map CUDA assert vs Llava Next segfault on load are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying bug vs packed-weight unpacking during accelerate loading; not the same problem." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch serialization/weights, but Mistral3 lm_head tying is distinct from Qwen3.5 visual-encoder key saving." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert under auto device mapping vs flash-attention generation regression; different failure modes." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but the root causes differ: multimodal continuous batching vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b load failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer batching/padding crash vs bfloat16 dtype mismatch in wrapper models; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug and resume_from_checkpoint max_steps miscalculation are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but quantization offload behavior is not the same as mmap/OOM on Strix Halo." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure do not share a concrete code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA and accelerate loading of packed BitNet weights are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs TRL SFT input-embedding unpacking issue; different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet processor resolution mismatch vs Perceiver interpolation failure; different models and fixes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Granite speech strict config loading and est-roberta tokenizer loading are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer batch/padding crash vs OmDet image processor size mismatch; not duplicates." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature regression is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config API issues, but Gemma3TextConfig discrepancy is not the same as GPTNeoX rotary_pct reload bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug and Qwen3.5 recurrent-state reset bug are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer kwarg regression and 3d_parallel execution failure are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 load failure and dequantized model offload failure are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash and bark-small CPU offload device mismatch are distinct issues." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issue differs from the Qwen VL video-input regression." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window cache issue is unrelated to StableLm pad_token_idx config regression." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map CUDA assert is unrelated to 3d_parallel.py failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map assert and GPT-OSS MoE tensor-parallel problem are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 11, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:41720|issue:43873", + "issue:45406|issue:45464", + "issue:36010|issue:42617", + "issue:44514|issue:44545", + "issue:36331|issue:41720", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44368|issue:45357", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:43782|issue:45381", + "issue:34567|issue:35707", + "issue:44898|issue:45072", + "issue:42886|issue:44843", + "issue:34634|issue:41720", + "issue:43381|issue:43844", + "issue:44451|issue:44991", + "issue:43421|issue:43653", + "issue:44062|issue:44451", + "issue:44077|issue:44625", + "issue:44918|issue:44936" + ], + "prepared_review_unit_hash": "09c926973e7e676f722f847d06d8781d3c1ac9b011369cccc019ceb0a66d9864", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated issues across tokenizers, processors, generation, training, and loading paths. The strongest duplicate-like pairs are the Qwen2_5_VL `apply_chat_template` batched `padding=False` crash and the offline tokenizer-load regression around `HF_HUB_OFFLINE`/cache behavior; the rest look like broad subsystem similarity rather than the same bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44545 is the clearest canonical issue for the exact duplicate pair with 44514: the titles match very closely and both describe the same batched `apply_chat_template` crash when `padding=False`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest single representative in this mixed set because it anchors the clearest duplicate pair and has the most explicit, narrowly described failure mode among the accepted matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and failure modes: Qwen3OmniMoe video processing vs Qwen3VL load-time weight-only error." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different code paths and symptoms: `gather_for_metrics` label handling vs SAM3 text/bbox behavior." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but on different tokenizers and different failures; not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "One is Qwen3Moe FP8 config handling, the other is Llava Next segfault on load; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Different runtime problems: auto device mapping CUDA assert vs offloading/quantization behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different components and bugs: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated problems: GenerationMixin import error vs `3d_parallel.py` execution failure." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-exact duplicate titles and matching symptom: both report the same batched `apply_chat_template` crash with `padding=False`." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer API mismatch vs Qwen3 device-mapping CUDA assert; different stack layers." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with embeddings/past-key-values are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Device-mapping CUDA assert is unrelated to PEFT/local-checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload mechanics, but the titles point to different concrete failures and models." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation map handling vs Bark voice preset parsing are unrelated processor bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo fix is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration are different subsystems." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning and incorrect visual encoder keys on save/load are different issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different classification bugs: config propagation in Qwen3.5 vs degenerate zero-loss behavior across sequence classifiers." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token/post-processor sync vs DiaConfig save/load token ID loss are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different models and failures: Qwen3VL weight-only load error vs Qwen2.5-VL video position IDs bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState bookkeeping issue vs generation-with-embeds/past-key-values bug; not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image resizing failure and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both titles describe the same offline tokenizer-loading regression: `HF_HUB_OFFLINE=1` / cache failure in `AutoTokenizer.from_pretrained`." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset handling and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs gradient growth under ZeRO-3 are different training issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures on newer versions, but for different models and without evidence of the same code path." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBird mask-token registration are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken argument collision vs model-specific tokenizer load failure are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Patchtsmixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking issue and trainer evaluate-after-train failure are different workflows." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is mostly conservative, but two statements overreach the packet: (1) the canonical reason for issue:44545 claims the pair has the \"same crash signature,\" which is not supported by the packet metadata/title alone; and (2) the 42886/44843 rationale asserts a specific shared implementation path (`model_info()` in `_patch_mistral_regex`) that is not evidenced in the packet. Please downgrade these to title/metadata-grounded similarity unless the underlying issue bodies are available." + }, + "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": 12, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43994|issue:44671", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43596|issue:44220", + "issue:45183|issue:45479", + "issue:43746|issue:45381", + "issue:39692|issue:43873", + "issue:43618|issue:43697", + "issue:43540|issue:44008", + "issue:40444|issue:43746", + "issue:43746|issue:43873", + "issue:44220|issue:44661", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44843|issue:45081", + "issue:43421|issue:44811", + "issue:30064|issue:36010", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:43540|issue:45381", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:43643|issue:44877", + "issue:43782|issue:44977" + ], + "prepared_review_unit_hash": "b4076409348d62d963105bdbd297d4da59ebe49e0568e38b8f16ecc04595a640", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37437, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers bugs, mostly tokenizer/model-loading regressions. There is no single duplicate thread across the set; the only near-match area is the Mistral/Kimi tokenizer regex path, but the specific failures differ.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45081 is the clearest concrete runtime regression in a shared tokenizer code path and has the strongest chance of attracting related reports; it is also open and still actionable.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the most representative standalone bug report in this set: specific, reproducible, and centered on a real crash rather than docs or ambiguous behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: a specific model-load regression vs an unnecessary torchvision dependency in PIL image processors." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated code paths: Qwen3-MoE sliding_window behavior vs a Float8 storage import/type error." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output quality regressions, but for different models and different mechanisms; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to OmDet-Turbo\u2019s processor/model image-size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor updates at runtime and LayoutLMv2 NER/padding crashes are separate tokenizer issues." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer regex handling, but one is a crash in _patch_mistral_regex while the other is a Kimi-K2.5 codec/warning regression; not the same concrete failure." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model configs and symptoms: missing pad_token_id vs sliding_window handling." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed/BertModel init failure and fbank feature extraction are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input-validation error messaging is not the same bug as the degenerate zero-loss classification behavior." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Local checkpoint/PEFT loading failure is unrelated to Qwen2.5-VL video position-id computation." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/example mistakes and quantization/offloading behavior are separate issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions output regression and RTDetr output drift are different model behaviors." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and different failure modes: Qwen3OmniMoe video processing vs Gemma3n variable collision." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT/local checkpoint loading and quantization offloading problems do not share the same code-path issue." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer-mapping/model-registration logic are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch in image preprocessing is unrelated to Gemma3n's audio mask variable collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are distinct configuration bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent reconstruction are different code paths and failure mechanisms." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is an attribute error on tokenizer objects; distinct bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processing and Whisper batch_decode skip_special_tokens behavior are separate tokenizer/processor issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing has nothing to do with a GenerationMixin import error." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument collision is not the same as a model loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are different model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs, but they affect different model families and different tensor bookkeeping paths." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and SwitchTransformers/TimmWrapper bfloat16 mismatch are separate issues." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different models and different failure modes: compile+SDPA vs config save/load token-ID loss." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Trust-remote-code config field loss and strict granite_speech config loading are not the same underlying bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load failure and Qwen3.5 flash-attention generation issues are separate 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": 13, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406" + ], + "soft_pairs": [ + "issue:43577|issue:43582", + "issue:43531|issue:43643", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:44561|issue:45020", + "issue:43653|issue:43819", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:43650|issue:43906", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:44805|issue:44936", + "issue:44485|issue:44509", + "issue:43606|issue:45072", + "issue:30064|issue:36331", + "issue:42175|issue:45081", + "issue:43782|issue:45325", + "issue:44610|issue:45072", + "issue:44060|issue:44368", + "issue:34634|issue:36010", + "issue:45081|issue:45406", + "issue:43720|issue:45072", + "issue:43262|issue:43819", + "issue:43653|issue:44671", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:43526|issue:43697" + ], + "prepared_review_unit_hash": "a2cd2883ebe85c6b67fc7d3b2117aff834e89eead81e200cf6541517b1adea11", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36605, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most pairs share only broad topic words (loading, tokenizers, processors, v5 regressions) but not the same concrete bug or change. I would reject all soft edges; there is no clear duplicate subset here.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the issues span unrelated regressions across processors, model loading, training, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella-style report in the set (remote_code regressions) and the most plausible representative, but it still does not match the other issues closely enough to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different failures in different subsystems: BLIP2 dtype loading vs Apple Silicon allocator warmup." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and trust_remote_code config fields are unrelated bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Distinct loading issues: non-persistent buffer junk vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme of remote_code breakage, but one is a specific v5 helper removal while the other is a broader meta-report." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error messaging and SigLIP2 output quality are different problems." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue is unrelated to DAC forward/from_latents behavior." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder/nonsense issue and an isolated reproduction of another bug are not duplicates." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both concern removed pipeline tasks, but one is a runtime error message and the other is docs drift." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer/model loading failures with different models and inputs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL and template-node compilation errors are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: Qwen3 device-mapping crash vs tokenizer loading for a different model." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Generic shape-mismatch IndexError and trainer.evaluate() failure after train are not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion and removed-pipeline-task documentation are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific inference mismatches: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure and CustomTrainer loss-signature breakage are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Tensorflow packaging/backends and Mistral regex patching are different issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but they affect different models and different mechanisms." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet image-size mismatch and dtype mismatches in other models are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "One is a tied-weights bug; the other is a user-facing warning about config, not the same defect." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors in processor/tokenizer code, but they hit different processors and fields." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and bfloat16 dtype mismatches are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBird special-token registration and CamemBERT masked-LM output regressions are different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but FSDP RAM-efficient loading and init_empty_weights argument handling are distinct code paths." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP image-loss crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 14, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45538", + "issue:45600" + ], + "soft_pairs": [ + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:43454|issue:43577", + "issue:44568|issue:45488", + "issue:34634|issue:36331", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:44568|issue:45356", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43262|issue:44811", + "issue:43749|issue:44756", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43257|issue:43931", + "issue:43257|issue:43756", + "issue:36010|issue:36331", + "issue:43697|issue:45357", + "issue:34567|issue:40990", + "issue:43329|issue:43450" + ], + "prepared_review_unit_hash": "022972e5321558d0ac00828515e031847a5a522e0e1917e22504a2517febed05", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37223, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated regressions across different models/components. The only strong duplicate-like match is the Qwen video-input regression: the undefined-helper bug in `_get_num_multimodal_tokens` aligns with the broader v5.3.0 video-input failure report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43329 is the most concrete root-cause report for the Qwen video regression; it pinpoints the broken video branch in `_get_num_multimodal_tokens` with undefined helpers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 best represents the duplicate cluster because it identifies the specific failing code path rather than only the downstream regression symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction vs an MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different areas: Qwen multimodal video token counting vs auto_mappings referencing removed configs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated failures: template-node compilation error vs CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: BigBird special-token registration vs gpt-oss quantization loading/fallback." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different code paths: AyaVision weight tying vs BLIP2 dtype loading." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both tokenizer-related, but different concrete bugs and models; no shared code-path shown." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to CustomTrainer.compute_loss kwargs handling." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both are training-related, but the failures differ: Zero3/non-pretrained Bert IndexError vs evaluate-after-train behavior." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated loading regressions: gguf_file handling vs a tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems: Qwen3 MoE accelerate/deepspeed weight conversion vs Qwen video token counting." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7 test loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: GraniteSpeech PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: Float8 storage lookup error vs PIL backend torchvision dependency regression." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: MoE weight conversion/loading vs CUDA OOM." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs example/model mismatch and quantization failure are not the same as gpt-oss MXFP4 loading behavior." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different models and token handling logic." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different issues: DAC STE/from_latents mismatch vs DiaConfig save/load losing custom token IDs." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor shape output." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA on Bamba vs quantization fallback on gpt-oss." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "The notebook/custom-model regression is too broad; the GenerationMixin import error is a distinct symptom without clear same root cause." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are separate loading/memory issues." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: MoE conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated model-specific issues: MoE conversion vs Smollm3 RoPE-layer mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RTDetrV2 output differences vs Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to GPT-oss perplexity." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video processing, but one is a broken multimodal-token helper in the video branch while the other is batched processor shape output; not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to gpt-oss quantization behavior." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to PIL backend requiring torchvision." + } + ] + }, + "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": 15, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44484", + "issue:44488", + "issue:44560", + "issue:44704", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:43577|issue:45072", + "issue:42175|issue:44938", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:43906|issue:45381", + "issue:43927|issue:44912", + "issue:43540|issue:44560", + "issue:44291|issue:45042", + "issue:43540|issue:44479", + "issue:42915|issue:45538", + "issue:33357|issue:34567", + "issue:42915|issue:43742", + "issue:42175|issue:43824", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:42175|issue:44488", + "issue:42915|issue:44821", + "issue:44062|issue:44991", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:43646|issue:43749", + "issue:43643|issue:45375", + "issue:28282|issue:34689", + "issue:36010|issue:42175", + "issue:43756|issue:45325", + "issue:44484|issue:44704" + ], + "prepared_review_unit_hash": "25efea943da128089a80b22cc5a8503e970686944787ed00c330a9f940016868", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36755, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. I only see three soft-edge pairs that plausibly describe the same underlying bug: Qwen video-input/position-id regression, AddedToken tokenizer loading, and trust_remote_code config field loss.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44479 is the strongest canonical issue candidate: it describes the broadest, clearest regression and likely covers the more specific Qwen2.5-VL video-position failure in 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best overall representative in this set because it is a broad regression report with multiple related model variants and a concrete loading/position-id failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype-related symptoms, but they affect different model families and different code paths; not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Unrelated failures: backend install coverage vs Python 3.14 load failure." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen and runtime failures, but one is auto device mapping/cuda assert and the other is video input processing; too different to merge." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression around incorrect vision/position ids; 45381 looks like a narrower reproduction of 44479." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to an Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading regression for a specific repo is unrelated to CLIPTokenizer's max_length constant." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to tokenizer max length behavior." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "No concrete evidence that this isolated reproduction matches the Qwen video-position bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config custom token IDs being lost is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input errors, but they involve different model variants and different failure modes; too weak to treat as the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL backend torchvision requirements are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video-input problems, but the titles point to different model families and symptoms; not enough to call them the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config loading failure is unrelated to CLIPTokenizer max length." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error in CLIP model loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading issues with no shared concrete code path." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and a Qwen import error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement and flash_attention sink handling are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero loss are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend install issue is unrelated to a specific model failing to load." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": true, + "reason": "The tokenizer-loading failure for EMBEDDIA/est-roberta is likely the same AddedToken special-argument bug evidenced by the explicit TypeError in 44062." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model inference failures on different architectures; no shared bug indicated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only loading are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": true, + "reason": "Both point to config fields being lost during trust_remote_code/strict loading; 45375 looks like a model-specific instance of the same deserialization bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-not-found ImportError and Llama 3.2 Vision loading breakage are different problems." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/positioning, but they affect different models and distinct logic; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size policy and cached_file kwarg forwarding are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are mostly conservative. The three accepted pairs are plausible same-bug groupings based on the titles, and the rejected pairs are generally well-justified by differing model families or failure modes. No clear overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44514|issue:45290", + "issue:44792|issue:44964", + "issue:43688|issue:43749", + "issue:45405|issue:45600", + "issue:43643|issue:44561", + "issue:44514|issue:45381", + "issue:43697|issue:45216", + "issue:43452|issue:43577", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:43688|issue:45440", + "issue:43452|issue:44843", + "issue:43653|issue:44568", + "issue:44625|issue:44877", + "issue:43720|issue:44898", + "issue:43295|issue:45356", + "issue:41762|issue:44936", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:41720|issue:43906" + ], + "prepared_review_unit_hash": "b4773358d07fdb69285f742df08050e499ec0879cff3cd9460929bd51bc8995b", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated regressions or feature bugs across tokenizers, trainer, model loading, and multimodal processors. Only a couple of soft pairs look like true duplicates or near-duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue fits the cluster well; it spans several distinct bug families rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 is the clearest representative of a concrete, user-facing loading regression with broad API impact, but it is not a true umbrella for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 model correctness problem: HF outputs disagree with the reference implementation and produce nonsensical results through AutoModel/pipeline." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading failures, but the concrete bugs differ: a key error in MobileLLM loading vs an init_empty_weights/_is_hf_initialized argument mismatch." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Completely different problems: missing PyTorch import vs a LayoutLMv3 validation/error-message issue." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but the failure modes and code paths differ: AddedToken special-arg duplication vs _patch_mistral_regex assuming backend_tokenizer exists." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer-related, but not the same bug: num_input_tokens_seen not updating vs CustomTrainer.compute_loss signature breaking on num_items_in_batch." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve model/tokenizer loading, but there is no clear evidence they stem from the same concrete regression or code path." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated loading paths: init_empty_weights argument handling vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but the triggers are different and likely independent: batched padding=False vs tool-call assistant messages with no content." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and symptoms; one is a failing Janus test, the other is a Phi-4 multimodal loading regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Distinct bugs in different subsystems: auxiliary loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Not the same issue: an unreleased dependency version bump vs stale auto-mapping references breaking CI." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but the regressions differ: missing config fields vs removal of is_torch_fx_available." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL regressions affecting different parts of processor/chat-template handling." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and failure modes: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both are loading/model issues, but one is GGUF/from_pretrained breakage and the other is a dtype propagation bug in Blip2." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are load-time errors, but one is a key error in model loading and the other is a missing Float8 storage type." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different regressions in unrelated tokenizer/image-processing code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and bugs: auxiliary loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "One is GGUF/from_pretrained loading breakage; the other is an offline-mode failure in _patch_mistral_regex." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but the concrete issues differ by tokenizer and behavior." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated config issues: num_labels propagation vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model/code paths: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image routing breakage vs Kimi-K2.5 codec and warning behavior." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer/loading failures: ZeRO-3 model load index error vs evaluate-after-train failure." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality entirely: DAC latent reconstruction vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights serialization regression in v5, with device-dependent lm_head.weight behavior and translation models as manifestations of the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different Qwen3-related problems: auto device mapping cudaErrorAssert vs a reproduction of another issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted pairs are plausibly the same underlying bug family, and the rejected pairs avoid overstating similarity. No mergeability problems are apparent." + }, + "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": 17, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44843", + "issue:44849", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45588" + ], + "soft_pairs": [ + "issue:44464|issue:44743", + "issue:43525|issue:43643", + "issue:24643|issue:29127", + "issue:43577|issue:43697", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:44843|issue:44991", + "issue:43653|issue:44361", + "issue:43122|issue:43906", + "issue:44479|issue:44936", + "issue:44977|issue:45356", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:43577|issue:45588", + "issue:30064|issue:33666", + "issue:43577|issue:44554", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43329|issue:45325", + "issue:43531|issue:43742", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43504|issue:43720", + "issue:43452|issue:44451", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:44849|issue:45357", + "issue:43262|issue:45084", + "issue:45200|issue:45229", + "issue:43504|issue:44610" + ], + "prepared_review_unit_hash": "31db77567e6a1728bedf20843efe71cdea887bdd0d5de5ec4197675a925babf4", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37234, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, processor, generation, training, and model-loading bugs/regressions. None of the soft pairs look like the same underlying defect, so there is no strong duplicate canonical here.", + "confidence": 0.83, + "canonical_issue_reason": "No clear canonical issue: the set is too diverse to collapse onto one underlying bug or fix target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the cluster is too heterogeneous for a meaningful best duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation regressions: compiled-forward inconsistency vs recurrent state reset with cache." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Different config-loading problems: missing pad_token_id vs missing fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different failures: DeepSpeed training runtime error vs LayoutLMv3 box-information validation/error messaging." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs: BLIP2 dtype handling vs RTDetrV2 output divergence in v5." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer loading failures for different models and code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different symptoms: siglip2 zero probabilities vs processor.tokenizer/custom image-passing regression." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both affect tokenizer loading, but one is an offline model_info call and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode issue is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Insufficient evidence they share the same root cause; one is a tokenizer regression, the other is a reproduction of a different issue." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Different areas: Qwen VL video regression vs trainer.evaluate() failure after train()." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Different problems: Qwen3.5 flash-attention generation bug vs Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different: missing PyTorch import vs NoneType broadcast in Trainer." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: missing PyTorch import vs MacOS bus error with community CLIP." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Different issues: import error vs embedding reinitialization after resize." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: BLIP2 dtype loading vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated: void segmentation-map processing vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different defects: BLIP2 dtype issue vs MPS attention correctness bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: special-token decode output vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation bugs with different mechanisms and model families." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Different video/VLM regressions: undefined helpers in token counting vs rope-index scaling bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding-window issue vs MobileLLM loading key error." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different defects: Bamba torch.compile/SDPA bug vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different Qwen3.5 issues: video input regression vs num_labels propagation." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading bugs: legacy field in Beit vs packed-weight unpacking in BitNet." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Related to model loading, but not clearly the same root cause; insufficient evidence to merge." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated bugs in different models and execution paths." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failure modes: auto device mapping cudaErrorAssert vs compiled-forward chunked generation." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden-states behavior vs save_pretrained visual key corruption." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Different issues: chat-template audio sample-rate default vs compile error on non-template nodes." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different Gemma 4 problems: text-only mm_token_type_ids default vs multi-GPU inference OOM." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: Beit legacy field load failure vs OmDet-Turbo processor/model input-size 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": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:32090|issue:34567", + "issue:32090|issue:33666", + "issue:43278|issue:43688", + "issue:43334|issue:43572", + "issue:43756|issue:44913", + "issue:43540|issue:43716", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:43742|issue:44821", + "issue:43720|issue:43927", + "issue:33666|issue:36010", + "issue:43606|issue:43927", + "issue:43688|issue:43873", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43540|issue:44977", + "issue:43720|issue:44361", + "issue:44488|issue:44843", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43493|issue:43844", + "issue:43756|issue:44060", + "issue:33666|issue:36331", + "issue:44589|issue:45520", + "issue:44521|issue:45290", + "issue:44625|issue:45584", + "issue:44423|issue:44734", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:43688|issue:43746", + "issue:33357|issue:33666", + "issue:39692|issue:43295", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "bce2088b80eab07a2eec3247d951b3e1cd3df91801de0a36afad777b7d1f100e", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37805, + "estimated_input_tokens": 9452, + "estimated_eval_tokens": 19160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives across unrelated bugs (training, config, multimodal serving, loading, docs). No pair appears to be the same underlying defect or a shared fixable code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer failures: GPU broadcast TypeError vs TrainerState token counter not updating." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated training contexts: `_gpu_broadcast_one` NoneType error vs Qwen2-VL multi-GPU training request." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different models and symptoms: BF16/FP32 eval dtype drift vs auxiliary-loss normalization error." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config fields, but on different models and attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve rotary settings, but one is Smollm3 RoPE layer selection and the other is GPTNeoX config reload persistence." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different multimodal preprocessing bugs: Qwen3OmniMoe video processing vs Mistral-3 image dtype mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Same broad theme of missing config IDs, but distinct models, fields, and failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation-task error message regression." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths: MobileLLM key error vs AutoImageProcessor URL loading failure." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load is unrelated to config token IDs lost on save/load." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request is unrelated to a GenerationMixin import failure." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig serialization losing custom token IDs." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Auxiliary-loss normalization and quantization offloading are different problems with different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3/MoE loading issues, but one is accelerate+deepspeed weight conversion and the other is a transformers dev regression in model loading." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated training bugs: embedding dtype changes during eval vs abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3OmniMoe, but one is video-input validation and the other is flash-attention generation behavior." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug is not the same as MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for sleng-bert is unrelated to the offline-mode Mistral regex patch issue." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors are not the same as a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to the PEFT minimum-version bump being unreleased." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 model parity vs ZeRO-3 gradient growth." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both are model-specific loading/config issues, but they concern different architectures and different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to a custom compute_loss signature breakage." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to a flash_attn import-utils KeyError on Python 3.13." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Two different server crashes: multimodal `str`-to-`.to()` failure vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same as inconsistent lm_head.weight serialization by device." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a Qwen2.5-VL class is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization and PEFT local-checkpoint loading are different failures in different code paths." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc-example mistakes are not the same as a regression in processor/tokenizer access and image passing." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to `_is_hf_initialized` being passed during init_empty_weights." + } + ] + }, + "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": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43927", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43504|issue:43606", + "issue:43994|issue:44493", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:43232|issue:44849", + "issue:43844|issue:44964", + "issue:43582|issue:44977", + "issue:39401|issue:44568", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:37428|issue:43957", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43295|issue:44610", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "6a59b39f5c0a7599aa18619a3ee6052e9a8a487d0f8d5825111379c1bea34563", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35998, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated model-specific bugs, tokenizer regressions, generation edge cases, and CI/device failures. I do not see a true duplicate core, so there is no strong canonical anchor.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items are largely unrelated; if forced, issue 43504 is the cleanest self-contained bug report, but it does not represent the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43504 is the most concrete and reproducible standalone bug report in the set, with a clear loading failure and a plausible fix path, but it is only a representative issue, not a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: BEiT model preset loading vs. Bark CPU offload device mismatch. Same broad area, not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "One is SigLIP2 inference behaving nonsensically; the other is a position-id key warning across many models. No shared concrete code path." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading bug and BigBirdTokenizer mask-token registration are unrelated subsystems." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/config failures, but for different models and symptoms; not the same underlying defect." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 TP OOM and a PEFT version-pin regression are entirely different issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is not the same as a resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and an unmet PEFT version requirement do not share the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-reporting issues are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device handling, but one is a real CPU offload mismatch and the other is a stale test override issue." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export problem and SigLIP2 zero-probability outputs are different model behaviors." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is not the same as Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation/template-node error and a Python 3.13 flash_attn import KeyError are different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-state output behavior are separate generation issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal loading on latest transformers are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError and Qwen3.5 flash-attention generation bugs do not match." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 tokenizer offset mappings and mdeberta special-token addition are different tokenizer regressions." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch in inference and Wav2Vec2 save/tokenization failure are different code paths." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel model_init application issue and Qwen3.5 hidden-state bug are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device model loading regressions are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer codec regression are distinct." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different model configs and likely different fixes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency and LoRA-merge model collapse are both weight-related, but not the same concrete defect." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression and OmDet-Turbo size mismatch are separate model-processing issues." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release 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": 20, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43653", + "issue:43701", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44849", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:44792|issue:45563", + "issue:43873|issue:44464", + "issue:44514|issue:44521", + "issue:43388|issue:43526", + "issue:37428|issue:43824", + "issue:43844|issue:44936", + "issue:43572|issue:44987", + "issue:43572|issue:44589", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:44360|issue:44561", + "issue:38175|issue:45412", + "issue:44442|issue:45198", + "issue:43295|issue:43873", + "issue:44206|issue:45584", + "issue:43122|issue:44849", + "issue:43278|issue:43856", + "issue:43295|issue:43994", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44568|issue:44991", + "issue:43653|issue:44112", + "issue:45290|issue:45381", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44462|issue:44561" + ], + "prepared_review_unit_hash": "b679a0f05f7f10fcc02a065d2ba4e1346a35ed4edbbf28b61f6f01823121eb44", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues cover unrelated regressions in SigLIP, Qwen, tokenization, chat templates, training, docs, and CI. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 model discrepancy vs checkpoint/resume key mismatch; unrelated failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure vs stale generation warning; different code paths and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior vs compiled forward chunked generation outputs; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batching crash and the other is assistant_mask being all zeros; too different to merge." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both are label-handling issues, but in different components and with different concrete behavior." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and unrelated model paths." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed gradient instability vs trainer.evaluate() after train(); unrelated trainer behavior." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing StableLmConfig field after v5 update vs a specific model-loading failure; not the same underlying defect." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Config field regression vs Float8 storage lookup error; different subsystems entirely." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a model class vs incorrect detokenization; different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs batched video-shape bug; different affected paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A model/indexer architecture comment vs trust_remote_code breakage from removed helper; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for one tokenizer vs save_pretrained/tokenization failure for a different model family." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor API regression vs quantization/offloading behavior; not the same problem." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor unsupported arg vs Whisper empty-transcription generation failure; different models and failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44849", + "accept": false, + "reason": "Tokenizer-version regression vs Qwen3.5 hidden-states bug; unrelated behavior." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Eval dtype drift vs MoE training memory inefficiency; different issues." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Processor/tokenizer access regression vs SigLIP2 inference nonsense; same broad area but not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 failure vs missing Qwen2.5-VL import; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is HF-vs-JAX discrepancy; too broad to treat as one bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues around pipelines, but they concern different documentation changes and not one shared defect." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Special-token handling for mDeBERTa vs tokenizer loading for est-roberta; different models and regressions." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs GraniteSpeech CI test flake; unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs Qwen2.5-VL video position ids; different multimodal bugs." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video processor batch-shape bug vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embedding collapse vs category-cardinality runtime error; no overlap in code path." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/STE mismatch vs Qwen3 Omni MoE feature-length helper behavior; different subsystems." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs removed is_torch_fx_available breaking trust_remote_code; 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": 21, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:45200|issue:45588", + "issue:44561|issue:44779", + "issue:43450|issue:43575", + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:37428|issue:43425", + "issue:45310|issue:45478", + "issue:44448|issue:44743", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:43335|issue:43550", + "issue:43819|issue:44493", + "issue:45200|issue:45381", + "issue:43450|issue:43526", + "issue:44855|issue:45083", + "issue:39692|issue:44493", + "issue:44977|issue:45229", + "issue:43335|issue:43653", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:29127|issue:32090", + "issue:38175|issue:44493", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:44568|issue:45491", + "issue:43550|issue:44112", + "issue:43335|issue:45072", + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "b5bca066223b52bd550838efb99562e7ad6457c0e68fe2898b2f2c38252475f0", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38874, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair is a true duplicate: the two identical Qwen3.5 MoE `from_pretrained` errors. The rest are distinct bugs across different models, processors, or failure modes and should not be merged.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the earlier instance of the only clear duplicate pair, with the same Qwen3.5 MoE `from_pretrained` error title and likely the fuller original report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it cleanly captures the duplicated Qwen3.5 MoE loading failure; no PRs are present in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and failure modes: Gemma4 text-only fine-tuning token IDs vs flash-attention auxiliary-state crash." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 breakages, but one is a removed helper affecting trust_remote_code models and the other is a tokenizer output regression for Deepseek." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to Qwen2.5-57B TP loading OOM." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different model components: processor output size mismatch vs loss crash under float16 AMP." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detector bugs: AMP/CUDA crash in loss computation vs missing auxiliary losses when denoising is disabled." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention v5/compatibility, but one is a missing flash-attention import and the other is a Torch 2.10 incompatibility problem." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE `from_pretrained` error report; these are clear duplicates." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift across versions is unrelated to Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default issue is unrelated to batched video processor shape handling." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to a qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to a pipeline error message about translation tasks." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as a Trainer `_gpu_broadcast_one` NoneType TypeError." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different breakages." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example problems are unrelated to BeitImageProcessorFast `reduce_labels` returning only one label." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Model loading failure from `base_model_prefix` removal is distinct from Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Bamba-9B-v2 torch.compile SDPA failure." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and generic position-id key warnings are different issues with no shared code-path." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal fine-tuning, but one is missing mm token type IDs and the other is wrong vision position IDs." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Batched video shape bug is unrelated to BEiT `reduce_labels` behavior." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `IndentationError` from torch.jit parsing is unrelated to the qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example errors are not the same as unexpected position-id key warnings in models." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and Deepseek tokenizer regressions are different models and failure modes." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer broadcast TypeError." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug is unrelated to generic unexpected position-id key warnings." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug is unrelated to qwen3_omni_moe length computation." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer misconfiguration is unrelated to BEiT semantic-segmentation preset loading with a legacy field." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression is unrelated to Gemma3 NaN embeddings from mixed-length sliding-window attention." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 is unrelated to an MPS attention correctness bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset failure with multiple images is unrelated to BEiT fast processor `reduce_labels` behavior." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failures are different concrete bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config issue is unrelated to D-FINE auxiliary-loss handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet: the only clearly duplicated pair is issue:45310 / issue:45478, which have the same title and are the only pair the evidence supports as a duplicate. The non-duplicate soft-edge calls are appropriately conservative. One minor improvement: avoid unsupported phrasing like \"likely the fuller original report\" unless the packet provides that 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": 22, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44265", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43720|issue:44112", + "issue:45372|issue:45588", + "issue:43066|issue:44462", + "issue:43412|issue:45588", + "issue:34689|issue:35141", + "issue:45372|issue:45406", + "issue:44977|issue:45563", + "issue:44857|issue:45072", + "issue:43606|issue:44857", + "issue:43873|issue:45229", + "issue:37428|issue:44987", + "issue:43701|issue:45083", + "issue:43873|issue:44493", + "issue:43976|issue:45440", + "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:45372|issue:45459", + "issue:32090|issue:33357", + "issue:44451|issue:45520", + "issue:44448|issue:44466", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:44857|issue:45588", + "issue:44186|issue:45198", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:44265|issue:45198" + ], + "prepared_review_unit_hash": "1b06e7dde74a65ed9983014a68ed4f575dd65ff6c14d71966a8bb10d4ab5bafb", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37422, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not form a coherent duplicate cluster: the items span unrelated tokenizer, loading, export, attention, dtype, CI, and model-specific failures. No soft pair looks like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue: the issues are heterogeneous and none is clearly the shared root cause for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate; there is no single issue that cleanly represents the rest as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime failures, but they hit different models and different failure modes: packed-weight loading vs a stale device-override test." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Both involve Gemma/transformers internals, but one is a missing import for Gemma 4 processor loading and the other is a flash-attention crash on sink-less models." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenization behavior, but one is a wrong decoder type in v5 and the other is AutoTokenizer ignoring tokenizer.json; different bugs and code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failures and flash-attention s_aux=None crashes are unrelated code paths and not the same defect." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading for Llama 3.2 Vision and embedding reinitialization after resize are distinct problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both are Gemma 4 processor issues, but one is an import error and the other is a serve-time missing _tokenizer attribute; not the same underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation bug, the other is a stale warning for paged generate(); different behavior and fix." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention precision/device behavior, but one crashes in float16 AMP loss and the other is a bfloat16 inference dtype mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP CUDA crashes are different runtime paths." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash-attention import failure and inability to load a specific model on transformers>=5.1.0 are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and feat-extraction length behavior affect different subsystems." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantized offloading failures and unexpected position-id keys are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python compatibility breakage and DeepseekV3MoE divergence are different classes of problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality RuntimeError and a stale generate warning are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output embedding reinitialization after resize do not share a concrete code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and qwen3_omni feature-length behavior are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 multi-GPU OOM are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/evaluate embedding dtype drift and undefined variables in multimodal token counting are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Missing ReasoningEffort import and tokenizer errors hidden by protobuf exception handling are different defects." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer gpu broadcast NoneType error and MacOS bus error with CLIP are unrelated runtime failures." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are version-related regressions, but one is output differences in Pegasus while the other is lm_head.weight serialization; not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and bad SigLIP2 outputs are different problems." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A placeholder Conv2d in Sam3PixelDecoder and an RT-DETR memory leak are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one NoneType errors are completely different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP loss crash and flash-attention s_aux=None crash are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are separate tokenizer issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Bad SigLIP2 model outputs and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are distinct 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": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:42915|issue:42994", + "issue:43278|issue:43381", + "issue:44361|issue:45198", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43257|issue:43278", + "issue:44871|issue:44977", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:45072|issue:45229", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:43653|issue:44442", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:43381|issue:43701", + "issue:44977|issue:45245", + "issue:29942|issue:36010", + "issue:43262|issue:44206", + "issue:43761|issue:44079", + "issue:29127|issue:33357", + "issue:43441|issue:45588", + "issue:29127|issue:35141" + ], + "prepared_review_unit_hash": "26b5fb5748b1716ea4182d12e5388bb7ec5f374fd5b82bc3daa1d5c61ba49220", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35536, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the paired issues span unrelated models, tokenizers, processors, training/runtime errors, and doc/runtime regressions. None of the soft pairs look like true duplicates or the same fixable code-path problem.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items are not duplicates of one underlying bug and mostly concern different components and failure modes.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No clear global representative issue; the set is too mixed for one issue to safely summarize the rest.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Different quantization problems: FineGrainedFP8Config failure vs model saving failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Different symptoms and code paths: dtype drift in evaluate vs gradient checkpointing blocked in eval mode." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model areas and failures: MLuke task AttributeError vs Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different processors/models and failure modes; not the same underlying regression." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and distinct implementation divergences; too broad to be one bug." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion bug is unrelated to training/eval dtype changes." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different issues: eos_token_id config mismatch vs flash-attention generation failure." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch and RT-DETR memory release are different bug classes." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and mistral_common import breakage are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error is not the same as a generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "bfloat16 dtype mismatches are not the same as a multi-GPU CUDA OOM." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in CLIP loading and SigLIP2 documentation errors are distinct." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and deepspeed Adafactor OOM are different failures." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id import failure is unrelated to Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT reduce_labels bug and LayoutLMv2 NER/padding crash are different tokenizer/processor problems." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings are separate generation/runtime bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression and category-count RuntimeError are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LASR center-arg crash are unrelated processor bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel not returning hidden states and ModelOutput key assignment are different code paths." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral FlashAttention failure and s_aux=None crash in flash_attention.py are distinct issues." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization in post_init 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": 24, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41628", + "issue:42915", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43232|issue:43388", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43526|issue:44857", + "issue:44479|issue:45290", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:43526|issue:44610", + "issue:44743|issue:44811", + "issue:43931|issue:45216", + "issue:43452|issue:45588", + "issue:43761|issue:44188", + "issue:43316|issue:43525", + "issue:45588|issue:45600", + "issue:44977|issue:45584", + "issue:43646|issue:44077", + "issue:43575|issue:43701", + "issue:43994|issue:44206", + "issue:39692|issue:45491", + "issue:43873|issue:45588", + "issue:43575|issue:44387", + "issue:43673|issue:44743", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:41628|issue:45372", + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:44077|issue:44479" + ], + "prepared_review_unit_hash": "a0f7753ed7db75dec53aa65d50b227e7d61a4ee033c1a56f6b0741c68a559618", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated Transformers bugs/regressions across different models and subsystems. None of the soft pairs look like safe duplicates, so all candidate merges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most central and broadly referenced open report in the set, with the highest discussion/inbound activity and a general subsystem impact (quantization/offloading).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue overall because it is active, well-discussed, and has external references, making it the most cluster-like anchor among otherwise disparate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different failures: generation kwargs after GPU sync vs metric-gathering truncation of tuple labels. No shared code path." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and symptoms: Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated areas: tokenizer loading for FastSpeech2Conformer vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different components: BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Different subsystems: Qwen video-input regression vs chat-template handling of assistant tool-call messages." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression vs sequence-classification loss degeneration; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety issue in modeling_utils vs DeepseekV3MoE implementation drift; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Image-processor label handling vs OmDet-Turbo processor size mismatch; not the same failure." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different behavior: recurrent state reset with cache vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen, but one is a load-time weight mismatch and the other is a save_pretrained checkpoint regression; distinct code paths." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file vs flash-attention sinkless-model crash; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence; different mechanisms." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but they affect different configs and different missing attributes; not one bug." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "flash_attention crash on s_aux=None vs stale auto_mappings references to removed configs; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen flash-attention generation regression vs Whisper empty-transcription generation failure; different models and logic." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model initialization breakage vs a specific patchtsmixer post_init policy issue; too different to merge." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel model load vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 bad outputs from AutoModel/pipeline vs LasrFeatureExtractor unsupported center argument crash; different defects." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch vs Gemma3 mixed-length NaN embeddings; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization/offloading behavior vs flash-attention s_aux=None crash; different subsystems." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM/quantization, but one is a specific Qwen2 TP load failure and the other is a broader int4 reserved-memory regression; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/generation, but one is missing GenerationMixin cache in chunked_prefill and the other is recurrent-state reset with seq_len>1; distinct issues." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver non-default-resolution image classification failure; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed vs TrainerState token counter not updating; no overlap." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they concern different versions and different underlying breakages." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Separate import errors in different dependencies: AutoImageProcessor vs ReasoningEffort from mistral_common." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs docs still using removed pipeline() APIs; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction vs quantization/offloading behavior; different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSTMixer post_init/API policy vs Qwen video-input regression; not the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 25, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "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:43720", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45406", + "issue:45584" + ], + "soft_pairs": [ + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43720|issue:44442", + "issue:44190|issue:44496", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43873|issue:44871", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:44855|issue:45137", + "issue:43381|issue:43856", + "issue:33290|issue:36331", + "issue:34689|issue:36010", + "issue:42175|issue:43316", + "issue:43388|issue:43688", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:16998|issue:22355", + "issue:43316|issue:43716", + "issue:25251|issue:28282", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "740d5325def017cc4034a4efabf5e1f552afba11361694c9724c4e84f41275ec", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35846, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive mix of unrelated Transformers issues. The soft-similarity pairs share broad keywords (loading, config, multimodal, memory, serving), but they do not describe the same concrete bug or change path, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the items are heterogeneous standalone bugs/questions across unrelated subsystems, so there is no true duplicate center for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a representative duplicate target; activity or recency does not overcome the fact that these are different problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed is unrelated to a post_init weight reinitialization bug during embedding resize." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Training-memory OOM and a model-loading regression for Llama 3.2 Vision are different failure modes and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate vs AutoTokenizer failing for a FastSpeech2 tokenizer are unrelated loader/tokenizer issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A dataset-loading problem in an example script is not the same as failing to recognize a model type from config.json." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are both loading-related, but they are distinct bugs in different mechanisms." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig return is not the same as rotary_pct resetting on config reload." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id configuration are separate issues with different symptoms and fixes." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to batched apply_chat_template crashes in Qwen2_5_VLProcessor." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a failing janus image-generation test are unrelated model-specific problems." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient-checkpointing being disallowed in eval mode is a different bug from inefficient Qwen3 MoE training memory usage." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "An OOM in Adafactor+DeepSpeed is not the same as a Trainer API signature break in compute_loss." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression and missing transformers.generation.GenerationMixin import are separate import/load failures." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install extra has nothing to do with Gemma3TextConfig API differences." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and auxiliary-loss normalization are both training bugs, but not the same code-path problem." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures affect different parts of model initialization/inference." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video running out of memory." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "A pipeline choosing the wrong processor class and a missing fpn_position_embeddings attribute are different SAM/video-related bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import error." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral3 image-preprocessor dtype mismatch are different model/config issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch during AutoModel import are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are both model-behavior bugs, but not the same one." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different models, versions, and failures." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer compatibility breakage and an incorrect translation-task error message are separate v5 regressions." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are distinct tokenization/generation bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer in serve." + } + ] + }, + "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": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44220", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44077|issue:44534", + "issue:43906|issue:45290", + "issue:43550|issue:43701", + "issue:43295|issue:44871", + "issue:43606|issue:43701", + "issue:43646|issue:44913", + "issue:43761|issue:44242", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43452|issue:44496", + "issue:45563|issue:45584", + "issue:44521|issue:45381", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:44479|issue:44734", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:41720|issue:43575", + "issue:32090|issue:35141", + "issue:43065|issue:44610", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44938|issue:45542", + "issue:43650|issue:44220", + "issue:44190|issue:44964", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "c48cdbed59c15ddd958c901746b9fa3e593d88d1ce07b3642d5818074d78c99c", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36169, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is thematically broad and does not look like a true duplicate cluster. The soft pairs are mostly broad subsystem matches (generation, chat templates, multimodal, config/loading) but not the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical duplicate: the items span many unrelated bugs. If a representative issue must be chosen, issue #44521 is the most active/open and has the most inbound discussion, but it is not a true center for the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the strongest representative by activity and specificity (open, multiple inbound refs, detailed reproduction), though the surrounding items are too heterogeneous for a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related regressions, but one is about optional post_init on patchtsmixer and the other about non-persistent buffers being corrupted; different bugs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat/template tokenization, but one is a reproduction of an older issue and the other is a crash on assistant tool-call messages; not the same failure." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regressions: processor/tokenizer access breakage vs eos_token_id config inconsistency." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device-offload mismatch in Bark-small versus checkpoint key mismatch; no shared code-path." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both are init/config issues, but one is a broad Transformers 5 init break and the other is GPTNeoXConfig rotary_pct reload behavior; not duplicates." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Completely different model behaviors: CLIPVision hidden_states regression vs MoE load-balancing loss calculation." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM for Sam3Video versus Whisper failure on empty transcription; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a weight-shape load error and the other is a tied-weights warning bug; different underlying problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different model-loading failures: gguf_file handling vs unrecognized model/config error." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a stale warning and the other is a real Whisper crash; not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal regressions, but one is assistant_mask generation and the other is vision_position_ids for Qwen2.5-VL video input; too different to merge." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures for different models: tensor-parallel OOM vs MobileLLM key error." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime problem is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: multimodal video input regression vs serve/KV-cache continuation indexing crash." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent import from image_utils is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different bug from a stale num_return_sequences warning." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Both are large-model loading/runtime failures, but one is auto device mapping cuda assert and the other is tensor-parallel OOM; not the same issue." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Different trainer/broadcast TypeError versus embedding reinitialization bug in post_init." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different model-specific shape/input issues: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Generation inconsistency and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure versus Qwen3.5 flash-attention generation bug; different models and symptoms." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Transformers v5 buffer corruption is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and category-count limit error are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and undefined tf backend from tensorboard-only install are different environment issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title vs _torch_extract_fbank_features error; no relation." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script is unrelated to loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different LoRA/vocab merge collapse bug versus incorrect visual encoder keys saved in Qwen3.5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 27, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43299", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43761", + "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:44683", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:44792|issue:45600", + "issue:43388|issue:43582", + "issue:43761|issue:44743", + "issue:44855|issue:45588", + "issue:44355|issue:44855", + "issue:43540|issue:44734", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:45276|issue:45584", + "issue:43404|issue:45216", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43116|issue:44190", + "issue:44112|issue:45600", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:39692|issue:44190", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:43299|issue:45216", + "issue:42907|issue:43441" + ], + "prepared_review_unit_hash": "c87d4ab43a1ef1e6f1e546393cba717c6524b6f07ce1b4e06c0d6c848f9048fb", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous bag of Transformers bugs and regressions; the soft links are mostly superficial and do not indicate true duplicates. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45003 is the broadest open infrastructure-style bug in the set, but the cluster is too mixed to have a strong true canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best fallback duplicate target because it is open, cross-cutting, and more general than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: janus image-generation test vs removed Sam3LiteText config references in auto_mappings." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated subsystems: metric gathering label trimming vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Both involve model state handling, but one is CLIP hidden_states and the other is Qwen recurrent cache reset." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: Python 3.13 import parsing issue vs flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "One is a generic compiled-Python-file error; the other is a specific DebertaV2 import/parsing regression." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different areas: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are version/platform problems, but one is Python version support and the other is a Python 3.13 parser/import issue." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is config reload persistence." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model behaviors: Gemma4 embedding resize vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Similar serialization theme, but different models and concrete bugs; not the same save_pretrained failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated core issues: patchtsmixer post_init policy vs ModelOutput key assignment." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different code paths: torch.compile SDPA failure vs local dataset loading in an example script." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script problems, but one is empty multilabel outputs and the other is dataset loading." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures: GraniteSpeech stale device override test vs auto_mappings referencing removed configs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs token embedding resize not propagating." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "No match: category-count overflow is unrelated to Whisper empty transcription handling." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different problem classes: pipeline processor lookup vs notebook syntax error." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation/quantization example errors are unrelated to the image-classification dataset-loading issue." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config bugs, but they affect different models and different missing/default fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different API surfaces." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports: a model-specific image processor export vs layer_type_validation in configuration_utils." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: tokenizer padding/truncation crash vs server KV-cache continuation bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model-specific issues: zero probabilities in SigLIP2 vs dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature-extraction error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency/backend packaging issue vs a generic transformers dependency complaint; not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same flex_attention area, but compiled flex_attention on torch>=2.9 and AuxRequest version-gating are distinct failures." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Different serialization/config regressions: tied lm_head weights vs rotary_pct not persisting." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time performance regression is different from unsafe sys.modules access, even if related to import behavior." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different models and symptoms: Qwen3VL loading breakage vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Ministral save/dequantization failure is separate from the FlashAttention runtime failure." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different user-visible bugs in unrelated models; no shared underlying code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 28, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "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:44496", + "issue:44521", + "issue:44683", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:43643|issue:44496", + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:44964|issue:45600", + "issue:43976|issue:44987", + "issue:44112|issue:44964", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43299|issue:45357", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:43526|issue:43901", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:43381|issue:45593", + "issue:44683|issue:45542", + "issue:44351|issue:45278", + "issue:43901|issue:44496", + "issue:43976|issue:45405", + "issue:41950|issue:43650", + "issue:43479|issue:43525", + "issue:41950|issue:45020", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:44496|issue:44877", + "issue:44279|issue:45405", + "issue:43299|issue:43854" + ], + "prepared_review_unit_hash": "6f6f2687a3e0d946629aac730c465b49bc60e1a05a3533d601670b0c477fc40c", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37278, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different models, regressions, and subsystems. The soft pairs are textually similar but do not look like true duplicates or mergeable same-fix items.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella for the recurring version-regression/loading failures in this set, so it is the closest thing to a cluster representative; still, the items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most representative open issue here because it captures the widest version-breakage pattern and is more central than the narrow, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config issues, but one is about missing fields under trust_remote_code and the other is an unrecognized model/config.json problem; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Multimodal processor/tokenizer access bug vs. t5gemma embedding resize bug; different code paths and symptoms." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both involve loading regressions, but one is Phi-4 multimodal and the other is a stale auto_mappings reference; not the same underlying fix." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python compatibility failure and a specific model-loading regression are not the same issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale test failure vs. model loading failure; no shared bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI code output in loading_report are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings entries are different problems." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are distinct." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different modules." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Dependency/version support issue vs. a general transformers dependency complaint; no clear shared root cause." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is a loading failure and the other is a save_pretrained regression with visual encoder keys." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Config/model-type resolution bug vs. PIL image processor torchvision dependency bug; different code paths." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different failures; only broad 'model loading' similarity." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Dtype propagation in BLIP2 loading vs. Qwen3.5 save_pretrained checkpoint correctness; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tied-embeddings warning are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT processor label reduction bug vs. documentation mismatch; different issues." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant mask generation and Qwen2.5-VL rope index scaling are separate multimodal bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE router loss omission and mm_token_type_ids defaulting are different training-time bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs. D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "torch flex_attention compilation failure and TensorFlow backend packaging issue are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report, but 44351 is a specific missing HybridCache import; not enough evidence they are the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for text classification vs. config/model loading failure; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression vs. unreleased PEFT version bump; different dependency problems." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor lookup bug and a placeholder/invalid issue are not duplicates." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are distinct config bugs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a video pipeline processor lookup issue; the other is a broad remote_code regression report." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json being ignored and a Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs. AutoTokenizer loading behavior; related subsystem, different bug." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Unrecognized model due missing model_type and strict config rejection for granite_speech are different config-loading failures." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and an unreleased minimum PEFT version bump are not the same problem." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families with different loading regressions; no shared concrete code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 29, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43475", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:44462|issue:44779", + "issue:38175|issue:44617", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43450|issue:44279", + "issue:43441|issue:44683", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44466|issue:45276", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43653|issue:45593", + "issue:44297|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44361|issue:45593", + "issue:45561|issue:45563", + "issue:43475|issue:44016", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "83dcf28f49e9002ee4535e7e05c292644d6b13c5be4ef596959a245e3ff8da9e", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36273, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster here: the items are mostly unrelated Transformer issues that only share broad themes like tokenization, processors, or v5 regressions. All soft edges are rejected as too semantically different to merge as the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and describe different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated bugs in different model paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as Deepseek tokenization output drift." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 example bug and the other is a pipeline docs mismatch." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Generic placeholder issue versus a specific chat-template crash with tool calls; no shared bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are different model-loading problems." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is assistant mask generation." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video batching shape bug and a dependency issue are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and compiled flex_attention failing on newer torch are different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with offload are separate quantization issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different subsystems: MLA layernorm precision/config issue versus a torch.split return-value issue." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and Perceiver non-default resolution failure are unrelated vision-model bugs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files is not the same as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior change and an unrelated placeholder issue have no meaningful overlap." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization depends on device, while resize_token_embeddings not updating outputs is a different Gemma4 bug." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and Chinese report of slower filtering are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Missing nn import in sentence-transformers and missing tf backend because only tensorboard is installed are different dependency/import issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and CLIPVision hidden_states regression are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer regression are different model-specific failures." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token bug and D-FINE auxiliary-loss issue are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch and gemma-4 zero3 loading are different bug classes." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging with pip extras and Python version compatibility are separate dependency problems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to SigLIP2 nonsensical pipeline outputs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer attribute error and D-FINE loss behavior are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and stale generation warning are unrelated issues." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video encoder attribute error and notebook syntax error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2.5-VL and Python3.9/3.10 compatibility are unrelated release 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": 30, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43881", + "issue:43901", + "issue:43976", + "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:44589", + "issue:44617", + "issue:44661", + "issue:44749", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45593" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:44589|issue:45362", + "issue:43525|issue:43881", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44242|issue:45593", + "issue:44336|issue:44373", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:45003|issue:45561", + "issue:44246|issue:44496", + "issue:36246|issue:42757", + "issue:43531|issue:45362", + "issue:36246|issue:44351", + "issue:43526|issue:45003", + "issue:43673|issue:44561", + "issue:44336|issue:44485", + "issue:44162|issue:45200", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:43441|issue:43540", + "issue:44246|issue:44871" + ], + "prepared_review_unit_hash": "764edf8e4abbf15011fa63d4a90649137fb616b0b124dca3b42483258ff3b14e", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36069, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues with only superficial lexical overlap (mostly imports, Qwen, FlashAttention, or model-loading wording). I would not merge any of the soft pairs as duplicates.", + "confidence": 0.24, + "canonical_issue_reason": "No strong duplicate canon exists here because the items span many different code paths; if a single representative is needed, #44246 is the broadest/highest-activity issue, but it is still only a weak stand-in.", + "canonical_pr_reason": null, + "best_issue_reason": "#44246 is the most generic and discussion-heavy issue in the set, so it is the closest thing to a cluster anchor even though it does not truly summarize the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Same broad FlashAttention wording, but one is a concrete Nemotron model support gap and the other is too generic to prove the same bug/change." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Regression in processor/tokenizer handling is unrelated to the CUDA OOM report for Sam3Video." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures and code paths: a storage-type import/type error versus a Qwen chat crash." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 pad_token_id config error and glm-4v-9b loading failure are distinct model-specific bugs." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and Python-version compatibility are different problems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access and gemma-4 zero3 loading are separate issues." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video pipeline image-processor lookup is not the same as the fbank feature extraction bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE variants, but the reported load/setup failures are different." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs mismatch for return_all_scores does not match an import-performance complaint." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention auxiliary losses, but they affect different models and different gating flags." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal color output and a docstring bug are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer.json loading behavior and a Kimi-K2.5 codec/regex regression are not the same underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Model-addition logic in tokenizer mappings is unrelated to the tensorboard/TensorFlow backend issue." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety and xdist race conditions are different concurrency problems." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is not the same as unrecognized-model/config.model_type loading failure." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependency modules." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are distinct." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: Qwen2_5_VLImageProcessor versus HybridCache." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache behavior and removal of is_torch_fx_available are separate regressions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output handling and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token_type_ids defaults are different model-specific bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing MoE load-balancing loss and LwDetrImageLoss AMP crash do not share the same code path." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and slow filtering after a version upgrade are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-shape issues, but for different models and different missing fields." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Importing a missing image processor and a DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related video/FlashAttention reports, but they describe different failures and fixes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import timing and Gemma-3 eos_token_id config mismatch 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": 31, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "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:44779", + "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", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43066|issue:44779", + "issue:45292|issue:45584", + "issue:44987|issue:45459", + "issue:44779|issue:45292", + "issue:42886|issue:45229", + "issue:41628|issue:41950", + "issue:44995|issue:45200", + "issue:43065|issue:43408", + "issue:43901|issue:45003", + "issue:43232|issue:44336", + "issue:44060|issue:44077", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44995|issue:45588", + "issue:43295|issue:45292", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:43262|issue:44246", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:44466|issue:45335", + "issue:44933|issue:45459", + "issue:43673|issue:44734", + "issue:44869|issue:45356", + "issue:43931|issue:44368", + "issue:45137|issue:45600", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162" + ], + "prepared_review_unit_hash": "708c31f3dbc1992d80b3118f58d084fcb6de263f97d41cbf5e6a75750e968ae7", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most pairs share only broad topical overlap (tokenizers, generation, import/save/load issues, SAM3/Qwen/Whisper regressions) rather than the same underlying bug. I would not merge any of the soft edges as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d) and the closest fit to the few import-related issues, but the cluster as a whole is too mixed for a strong canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative because it captures the widest shared surface area (import/load regressions) among the set, even though it does not subsume most other items cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and appear to be different bugs/code paths." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: embedding resize behavior vs Whisper empty-transcription generation." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a model-loading failure, the other is protobuf exception handling during tokenizer decode; different root causes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Different tokenizer/embedding issues with no shared concrete failing path." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading vs multi-GPU CUDA OOM; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Related to image processors, but one is an import error and the other is a pipeline resolution bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different problems: stale indexer cache on second forward pass vs missing default mm_token_type_ids." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both touch SAM3, but one is a dummy module choice and the other is a model-type mismatch warning." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch vs unsafe sys.modules access; no shared code-path bug." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/cache bug vs ANSI output formatting bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different warnings in unrelated model families; not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention distributed loading, but one is weight conversion and the other is a ZeRO3 deque crash." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config lookup failure vs unsafe module access; too far apart." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache bug vs flash-attention s_aux=None crash; distinct code paths." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression vs embedding resize not propagating; not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different tokenizer/model regressions with no common failing mechanism." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different SAM3/Qwen3Omni video issues; too broad to be duplicates." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample rate bug vs import latency complaint." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different warnings in different generation/tokenization contexts." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tied-weights warning vs flash-attention generation failure; unrelated bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve weights/resize semantics, but the concrete failures and models differ." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Import-from-image_utils regression vs tokenizer protobuf exception masking; different components." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache-related, but they hit different cache logic and failure modes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer/codec-related, but one is Whisper timestamp decoding and the other is Kimi-K2.5 codec handling." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Model weight shape mismatch vs tied-weights warning; not the same problem." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Distributed training crash vs stale auto_mappings reference; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is sync_gpus handling and the other is chunked_prefill cache presence." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs processor save missing files; related surface, different bug." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache issue vs broad import-error report; no shared code path." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization regression vs ESM2 breakage; different 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": 32, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43482", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43873", + "issue:44038", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44361", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561" + ], + "soft_pairs": [ + "issue:44361|issue:44749", + "issue:42673|issue:43704", + "issue:44749|issue:45310", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43701|issue:44749", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:42222|issue:45200", + "issue:42831|issue:44222", + "issue:43873|issue:44945", + "issue:43475|issue:44661", + "issue:45310|issue:45397", + "issue:45362|issue:45375", + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:41628|issue:44351", + "issue:44038|issue:45310", + "issue:42994|issue:44164", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "e4af594eac8bdc983da8d0f80ee481cd570da2e96c0d20d8f6c714f4a0d3f575", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "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": "The cluster is mostly heterogeneous and the soft edges are overwhelmingly false positives. The only clear duplicate is the Qwen3ForCausalLM VRAM leak pair (42673/43704), which should be clustered together; the rest share only broad subsystem/version similarity, not the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more established report for the exact Qwen3ForCausalLM multi-dataloader VRAM leak, with issue:43704 appearing to be the later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the only clearly duplicated bug in this set; the remaining issues are too diverse to serve as a single canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different failures: MLukeTokenizer task AttributeError vs Chinese report about slow filtering after upgrade." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact bug report: Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 43704 is a later duplicate of 42673." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated symptoms: data-filtering slowdown vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related, but one is a PyTorch ImportError and the other is a Sentence Transformers hang; not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Too generic on one side and a specific Gemma-4 zero3 from_pretrained issue on the other; no evidence of the same failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different concrete problems: quantization/offloading behavior vs missing processor save_pretrained files." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve quantized artifacts, but one is save failure and the other is Qwen2.5-GGUF loading under v5; not the same code-path." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to the filtering slowdown report." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and old InternVL2 meta-init incompatibility are different issues." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are model/video related, but the missing fpn_position_embeddings attribute and wrong vision_position_ids are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained failure; too little evidence they are the same defect." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video attribute error is unrelated to AutoConfig trust_remote_code missing-fields behavior." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/API issues, but AutoImageProcessor missing from transformers and a non-existent image_utils import are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer patch crash and auto_docstring annotation crash are unrelated implementation problems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is a generic from_pretrained error while the other is a specific missing config field in vision config." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config pad_token_id missing are different configuration/loading bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but accuracy degradation and save_pretrained failure are not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different runtime issues." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 video loading and tokenizer-mapping new-model registration are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Different model families and failures: Qwen3.5 MoE from_pretrained vs Gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-35B chat crash and missing deepstack_visual_indexes are different symptoms and likely different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs sync_gpus issue and torch.compile attention-kernel divergence are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are only loosely related by model family." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but missing AutoImageProcessor and missing HybridCache are distinct symbols and likely distinct fixes." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe incompatibility and Qwen3.5 MoE from_pretrained error are related only at a broad model/version level." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized model saving failure and extra_state save/from_pretrained handling are different serialization bugs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue and pytest-xdist file race are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the captured_info.txt race." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained legacy-field loading and testing-utils race are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation sync_gpus bug and janus image-generation test failure are not the same underlying issue." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency and MoE load-balancing-loss omission are different model behaviors." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing GenerationMixin cache in v5 chunked_prefill and attention-kernel divergence under torch.compile are separate generation regressions." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing exports and should not be merged as one bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding resize reinitialization are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate is issue:42673 / issue:43704, which is correctly identified as the canonical pair, and the other soft-edge rejections avoid overclaiming equivalence from broad subsystem similarity. No mergeability or evidence-overstatement problems stood out." + }, + "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": 33, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:36331", + "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:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:43784|issue:43824", + "issue:44964|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:42898|issue:45356", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:43278|issue:45137", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:30333|issue:33290", + "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:44297|issue:45310", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:30333|issue:36331" + ], + "prepared_review_unit_hash": "5f3190113d228a21a391c53041fb545c5449d3cfef7d48f06ddb05b6849fae5f", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38156, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated transformers regressions across tokenization, multimodal processors, serving, training, packaging, and DeepSpeed. No soft pair looks like the same underlying bug; the closest shared theme is v5 tokenizer/processor behavior changes.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 42898 is the best anchor for the cluster because it is the broadest v5 tokenizer-regression report and is closest to the small group of tokenizer/processor-related items; the other issues mostly describe distinct bugs in different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "42898 is the most representative user-facing regression in the set and the clearest generalization point for the tokenizer-behavior subset, though the cluster as a whole is not a duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors: clean_up_tokenization_spaces vs add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated subsystems: Phi4MultimodalConfig default initialization vs Whisper timestamp decoding crash." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bug classes: multimodal config defaults vs ModelOutput key assignment logic." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility in Transformers 5.1.0 is unrelated to a missing image_utils import." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend extras mismatch is unrelated to an image_utils import failure." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures in different libraries/models: sentence-transformers nn import vs Qwen2.5-VL class export." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "One is a model-loading regression; the other is a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files and Qwen3.5 MoE from_pretrained failure are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention branching is unrelated to a docstring error." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning behavior and missing _tp_plan are different model-configuration issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is about whitespace cleanup and the other about codec handling/fix_mistral_regex warnings." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache tensor indexing and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure and add_special_tokens behavior are distinct tokenizer issues." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to a ZeRO3 deque underflow." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization, but they describe different regressions and code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image processor method and remote-code/meta-init incompatibility are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on training failure and Adafactor+DeepSpeed OOM are unrelated training problems." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer whitespace cleanup regression is separate from a model-output difference between v4 and v5." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "AutoImageProcessor import breakage and protobuf decode-error masking are different import/error-handling issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and tokenizer_class mismatch on save_pretrained are different failures." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior change is unrelated to processor.tokenizer/image-to-tokenizer regression." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer filling are unrelated model-state bugs." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer and protobuf error masking are not the same issue." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE-specific and the other is missing processor files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy degradation and missing processor save files are different problems." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch on save and Qwen3.5 MoE load failure are different issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing is_offline_mode export are separate import-regression bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are unrelated import/dependency issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is unrelated to the max_shard_size default question." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "v1/chat/completions request handling and Gemma4Processor _tokenizer missing attribute are different server/processor failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return semantics and missing ReLU in the DSA indexer are not the same code-path problem." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading regression and Qwen3.5 flash-attention generation issue are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer and remote-code/meta-init incompatibility are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training jobs and CustomTrainer.compute_loss signature mismatch are unrelated training 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": 34, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44623", + "issue:44704", + "issue:44743", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357", + "issue:45593" + ], + "soft_pairs": [ + "issue:30333|issue:34689", + "issue:44295|issue:44623", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:44373|issue:44485", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43576|issue:43784", + "issue:42757|issue:45278", + "issue:43122|issue:44521", + "issue:44263|issue:44373", + "issue:43232|issue:45593", + "issue:42886|issue:43066", + "issue:44117|issue:44704", + "issue:43122|issue:44514", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43232|issue:44743" + ], + "prepared_review_unit_hash": "a6e13b1bae1e6f3f45e24a75cb58a3dfc52de0dd70e527d9855244c6fd8e29fa", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37002, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is only loosely related: many items are v5 import/tokenizer/loading regressions, but they describe different code paths and failure modes. I do not see any true duplicates among the soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43723 is the best representative because it is a broad, core API regression around tokenizer loading in v5 and overlaps with several nearby tokenizer-related reports without being overly narrow.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most central user-facing failure in the cluster: `AutoTokenizer.from_pretrained` loading breaks, which is a high-impact, broadly applicable regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different subsystems and failures: MLflow job reporting vs model loading for Llama vision." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer/read issue is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job/MLflow reporting is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "ImportError for missing PyTorch and MLflow reporting are unrelated problems." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Both involve chat templates/processing, but one is a crash on batched input and the other is an auto-docstring annotation bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different configuration bugs: multimodal config defaults vs GPTNeoX rotary_pct persistence." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision error in MLA q_a_layernorm is unrelated to remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id mismatch are different issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they affect different models and likely different underlying causes." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "General tokenizer loading issue and FastSpeech2ConformerTokenizer-specific failure are not the same concrete bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 and incorrect visual encoder keys in save_pretrained are different paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall and zero probabilities in SIGLIP2 are unrelated symptoms." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failure are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import Qwen2_5_VLForConditionalGeneration are separate missing-symbol issues." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Accuracy regression in FP8 is unrelated to Qwen3-VL-Moe model-specific bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken `transformers env` command and sentence-transformers import NameError are different failures." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing hub symbol, the other is a broad report of many import errors; not the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization output changed across versions and assistant_masks all-zero for multimodal inputs are distinct bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return-value issue is unrelated to a wrong docstring." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type are different tokenizer issues, not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs propagation are different loader bugs." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Version-dependent tokenization differences and chat-template crash with padding=False are not the same failure." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stall for sentence-transformers and MacOS bus error on CLIP model are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and torch.split return values are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access bug and tokenizer_class mismatch in saved config are different save/load problems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat_template crash on tool-call assistant messages are separate bugs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model save failure and incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility problem and pipeline-parallelism output bug are not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwarg update bug and recurrent-state reset in modular_qwen3_5 are distinct code-path failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 35, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43475", + "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:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:43232|issue:45245", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:43122|issue:44779", + "issue:44261|issue:44373", + "issue:44038|issue:44295", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:43992|issue:44704", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:42222|issue:43441" + ], + "prepared_review_unit_hash": "fa63d5dbfa3e217c9199cd8babad64e30b7b1e4070640d8bda852a2d0e5c90af", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35335, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformers issues, mostly import, tokenizer, model-loading, and training regressions across different model families. The soft pairs are largely superficial matches by topic or version, not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45216 is the cleanest, most concrete regression report in the set: it names a specific model family, a clear failure mode, and a version boundary for `save_pretrained`.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the strongest representative issue because it is narrowly scoped, reproducible in nature, and tied to a specific regression surface rather than a broad symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: generation state update after `sync_gpus` vs category-count limit in a runtime error." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping bug is unrelated to a model-loading failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is a different path from GLM-5 generation config validation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 related, but one is a wrong model-type warning and the other is a missing attribute error; not clearly the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific missing symbol and the other is a broad upgrade breakage report." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import `nn` NameError is unrelated to removed Sam3LiteText config references." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "`num_labels` propagation and FA3 degenerate training are different model-behavior issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Classification script returning empty results is unrelated to Gemma 4 multimodal token type defaults." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping errors and all-zero assistant masks are different tokenizer/template bugs." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 box-message clarity and Sentence-Transformers loading hang are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe issue is not the same as tokenizer class metadata saved in config." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA and a wrong docstring for `position_ids` are not the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug is unrelated to FP8 `save_pretrained` issues." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy problems are different precision-related topics." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model save failures for Ministral/Devstral are unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is not the same as empty outputs from a classification example script." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Shared FP8/Qwen adjacency is too broad; these describe different model/version and save/load problems." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model saving and `gguf_file` loading failures are separate mechanisms." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing weight loading in UMT5Encoder is unrelated to `AutoProcessor` forwarding kwargs." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version 5.x, but one is save-pretrained checkpoint corruption and the other is a from-pretrained load error." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenization regression reports are model-specific here; no evidence they stem from the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is not the same as FP8 MOE save_pretrained behavior." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "`is_offline_mode` from huggingface_hub and `HybridCache` from transformers are unrelated missing imports." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Importing sentence-transformers with `nn` missing is unrelated to the flex_attention PyTorch version check." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "A broken VitPose module and a FlashAttention failure in Ministral-3 are different model-path 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": 36, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43673", + "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:44291", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43064|issue:43673", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43976|issue:45446", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:43931|issue:44945", + "issue:45083|issue:45446", + "issue:44117|issue:45588", + "issue:45341|issue:45561", + "issue:43937|issue:44977", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:39401|issue:43421", + "issue:44484|issue:45310", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44410|issue:45310" + ], + "prepared_review_unit_hash": "9b9ac756c98c6f6fd341113d030f9696def9df5fe2cc92709c3162d3b273df93", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36395, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like imports, tokenizers, Qwen/GLM, or video/model-loading, but not the same concrete bug or change. No soft edge looks safe to merge.", + "confidence": 0.9, + "canonical_issue_reason": "If forced to pick one representative issue, #45278 is the broadest umbrella for the import-regression subgroup (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d).", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the closest thing to a cluster center because it captures the widest, most general failure mode among the mostly unrelated reports; the others are narrower, model-specific, or different subsystems entirely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM inference vs bfloat16 dtype mismatches in flash-attention training; different code paths and symptoms." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs GenerationMixin cache missing during chunked prefill; unrelated subsystems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from configuration_utils vs broad import failures after upgrade; the latter is only an umbrella, not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation failure vs RoPE implementation discussion; different objects and failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module import vs LayoutLMv3 error-message clarity; unrelated issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings vs missing image-patch helper in GLM46V; no shared bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Empty results in an example classification script vs SigLIP2 HF/JAX discrepancy; different models and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args ignored vs trainer.evaluate() failing after trainer.train(); different training bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained problem for moe vs Qwen3.5 from_pretrained error; save/load paths differ and no common concrete root cause is shown." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs Qwen3.5 Moe loading error; related model family, but not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example multi-label classification output bug vs pipeline translation warning/docs regression; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Transformers/Python compatibility issue vs incorrect PyTorch version guard for AuxRequest import; different version checks." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale num_return_sequences warning in paged generate; different generation behaviors." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs Deepseek tokenizer regression; both tokenizer-related but not the same underlying issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs wrong offset_mapping; different failure points." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Weight-shape mismatch while loading Qwen3-VL-30B vs incorrect output under pipeline parallelism; different code paths." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper behavior vs flex_attention import version check; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None vs flash_attention crash on s_aux=None; unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug vs a pytest-xdist race on captured_info.txt; same area only in a very broad sense." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different model and symptom." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after v5 removals vs PyTorch version check for AuxRequest import; docs vs runtime guard." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in threaded inference vs isolated reproduction of another issue; the second is a reproduction ticket, not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights vs PretrainedConfig type checking breakage; both v5 compatibility issues, but different code paths." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue vs PyTorch version guard bug; unrelated dependency problems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping regression vs runtime post-processor not updating for special tokens; related area but not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained max_shard_size question vs Qwen3.5 Moe from_pretrained error; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs crash loading video models without torchvision; both video-related but distinct failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "flash_attention_3 training degeneracy vs save_pretrained checkpoint corruption; different concrete problems." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation mismatch about pipeline() vs a runtime version-check bug; 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": 37, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45278", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:42673|issue:43577", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:44933|issue:45278", + "issue:44484|issue:45478", + "issue:43066|issue:43122", + "issue:42617|issue:45341", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:43986|issue:44484", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071" + ], + "prepared_review_unit_hash": "0a1023e483c6b67b7e71fbd1650c46aac45f170a5dbb95b5c6058d500e0d99c3", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38336, + "estimated_input_tokens": 9584, + "estimated_eval_tokens": 19424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of unrelated Transformers issues; the only clear duplicate-like pair is the tokenizer regression around v5 tokenization/decoder behavior.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here, covering the import-error regressions most likely to subsume the import-focused reports in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is the most general and central report among the mostly heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: missing mapping vs Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated defects: multi-thread VRAM leak vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading warnings/errors with no shared code path indicated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to TensorFlow backend installation detection." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Memory leak in Qwen3 vs BLIP2 dtype mismatch; different symptoms and paths." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings warning is unrelated to the rms_norm_eps precision bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different validation failures: invalid GenerationConfig vs missing model_type in config." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for one symbol is unrelated to the audio feature extraction bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Precision warning on bfloat16 compile is unrelated to BLIP2 dtype loading." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow dependency packaging issue vs VitPose model breakage." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general endpoint regression and the other is a Qwen3.5 streaming-specific failure." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but the specific missing import and the broad import-error report are not the same concrete bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe the same v5 tokenizer regression causing changed/wrong tokenization behavior." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Runtime failure in 3d_parallel.py is unrelated to a testing_utils bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill regression is unrelated to testing_utils." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model-loading defects; not the same concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch API vs missing rms_norm_eps are different model-family issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to position-id key warnings." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention model-load failure and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 precision warning and SAM3 model-type warning are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to max_shard_size behavior." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split indexing bug and RoPE implementation issue are different GLM defects." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is not the same as PretrainedConfig type-checking regression." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression is unrelated to the undefined TensorFlow backend error." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight mismatch is different from missing projections in qwen3next." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug is unrelated to testing_utils." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None may explain a load failure, but the specific model-load issue is not clearly the same bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash is unrelated to the testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL shape mismatch and Qwen3-VL-Moe failure are model-family related but not clearly the same defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config warning removal and gguf_file loading failures are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "SAM3 model-type warning is unrelated to tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image patch counting API bug and GLM DSA split semantics are different issues." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version compatibility issue is not the same as the PretrainedConfig type-checking regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet: this is largely a heterogeneous set, and the only clearly supportable duplicate-like link is the tokenizer regression pair (43066/43122). The chosen representative 45278 is a reasonable broad import-regression umbrella without overcommitting, and the other soft-edge verdicts are conservative rejections. No PR mergeability issue applies here." + }, + "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": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588" + ], + "soft_pairs": [ + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44038|issue:44410", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43992|issue:44484", + "issue:43824|issue:43986", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:38617|issue:43097", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:42907|issue:44655", + "issue:43208|issue:43550", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "7258d997122636c24df91442c53041ca1419bd8d416e83637e6e70a27e798312", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37568, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks heterogeneous: most items are unrelated model-specific bugs, import failures, tokenizer issues, or backend regressions. I do not see any soft-edge pair that is clearly the same underlying defect/change, so I would keep the issues separate.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the strongest activity/inbound signal among the set and a clear user-facing failure, but it still does not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: flash-attention training degeneration vs category-cardinality runtime error." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading/import problems, but one is missing torchvision and the other is a mistral_common import regression." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different code paths: optimizer state corruption in FSDP2/PEFT vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to a testing_utils bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA norm epsilon precision bug is unrelated to GLM-5 RoPE behavior." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "One is missing attention projections, the other is a config field being dropped by strict validation." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: layer_type_validation vs HybridCache." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different symptoms; not the same fix." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error vs tokenizer mapping None; distinct root causes." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed config API vs flash_attention AttributeError; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg forwarding bug vs docstring/introspection crash with future annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping None." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leak vs missing embed token weights during UMT5Encoder loading." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight-loading issue vs save_pretrained sharding-size question." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Export/import failure for a model class vs processor loading crash due to missing torchvision." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config API removal is not the same as quantization offloading behavior." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a separate reproduction issue are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported FlashAttention for Nemotron is different from GPT2 attention scaling being ignored." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Error-message wording for translation tasks is unrelated to pipeline save_pretrained support." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Different regressions: one missing import, one removed config attribute/API." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Compile warning on bfloat16 is unrelated to tie_word_embeddings warning." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A warning about precision differs from a model correctness bug under torch.compile + SDPA." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models is a different problem from saving Pipeline objects." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers are unrelated to Bamba compile/SDPA failure." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug is unrelated to zero-loss sequence classification." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific attention support bug vs Python version compatibility issue." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training issues do not match the BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request rejection and batched chat-template crash are different surfaces and likely different fixes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config vocab_size AttributeError has nothing to do with Apple Silicon allocator 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": 39, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:41669", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45593" + ], + "soft_pairs": [ + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:42757|issue:43824", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:43867|issue:45216", + "issue:36683|issue:43475", + "issue:43352|issue:43937", + "issue:44655|issue:45478", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:43064|issue:44492", + "issue:44263|issue:45440", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216", + "issue:43352|issue:45593", + "issue:43992|issue:45310", + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064" + ], + "prepared_review_unit_hash": "a11efddf41576518676cffc600af291b88d81ffe14ba76df21819670472c5604", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many are distinct Transformers regressions around model configs, loading/saving, chat templates, and backend-specific behavior. Only one soft pair looks like a plausible duplicate; the rest are too symptom- or model-specific to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it captures the general import-regression theme better than the many model-specific bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best representative issue for the cluster overall because it is the most general user-facing regression report among otherwise unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is about attentions and the other about hidden_states; different failure modes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "One is a bfloat16 precision warning during compile, the other is a flex_attention compile failure on newer torch." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: chat-completions request validation vs apply_chat_template crashing on tool-call messages." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a v5 loading bug and the other is fp8 inference support; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols from different packages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Unrelated issues: API request acceptance vs Qwen2.5-VL video position ids." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage and sorted-state_dict load error are different loading problems." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a removed helper is unrelated to local_files_only still making network requests." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation defects." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and Pipeline.save_pretrained are separate save-path issues." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to Pipeline serialization failure." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve checkpoints, but one is a load error from state_dict ordering and the other is a save_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing attributes on different model configs/outputs; not the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attention support limitation and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:45478", + "accept": false, + "reason": "Pipeline saving and Qwen3.5 MoE loading errors are different lifecycle stages and different failures." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type regression is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems: patchtsmixer post_init validation vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split behavior in an indexer and DeepSeekV3MoE divergence are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and likely different root causes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute loss is unrelated to patchtsmixer post_init handling." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config fields, but they affect different models and different attributes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different exports and different failure causes." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Different attention/backend issues; one is kernel divergence under compile, the other ignores scaling config under SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash-Attention support limitation is unrelated to missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different from_pretrained failures; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is unrelated to load-balancing loss being skipped." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad decoration is unrelated to generic import errors after upgrade." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Missing config field on Gemma3Config and Flash-Attention support on Nemotron are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to import-time slowdown; the generic 'import transformers takes long' report matches the import-* regression." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A sorted-state_dict loading error is unrelated to a missing config field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Config attribute absence and distributed optimizer-state corruption are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The single accepted pair (41669/44246) is reasonably supported as an import-time slowdown regression, and the rest of the false verdicts do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 40, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44871", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:42890|issue:45561", + "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:45588", + "issue:43618|issue:44857", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43010|issue:44075", + "issue:43723|issue:44556", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43010|issue:43232", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:30990|issue:31795", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:30333|issue:33453", + "issue:43010|issue:44368", + "issue:43502|issue:44222" + ], + "prepared_review_unit_hash": "8aecbf51f0f43eea1ce7ce406ce0287bd43b85baa17d16468d86118abdbc5653", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37752, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues spanning model loading, testing, quantization, and config/export regressions. The only strong duplicate-like edge is the Qwen3.5-MoE tensor-parallel load path, where a missing `_tp_plan` plausibly explains the later generic `from_pretrained` failure.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45125 is the most specific root-cause report: it names the missing `_tp_plan` on `Qwen3_5MoeForConditionalGeneration`, which likely explains the broader `from_pretrained` error in the later Qwen3.5-MoE report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 is the clearest, most actionable representative of the Qwen3.5-MoE load failure because it identifies the concrete code-path defect rather than just the symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test/CI-related, but one is a missing `set_seed()` in SamHQ tests and the other is a pytest-xdist file race; different bugs and code paths." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failures: UMT5 missing `embed_tokens.weight` vs Qwen3.5-MoE `from_pretrained` error." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a v5.4.0 type-checking regression in `PretrainedConfig`." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a sorted-state-dict load error; the other is incorrect visual encoder keys being saved. Related to loading/saving, but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`@torch.no_grad` on cache/layer updates is unrelated to a Python version compatibility problem." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "A Python 3.14 load failure is not the same as the Qwen2.5-VL `vision_position_ids` bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different algorithmic issues: DSA indexer activation choice vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and PatchTSMixer `post_init` validation are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load; not the same concrete defect." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model load failure from sorted state dict is unrelated to the `max_shard_size` documentation/default question." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "CLIPOutput attentions regression and flash-attention `s_aux=None` crash are separate code paths." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to LwDetrImageLoss AMP/CUDA crashing." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import error and tokenizer-loading regression are different problems." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test due to missing seed is not the same as a Phi-4 multimodal model load failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding flakiness and stale auto-mapping references are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test-related, but they affect different tests and have different failure causes." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "`no_grad` decoration for cache updates is unrelated to SGD argument handling." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-loading issues and checkpoint reloading after version upgrade are distinct load paths and likely different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still making requests is unrelated to `AddedToken(..., special=...)` argument duplication." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A missing seed in one test file and a generic testing_utils bug are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 `save_pretrained` for MoE and missing `_tp_plan` for tensor parallelism are different defects." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and checkpoint reload compatibility after upgrade are different problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer update decoration and a dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention update logic, but one is about `torch.no_grad` on cache updates and the other about generation kwargs after `sync_gpus`; not the same failure." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Separate import/export regressions: `PreTrainedModel` vs `HybridCache`." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-MoE loading path; the later generic `from_pretrained` error plausibly stems from the missing `_tp_plan` tensor-parallel definition named in 45125." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing `_tp_plan` for the model class and missing `deepstack_visual_indexes` in config are different schema/code issues." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slow filtering after upgrading from 4.57.3 to 5.3.0 are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline API requests and GLM-5 RoPE implementation discussion are different concerns." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformer loading hang and documentation confusion in `model.forward` are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "Unused SGD args and Gemma-3 EOS token config mismatch are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied in `model_init` and DSA indexer lacking ReLU are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is not the same as tokenizer-loading regression." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache/layer `no_grad` decoration and a Qwen3.5 LoRA warning about `tie_word_embeddings` are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request leakage and FP8 MoE save behavior are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The accepted Qwen3.5-MoE pair is the only clearly duplicate-like edge, and the rejection reasons for the other pairs are conservative rather than overconfident. No PR-mergeability issue applies here since these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542" + ], + "soft_pairs": [ + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44222|issue:44230", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:42757|issue:43576", + "issue:33453|issue:34689", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:41628|issue:44355", + "issue:44273|issue:45003", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273" + ], + "prepared_review_unit_hash": "b8641747c94b0e1aa22da41759ad88c1c4779c3855e086682d3e496d94596712", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37441, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers issues around v5 compatibility, import/loading regressions, and model-specific bugs. They are thematically similar but generally not the same underlying defect.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 44556 is the clearest broad, user-facing regression: reloading checkpoints trained on v4.57 fails after upgrading to v5.2/v5.3. It best represents the cluster\u2019s recurring v5 loading/compatibility theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the most representative and broadly applicable problem in the set, with explicit version scope and concrete loading failure. It is a better cluster anchor than the more niche import/model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 loading breakage, but one is Qwen3VL MoE model loading and the other is generic checkpoint reload failure; no evidence they share the same code path." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leakage and a meaningless 'racoon' report are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained behavior and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different issues and likely different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and Pipeline.save_pretrained failures are separate behaviors." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and a missing image-patch helper in a processor are different bugs." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol import and the transformers env command failure are distinct symptoms." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are not the same defect." + }, + { + "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": "Documentation referencing removed pipeline APIs and the unrelated 'racoon' issue do not match." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type-checking are different failures." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and Qwen2.5-VL import failure are separate import paths and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "An import error for layer_type_validation and a broken env command are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "'racoon' is not a meaningful bug report and Gemma-4 audio positional encoding is a model-specific bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in forward args and an import error from configuration_utils are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache import are different import-related failures, not the same issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and the unrelated 'racoon' issue do not match." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor and missing PreTrainedModel are similar in category but not the same concrete bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and the unrelated 'racoon' issue are not the same." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Top-level import failure and compiled Python file errors are different failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading malfunction and unsafe sys.modules access are related in theme but not demonstrably the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "A precision issue in MLA q_a_layernorm and a DSA indexer ReLU absence are unrelated model/implementation problems." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and a TensorFlow backend import error are different issues." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files and a generic bug report are not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the env command and the other is checkpoint reload after upgrading; not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "General Qwen3-VL-Moe breakage and missing _tp_plan for tensor parallelism are different issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bounding-box output problems and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance from removing import * and a missing GenerationMixin cache in chunked prefill are different defects." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Generic checkpoint reload failure and InternVL2 remote-code/meta-init incompatibility are different loading problems." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API-setting guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs handling are different APIs and bugs." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import performance variability and lazy loading correctness are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 42, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "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:31795|issue:33453", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "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:31515|issue:31795", + "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" + ], + "prepared_review_unit_hash": "4ae1862d44caaf52c3dcacdade2d3130e9b89c28a29333a3f54df29319bd2520", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40810, + "estimated_input_tokens": 10203, + "estimated_eval_tokens": 20662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous cluster dominated by v5-era loading/tokenizer/model-API regression reports, plus several unrelated docs/tests/perf items. None of the soft pairs look like the same concrete bug/change, so all are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44556 is the broadest, most representative loading-regression report in the set (v4.57 checkpoints failing after upgrade to v5.2/v5.3).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best cluster anchor because it captures the central user-visible regression theme: checkpoint reload failures after the v5 transition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning on sam3_video vs sam3_tracker is unrelated to Liger Kernel application with model_init." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch in save_pretrained is a specific serialization bug; 45230 is an unspecified bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` CLI and inverse_sqrt scheduler kwargs are different code paths and failures." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support error for NemotronH differs from Qwen3-VL 2D bbox output corruption." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue is unrelated to Qwen3-VL bounding box output behavior." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are unrelated regressions." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is a concrete tensor/buffer bug, not the same as the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance issue is unrelated to the HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup has no concrete overlap with a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output error are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Large import cleanup and a cache-strategy typo are not the same underlying change." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init is different from flash_attention_3 training degeneration." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "These are different Qwen3-VL-related bugs: bbox hallucination vs Qwen3.5 MoE loading failure." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for forward arguments is not the same as a tokenizer loading regression." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy and _tied_weights_keys list crash are different model-internal issues." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import cleanup/performance work does not match the scheduler bug." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3-VL bounding-box output are different subsystems and symptoms." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weights-key AttributeError are unrelated serialization bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy-loading behavior are different issues." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU concern is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure does not match the inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Model import cleanup is unrelated to VRAM leakage in Qwen3ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect timestamp calculation in Qwen3VL Processor is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are different problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Model.forward docs confusion is unrelated to Llama 3.2 model loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and forward documentation confusion are different issues." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to old InternVL2 checkpoints failing meta initialization." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage and GLM-5 RoPE implementation are different code-path bugs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE math and Gemma-4 audio positional encoding are not the same change." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings guidance is unrelated to a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and processor timestamp computation are unrelated regressions." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math does not match missing files in processor.save_pretrained." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug and VRAM leak are different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon discussion is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in suno/bark-small is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:42890", + "right": "issue:43704", + "accept": false, + "reason": "Missing set_seed in SAM-HQ tests is a flaky test issue, not a VRAM leak." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "General tokenizer behavior differences and wrong decoder type in v5 are related broadly, but not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the placeholder/invalid issue title." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights-key AttributeError and chat template tool-call crash are distinct code paths." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Invalid placeholder issue and testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo is unrelated to the placeholder/invalid issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder/invalid issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression is unrelated to the placeholder/invalid 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": 43, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:45310" + ], + "soft_pairs": [ + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "1d667f37a6cbb46452086f049dfcd5c154548ed500b8294b856acdc5ff33eb1c", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717806, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 9, + "serialized_chars": 9477, + "estimated_input_tokens": 2370, + "estimated_eval_tokens": 4996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: most items are distinct loading/configuration/runtime bugs that only share broad vocabulary like from_pretrained, loading, or config attributes. There is no clear duplicate PR set here.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45310 is the clearest, most concrete representative of the shared loading/regression theme: it has a specific error, version boundary, and model target. The other issues are largely different subsystems or failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best anchor for the cluster because it is specific enough to identify a concrete bug while still being close to the most common overlapping keywords in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Both are AttributeError reports, but they hit different code paths: Llama4Config missing pad_token_id vs _tied_weights_keys handling in weight-key extraction." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing after a 5.0 update is unrelated to the tied-weights list crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading in from_pretrained is a performance issue, while layer_type_validation import failure is an import/API regression." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to processor.save_pretrained omitting files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different failure modes in different flows." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting after training failure is a job-status integration issue, not a from_pretrained loading problem." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is FP8 support while the other is a from_pretrained error in a specific transformers version; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer loading regression and slow checkpoint loading are related only at a very broad loading level, not the same underlying defect." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching not supporting audio models is a different capability gap than FP8 support for Qwen models." + } + ] + }, + "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": "793cf21b3a0313d992dc1027e1800d886325d71a4cd30dbce30898eeb50f4052", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community-contribution issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a broad theme but not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; they concern different features and different implementation work, so there is no single canonical issue within this pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths (Flash Attention 2 vs GGUF support). Similar wording about adding support for more architectures is too broad to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 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": "9de1c4f0621af4432891c0702b5c558baef7ea7bd19cf93cd4d91d7fa03d02dc", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar docs-translation request issues, but the visible language-specific vs placeholder/template wording is not enough to confidently treat them as exact duplicates. I\u2019d keep the concrete Turkish issue as the most useful representative and avoid merging the others on similarity alone.", + "confidence": 0.59, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ('Turkish'); the others are placeholder/template-style titles and are less representative as a canonical thread.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the clearest user-facing issue in the set and the only one with an explicit target language, so it is the best issue to retain if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Very similar template wording, but the explicit Turkish request vs. a placeholder-style translation request is not enough to prove the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Looks like the same i18n template, but the language-specific request differs in substance; similarity alone is insufficient for a duplicate merge." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "This is a near-match in template text, but not enough evidence that it is the same concrete translation request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic translation-request templates, but the available text does not confirm they target the same language or exact request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "The bodies are extremely similar, yet the placeholder titles are too generic to confirm a true duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Close template match, but there is no explicit evidence they are the same underlying translation task." + } + ] + }, + "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": "c2b2c2a188c62033345d6b3c8c29fc5e07a2b828c09c9b86386d6cc091f0fba2", + "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": "These are topical lookalikes, not duplicates: they span different model requests across unrelated families and modalities (text encoders, audio/TTS/ASR, OCR, sparse transformers, perception). The shared pattern is just \"add support for model X\", not one underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue: the items request support for distinct models/features, so there is no shared underlying defect or code change to deduplicate against.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for a duplicate cluster: none of these issues is a clear superset or the same request as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests (EuroBert vs DEIMv2); only the broad \"add model\" theme overlaps." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support vs Qwen3-TTS support are different models and different modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests; no shared code-path bug." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT model addition vs weight-sparse transformer request are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different model families/modalities." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model support requests, not the same issue." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral-4B-TTS support are distinct model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR support are different additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE are only loosely related, not the same concrete request." + }, + { + "left": "issue:42503", + "right": "issue:45027", + "accept": false, + "reason": "ModernVBERT and Voxtral-4B-TTS are unrelated model support requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS do not describe the same change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling but distinct tasks; not one mergeable PR/issue." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and sparse-transformer support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are separate model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:44205", + "accept": false, + "reason": "Qwen3-ASR and SAM3-LiteText cover different modalities and code paths." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is unrelated to the sparse-transformer request." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText are different model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE perception encoder support are separate changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated modalities 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": 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": "d0f15d22051ebc55d9d42c3f839f7942f014fddd5608d11829601236088123d0", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely similar at a topical level (all are small bugs/typos/config problems), but they concern different models, APIs, and failure modes. I do not see a duplicate cluster here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong canonical representative because the set is not a duplicate group; the reported problems span unrelated components and fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different areas: Llama4TextL2Norm vs ModernBERTConfig. One questions whether a norm layer is RMSNorm; the other is a type-hint issue in a config field." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both relate to loss/masking behavior, but one is about an unused ignore_value in Mask2Former while the other is about kwargs not being forwarded to a loss function; different bugs and likely different fixes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings after a version change." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling and a typo in a quantization operation path are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different kinds of defects: unused ignore_value vs incorrect type hint." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation bug is unrelated to a ModernBERTConfig annotation mistake." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint issue is not the same underlying problem as tokenizer regex warning behavior." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in config vs typo in a quantization attribute reference are distinct issues." + } + ] + }, + "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": "d30f2b9b2bbbb83456fac183d9a7219e62980b97fdb76a243cbb9a3a42817de9", + "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": "These two issues do not look like duplicates: one is a vague request about block decoding, the other is a specific request for DeepSeek v3.2 support. They may both relate to model/runtime support, but they do not describe the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the better anchor because it names a concrete target (DeepSeek v3.2 support) and is more actionable than the very broad 'Set Block Decoding' request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests: one is about block decoding behavior, the other is about adding support for a specific DeepSeek model version. They do not share a concrete fix or bug." + } + ] + }, + "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": "73aabaa8a5e5622e93b9c99c00e2aa57e39036b52b8ae19bddc0f0853675820a", + "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 closed issues are thematically related (custom trainers in Trainer), but they describe different problems: one is about column-removal behavior/customizability, the other about FLOPs estimation. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43598 is the more concrete and user-facing Trainer behavior bug around `remove_unused_column`; it\u2019s a better representative of the cluster than the FLOPs-estimation request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the strongest standalone issue because it names a specific Trainer behavior and a clear customization concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related only by broad Trainer/custom-trainer context; they target different code paths and fixes (input-column handling vs FLOPs accounting), so they are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "8c25d09e22d50b0f045e33c5d3670ff252360d41988e2c3f0282c7a1455de6bd", + "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": "Both issues are about adding missing Hugging Face model support, but they target different models and different API surfaces: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence classification support. They are related at a broad subsystem level, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43684 is the broader, more general model-registration request and best represents this cluster\u2019s theme of missing AutoModel support.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the clearest representative because it asks for direct AutoModel registration changes rather than a more specific head/task extension.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different functionality: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification head support. They are not the same concrete change and would not plausibly be one merged fix." + } + ] + }, + "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": "a07602c38fb88e34907ec0306079b3157f1e2342a85208b51a26536153a98ffb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface\" issues look like a duplicate set; \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\" reports and is as plausible a representative as the others; 43835 has a different title and no corroborating overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best cluster representative because it is the earliest of the matching \"huggingface\" issues and has no evidence making it less representative than 43846/43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same generic title and very similar metadata/body size, created minutes apart, so they likely describe the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and strong soft similarity; despite a shorter body, it still looks like the same underlying issue report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and strong soft similarity; the metadata suggests another near-duplicate of the same report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three \"huggingface\" issues share the same title and strong soft-similarity evidence, while \"Fett\" is a separate title with only weak similarity. The chosen representative is the earliest matching issue, and the soft-edge verdicts stay conservative given the available evidence." + }, + "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": "4df6a5ca53679af733d2442f1139742d6cb293a6a7efe06c56dbee45946ac346", + "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": "This cluster looks like mostly spam/placeholder issues with one vague documentation request; there is no evidence that any pair refers to the same underlying bug or change.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44418 is the only item that reads like a potentially legitimate issue; the others are explicit spam-like titles or equally empty placeholders.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the best available issue candidate, but only weakly so because its title is generic and the body is not available here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders with no concrete shared bug or feature description." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders; no evidence they describe the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a vague documentation request are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated title about 'Google LLC' do not indicate the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation suggestion and a spam placeholder are not duplicates." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A generic documentation suggestion and a spam placeholder are not duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but the titles/body are too uninformative to justify treating them as the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No concrete overlap in the titles suggests the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete overlap in the titles suggests the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "802985424a8838b55340e81fa6c68447bba0d46f47405f1de5dd010ad12c491e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are likely duplicates: they have the same title, were opened close together, and the similarity signal supports a shared underlying report. The evidence is enough to treat one as the canonical representative, but not enough to claim they are fully identical with high certainty.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the better canonical issue because it was opened first and already has an inbound reference, so it is the more established representative of this likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it is earlier and has external reference traffic, while #45151 does not add distinct scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The issues share the same title and a similarity signal, and their timing/body size are close enough to treat them as likely duplicates of the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is a bit too confident for the evidence provided. The packet only supports identical titles, close timing, similar body sizes, one inbound reference, and a soft-similarity signal; it does not support stronger characterizations like \"near-identical\" or \"article-style issue.\" Please make the summary more conservative (e.g., \"likely duplicate\") and avoid adding unsupported details." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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": 24, + "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-39895-12", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45587" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45587", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "d399d7cbbb632603526c2d498c70b7ced18a4ccb68989ab9671d81702389524d", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 32982, + "estimated_input_tokens": 8246, + "estimated_eval_tokens": 16748 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 32982, + "estimated_input_tokens": 8246, + "estimated_eval_tokens": 16748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft-edge pair looks like a true duplicate: the two `fixed_cross_entropy` PRs that both address the same loss-function kwargs bug. The rest are false positives across unrelated model additions, tests, docs, or refactors.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical choice: it directly references issue 43240, patches `fixed_cross_entropy` in the intended way, and its scope is a bit clearer/more complete than 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the duplicate pair because it most clearly expresses the underlying bug fix and aligns to the tracked issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: a VideoPrism model add vs an Executorch export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer-method fix vs a new MobileLLM model; different codepaths and goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer-method additions are unrelated to Executorch dynamic-shape export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-pretrained robustness changes do not match a MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Same broad repo area, but a cross-entropy utility fix is not the same change as Mistral4 model/test work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests and Mistral4 test/model fixes are different concrete changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export testing is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model vs Falcon refactor; no shared underlying bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "Model addition and Mistral4 test/model fixes are not the same PR-worthy change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill draft." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes are distinct changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45587", + "accept": false, + "reason": "Mistral4 fix work is unrelated to documentation for continuous batching memory management." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Different concrete bugs: Mistral4 tests/modeling vs a `layrnorm` spelling rename across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Only a shared auto/modeling file path appears; the actual changes are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model addition is not the same as the model-creation skill draft, despite thematic overlap." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `fixed_cross_entropy` for the same underlying issue (43240) and are effectively duplicate implementations of the same bug fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate verdict on 43251/43254 is grounded in the packet: both touch `src/transformers/loss/loss_utils.py`, share issue target 43240, and are mergeable as the same bugfix. The remaining rejects are conservative and match the shown diffs and file sets." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 24, + "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": "0d17e90193ccb10a23d1026776e76944fa5d527ded8ac704d6e6ca6319087e32", + "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 related VibeVoice PRs, but they are not duplicates: the first adds baseline VibeVoice support, while the second adds a separate realtime/tokenizer expansion on top of it.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: #40546 is the initial VibeVoice integration, while #42781 is a distinct realtime-oriented extension with additional tokenizer and generation changes.", + "best_issue_reason": null, + "best_pr_reason": "#42781 is the best representative for current VibeVoice work because it subsumes the base integration and adds the broader realtime/tokenizer path, but it should still remain separate from #40546.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related VibeVoice work, but not the same concrete change: #40546 introduces core VibeVoice support, whereas #42781 adds realtime support plus acoustic tokenizer and generation updates. They overlap on shared model scaffolding, but they would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 24, + "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": "933bd9e1170bb50d06d485e510a1832657591d8467b47b6b160a1a149bdf63ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM forecasting with covariates, while the other adds DINOv3 image-classification support. They touch different models, code paths, and feature areas, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the more focused and self-contained change, with a single model feature addition and clear implementation/tests. PR 40755 is broader and more doc-heavy, but neither is a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the stronger representative because it targets one concrete capability addition with a narrower scope and clearer code path than PR 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and features: TimesFM covariate forecasting vs DINOv3 image classification. No shared underlying bug or mergeable 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": 4, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "5ca5622c9633bbe7eef9d70a2eb0e3cf7982d42dc10a27ffb1990f021d804327", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are PRs for adding DEIMv2 support to Transformers. PR #44339 is the more complete later submission and appears to subsume the earlier #41356 work, so it is the better canonical PR candidate. There is no issue in this cluster.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44339 is the broader, later DEIMv2 implementation and includes the core model integration plus additional framework wiring (auto-mappings, conversion, loss/modular updates), making it the best representative PR.", + "best_issue_reason": null, + "best_pr_reason": "#44339 is the most complete and maintainable PR for the DEIMv2 addition; it covers the same feature area as #41356 but with substantially more finished integration work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": true, + "reason": "Both PRs target the same DEIMv2 model addition, and #44339 looks like a superset that could plausibly replace the earlier implementation in one merged change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both items are PRs tied to the same issue target (41211) and the later PR #44339 clearly adds broader DEIMv2 integration while overlapping core files with #41356. The soft-edge verdict is conservative, phrased as a plausible supersession rather than a certainty. No issue is present in this cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 24, + "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": "297bd10318966b72c887d551782c44b8dee218e5ba7c3243b0b3bf054839a033", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are separate model-integration PRs (DeepSeek OCR vs Isaac). They overlap on Transformers boilerplate and auto-registry files, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41797 is the better cluster representative: it is a substantial, well-reviewed model-addition PR with broad integration work and explicit DeepSeek OCR docs/tests/code.", + "best_issue_reason": null, + "best_pr_reason": "PR 41797 is the strongest representative for the cluster because it has more review activity and a fuller, established integration surface. It is not a duplicate of the Isaac PR, though.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions targeting different codepaths and assets (DeepSeek OCR vs Isaac). Shared auto-registration and docs scaffolding is expected for new model PRs and is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 24, + "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": "38b0c9137e55c4f4c4fbda8c693c9254e1faa5ef46dcdb929bb5391b0f2711b7", + "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 two pull requests are not duplicates: one adds the InternVL Flash model, while the other adds AXK1. They only share generic auto-registration files and broad model-integration scaffolding.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the requests add different models and different code paths, so they are not the same change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, the InternVL Flash PR is more mature, but it is not a canonical match for the AXK1 PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "Different model integrations (InternVL Flash vs AXK1); shared auto-registration files are incidental and not enough to treat them as 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": 7, + "component_count": 24, + "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": "7d0b3bec39ffec1ab86ebee767a935d687611e8b5f0a154e0584becfe4c7f914", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four mostly unrelated PRs that only share broad superficial similarity (Whisper/tests/bugfix wording). None appear to fix the same concrete code-path problem.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42227 is the clearest standalone fix: it targets a specific reported issue, changes the ASR Whisper pipeline code path, and includes corresponding tests. The others are either test-only, obviously synthetic, or a separate FP8 dequantization change.", + "best_issue_reason": null, + "best_pr_reason": "PR 42227 is the strongest representative PR in this set because it has an explicit issue target and a concrete runtime bug fix, unlike the others which are either test noise or unrelated model-loading/quantization work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both mention Whisper, but 42227 fixes ASR pipeline return_language handling while 43291 is a tokenizer/test-focused change with a different code path. Not the same underlying bug." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "42227 is a real Whisper pipeline bug fix; 43665 is clearly synthetic test churn across CLIP/ViT and unrelated to Whisper. No shared underlying change." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper ASR runtime fix vs. FP8 dequant/model-loading changes. Different subsystem and problem class; cannot be merged as one PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Tokenization/Whisper test work versus unrelated synthetic model tests. Same broad 'tests' theme only, not the same bug or fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer changes are unrelated to FP8 dequantization and core model loading. No concrete overlap in bug or patch." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Synthetic test edits for CLIP/ViT do not match the FP8 dequantization fix. Superficial similarity only." + } + ] + }, + "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": 24, + "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": "66a31c178c9927c994d5bd9567e6d2c9c2ff039328e9656b702efe341738b3e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate GitHub Actions maintenance PRs: one upgrades checkout/cache/upload-artifact for Node 24 compatibility, the other bumps docker/build-push-action and related workflow actions. They overlap in CI workflows but are not the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more representative cluster member: it has the clearer objective (Node 24 compatibility) and covers a broader set of workflow action version bumps.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single representative because it spans more workflows and has the more specific maintenance goal, while PR 42976 is a narrower action-version refresh focused mainly on docker build actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They both update GitHub Actions versions, but they target different actions and code paths: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and a different workflow set. They are related maintenance PRs, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "d1ba57863d4a90820d1c1fb527d0e75616a977b500b7e8ae544e2c936a6425ea", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14136, + "estimated_input_tokens": 3534, + "estimated_eval_tokens": 7324 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14136, + "estimated_input_tokens": 3534, + "estimated_eval_tokens": 7324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM). They share boilerplate registration/docs edits, but they do not fix the same code-path problem or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR introduces a different model and distinct implementation, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the most substantial standalone addition in the set, with the broadest implementation and review activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo: different models with different architectures and files; overlap is only shared Transformers boilerplate and docs registration." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA vs Molmo2: distinct model additions and code paths; shared auto/docs changes are generic model-registration work." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM: unrelated model implementations; similarity is limited to repository plumbing and documentation updates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo vs Molmo2 are related by name, but these PRs add different model families with different processors/image handling and cannot be merged as one fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM: separate model additions with no shared bug or concrete code-path fix beyond generic auto-registration." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM: different model codebases and integration points; shared files are boilerplate, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 24, + "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": "c1bffcea560500fc5b67a50cb217e40640ff07b82e15b872ed889e9a6baa5bed", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs that all look like synthetic/test or CI-related changes, but they do not appear to be the same underlying fix. The shared Vit test file is incidental and not enough to merge any pair.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the most substantial and central workflow/testing change in the set, touching multiple CI workflow files and helper code; it is the best representative if one item must anchor the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best global representative because it has the broadest coherent change surface and the clearest CI/workflow purpose compared with the other two, which look more like isolated test stubs or harness calls.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different changes: 43488 is a setup/version/dependency tweak with a Vit test edit, while 43532 rewires comment-driven CI workflows and notification/testing helpers. Shared test filename is too broad to indicate the same code-path fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "43488 targets packaging/dependency metadata; 45476 adds a PR CI caller workflow and unrelated tokenization/test placeholder edits. These are not the same underlying bug or mergeable fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch CI/test areas, but the concrete changes differ: 43532 modifies self-comment/self-scheduled/slack-report workflows and utilities, while 45476 adds a PR CI caller workflow plus unrelated tokenization/test stubs. 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": 11, + "component_count": 24, + "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": "cd6c394a2761b3f4c477812207fa38cf16671bfa871ddf16092bae8b32965821", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline scaffolding, but they target different model families and concrete code paths, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43613 is the broader, more implementation-heavy PR and is a better cluster representative, but it still addresses a different feature than pull_request:43612.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43613 is the most substantial and general representative of the promptable segmentation work in this cluster, with more model integrations and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Both are promptable segmentation pipelines, but they implement different features: concept segmentation vs visual segmentation. Shared docs and pipeline infrastructure are not enough to treat them as 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": 12, + "component_count": 24, + "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": "6aea566a9b6741cf95c11e383c39078ce1591d6fe2627f6c67b4b434f2223547", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `trainer.py`, but they address different extensibility points: one changes gradient-accumulation loss scaling, the other extracts signature-column inspection for column filtering. They are related to `Trainer`, not the same underlying fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete bug-fix style change: it modifies the training-step loss-scaling path and adds a new control hook for custom trainers. PR 43663 is an internal refactor/extraction around signature inspection rather than the primary behavioral fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the stronger representative for this cluster because it introduces a specific behavioral change with clear user impact, whereas PR 43663 is a narrower helper-method extraction for column filtering customization.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file and nearby trainer logic, but different code paths and goals: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same concrete bug/change 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": 13, + "component_count": 24, + "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": "57c123ad64dcbb1862dd9982369ee86542e9ee8c13bc0cbb9a51278f30f8685d", + "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": "These are three open PRs in the same CLI/serve.py area, but only one pair looks like the same concrete fix: the two TypeAdapter NameError patches. The third PR appears to be a broader annotation cleanup and not clearly the same change.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleanest and most targeted fix: it explicitly addresses the TypeAdapter NameError, keeps the import under TYPE_CHECKING, and only changes the annotation that triggers the runtime issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the cluster because it is the most focused on the actual failure mode and is easier to merge as a single bug fix than the broader annotation-oriented PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch serve.py and mention TypeAdapter, but 43656 looks like a broader typing/future-annotations cleanup tied to a different issue target, while 43842 is specifically about the pydantic/TypeAdapter NameError path. Not clearly the same concrete change." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "These appear to fix the same underlying serve.py TypeAdapter NameError by making the annotation non-runtime-evaluated. The patches are narrowly overlapping and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: PR 43842 is indeed the most targeted TypeAdapter NameError fix, while 43656 is a broader serve.py typing cleanup with a different issue target. The soft-edge calls are conservative overall, and the 43836\u219443842 pair is reasonably treated as mergeable into one bugfix even though 43836 is broader." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 24, + "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-43973-2", + "nodes": [ + "pull_request:43973", + "pull_request:45283" + ], + "soft_pairs": [ + "pull_request:43973|pull_request:45283" + ], + "prepared_review_unit_hash": "98b5b3cca7d773221e04eda954bca2a984f6c4b61e23fcb5966a8232562ffc2b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5194, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5194, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds a new Lfm2Audio model and docs, while the other adds Qwen3.5 GGUF loading support. They do not fix the same bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45283 is the more focused, self-contained code-path change; PR 43973 is a broad new-model addition with docs/tests and targets a different subsystem.", + "best_issue_reason": null, + "best_pr_reason": "PR 45283 is the best representative of the cluster because it is narrowly scoped and directly about loader support, whereas PR 43973 is a separate feature introduction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Different artifacts and code paths: Lfm2Audio model/docs addition vs Qwen3.5 GGUF loading mappings. They are not plausibly mergeable into one PR as 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": 16, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request: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:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "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": "f4496f07e5bdc1f2770bd8ae5463aaffb0b56bb0bc40fd974a00422e39ab57fe", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76931, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific refactors to standardized output tracing / capture_outputs patterns. A few GPT-J and GPT-Neo PRs overlap on the same concrete code paths and look like true duplicates; the rest are separate model migrations and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best representative: it targets the umbrella output-tracing refactor issue, touches the core GPT-J path, and includes the related CodeGen copy in the same change family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest canonical PR for the cluster because it is a concrete, issue-linked implementation of the standardized output-tracing refactor and is broad enough to represent the duplicated GPT-J/CodeGen work without being a docs/tests-only change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same umbrella refactor theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file and same underlying code path; 44066 also includes the same family of changes in CodeGen." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate model implementations; no shared concrete bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J are unrelated model migrations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen output tracing vs EfficientNet output tracing are different model-specific changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; same broad pattern, different code." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate implementations; not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same file and same underlying model behavior." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different concrete model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same refactor style but not the same bug/change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model refactors." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are distinct model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J are unrelated concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44116", + "accept": false, + "reason": "MGP-STR and Flaubert are separate models and implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J do not fix the same underlying code-path problem." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are separate model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J are different concrete implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J are different model migrations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are distinct model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are unrelated concrete refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model migrations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTaV2 are separate concrete refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family with overlapping files and same underlying code-path work." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J file and output-tracing refactor, so they look like duplicate implementations of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus RegNet is not the same underlying bug/change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and Vits are separate model refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different code paths; similar refactor pattern only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are within the same model/file families and look mergeable as the same standardized-output-tracing bugfix, while the rejected pairs appropriately avoid cross-model conflation. The canonical PR choice (44066) is supported by the explicit issue link and the GPT-J/CodeGen scope." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 24, + "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": "be27e7061e0e46217c8707516dc43fb35849cf7499a0a4baad2ffe9a78f3067c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to migrate output tracing to the standardized `capture_outputs` / `can_return_tuple` pattern. They share a common maintenance theme, but they are not duplicates of the same code-path fix or change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the cleanest representative of the shared refactor pattern: a focused single-model migration to standardized output capture with minimal extra churn.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best cluster representative because it most clearly exemplifies the common output-tracing migration without bundling additional files or broader behavioral changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same migration theme, but different model code paths (VisualBert vs TextNet) and different scope; not a duplicate or one mergeable PR for the same concrete fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both refactor output tracing, but they target different architectures/models (MPNet vs VisualBert) and distinct implementation details." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared refactor style only; these touch different model implementations and are not the same underlying bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model paths; the PRs are analogous migrations, not the same concrete change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Different models and different layer/output semantics; too broad to treat as the same fix or a single PR merge candidate." + } + ] + }, + "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": 24, + "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": "889ca5e8bf143f347f5f9e47421145047aacdfcf40a02a26dccc2d4632366a57", + "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 PRs are all model-specific output-tracing refactors, but they target different architectures and code paths. They share a theme, not a duplicate underlying change, so the soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the set is a family of similar refactors spread across unrelated model implementations. If a representative is needed, PR 44003 is the broadest example because it updates both mamba and falcon_mamba output-capturing logic, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best single representative of the cluster because it has the broadest scope and the most explicit output-capturing changes, while still being clearly model-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (timm_backbone vs upernet); same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "timm_backbone and vision_text_dual_encoder are unrelated code paths with different forward signatures and output handling." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations (timm_backbone vs univnet); this is only a shared refactor pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone refactor is separate from the mamba/falcon_mamba output-capturing changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and layers (timm_backbone vs rwkv); not the same bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; both alter tracing, but not the same code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 classifier/backbone tracing is distinct from UperNet segmentation output handling." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything target different model families and different output contracts." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 conv-layer tracing is unrelated to vision-encoder-decoder wrapper changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and speech-encoder-decoder are separate implementations; same theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet have different forward semantics and output structures." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Vision-text dual encoder vs UperNet: different model heads and different return behavior." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch different model families (vision-text dual encoder vs mamba/falcon_mamba), not one concrete defect." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-text dual encoder is unrelated to Depth Anything; only the refactor motif matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are different architectures with different output-capturing needs." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet audio model changes are separate from mamba/falcon_mamba tracing refactors." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and Depth Anything modify different model stacks and different forward outputs." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet segmentation output changes are unrelated to RWKV internals." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and mamba/falcon_mamba are different subsystems; not mergeable as one PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/falcon_mamba output tracing and CodeGen attention/cache refactoring affect different concrete code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are unrelated models; same refactor language is not enough to duplicate-match them." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen changes are in separate model families with different forward contracts." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet segmentation outputs and CodeGen cache handling are different changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen address different output paths and different model logic." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are distinct wrappers with unrelated output semantics." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and SpeechEncoderDecoder are separate model families; not the same underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint differ in architecture and output capture points." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are unrelated; shared refactor theme is too broad." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are different tasks and different forward/output contracts." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder wrapper changes are unrelated to RWKV layer output changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are parallel wrappers, but still distinct model-specific changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint change different model implementations and return types." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR do not share the same concrete bug or code path." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder wrapper and SuperPoint backbone are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV are different model families and cannot be treated as one fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR affect different model stacks and output shapes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV have no shared concrete code path beyond the general tracing refactor theme." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are distinct model implementations with different outputs and tests." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV layer output changes and DPR encoder wrapper changes are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "d4eb592d85f36119a22a4cc3ed0384b4d31f87710de76b63c5b6eaea96672314", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11072, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11072, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are independent model-addition efforts for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). The overlap is limited to standard Transformers boilerplate like auto registries and docs, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45075 is the most complete representative in the set: it has an explicit issue target, broad implementation coverage, and substantial review activity. It is not a duplicate of the others, but it is the strongest single anchor if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR #45075 has the clearest traceability and maturity signal among the three, with an explicit linked issue and substantial review activity. Still, it addresses a different model than the others, so it is only the best representative, not a merge candidate with them.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model implementations for PenguinVL vs Voxtral TTS; shared auto-registration/docs files are generic scaffolding, not the same concrete code-path change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model additions with different model code, configs, and tests; overlap is only boilerplate registry/docs changes." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS target different architectures and code paths (OCR vs TTS); the common touched files are standard model-registration plumbing." + } + ] + }, + "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": 24, + "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": "1645cfd12985a3cbc80efcdc86bf4b9a62c3ce4f39ef8825c268015d4aaf4f4d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related kernel/module-fusion efforts, but they are not the same change: one introduces a general module fusion API, while the other wires a specific n-to-1 kernel fusion workflow through KernelConfig and integrations.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the cleaner representative of the cluster because it defines the core Module Fusion API itself, rather than a specific downstream use of fusion machinery.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the best single representative if one must be chosen, since it is the more foundational and self-contained API change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Not a duplicate: 44979 adds a new Module Fusion API and tests, while 45363 integrates KernelConfig-based n-to-1 kernel fusion across modeling/integration code. They share a theme but not the same concrete bug or mergeable code path." + } + ] + }, + "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": 24, + "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": "8e67c7b75b506be34a5144fc6825f455f234cbecfee0ec4b11ef3ae5d93f6cbf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex patch bug in the same file and make the same code change; 45317 appears to be a superset because it adds tests. This is a strong duplicate/mergeable pair.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it makes the same code-path change as 45086 and also adds test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best single PR candidate because it fixes the same AttributeError in the same location and includes accompanying tests, making it the most complete implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same patch in `tokenization_utils_tokenizers.py`; 45317 is effectively the tested version of 45086, so they are mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "dd957535d5a9071af56266273ee0501b923ae1097b77c4d555b85a32d905393c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are NemotronH-related, but they are not duplicates: #45115 is a narrow refactor/conversion-mapping change, while #45569 is a broader model-splitting/docs/tests PR that introduces NemotronH Dense/Sparse variants and updates auto-mapping. They overlap on shared model files but do not look like the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical PR for this cluster because it is the broader, more complete change set: it adds the NemotronH Dense/Sparse variants, updates docs, auto-mappings, and tests, whereas #45115 is mostly a targeted refactor plus conversion-mapping updates.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best representative PR since it covers the main functional restructuring of NemotronH and includes the user-visible/model-registry pieces; #45115 is narrower and more implementation-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files alone are not enough: #45115 focuses on GraniteMoeHybrid-compatible conversion renames and refactoring, while #45569 changes the architecture packaging, docs, auto-mapping, and tests for Dense/Sparse variants. They are related but not the same concrete fix and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 24, + "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": "9ad08c917e242248647f964ce6d303e22e067d27034491bd85ea57f32091315b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "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 feature PRs for heterogeneous model support, but they are not duplicates: one introduces per-layer config plumbing, the other adds model/cache behavior on top of that. They touch shared files and the same subsystem, yet they do different work at different layers.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45333 is the more foundational change: it adds per-layer heterogeneous configuration support and the shared config helpers that 45332 builds on.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the best representative of the cluster because it establishes the core config infrastructure; 45332 is a separate follow-on modeling/cache implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: these are adjacent but distinct changes. 45333 adds heterogeneous config support, while 45332 adds heterogeneous modeling/cache behavior that depends on that config machinery. They do not look like the same concrete bug or one PR that could simply subsume the other." + } + ] + }, + "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": 24, + "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-45394-4", + "nodes": [ + "pull_request:45394", + "pull_request:45487", + "pull_request:45592", + "pull_request:45596" + ], + "soft_pairs": [ + "pull_request:45394|pull_request:45596", + "pull_request:45487|pull_request:45592", + "pull_request:45487|pull_request:45596", + "pull_request:45592|pull_request:45596" + ], + "prepared_review_unit_hash": "291dec0f79240c65543520a3f0db964cae679f4a538a382423a2b636450aa215", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10266, + "estimated_input_tokens": 2567, + "estimated_eval_tokens": 5390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10266, + "estimated_input_tokens": 2567, + "estimated_eval_tokens": 5390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are separate model-specific PRs with only superficial overlap in wording around fixes/tests. The only deterministic soft match (45487 vs 45592) is not a true duplicate: one is a model-parallel fix for AltCLIP/ChineseCLIP and the other is a FastVLM test padding adjustment.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the strongest standalone code fix: it addresses a concrete device-placement/model-parallel bug in the embedding path and touches the actual implementation, not just tests. It is broader and more substantive than the others, though it is not a duplicate of them.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best representative PR in this cluster because it contains the clearest real bug fix in model code. The other PRs are narrower test-only or model-specific adjustments and do not share the same underlying defect.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45394", + "right": "pull_request:45596", + "accept": false, + "reason": "Different models and different failure modes: XCLIP split-module handling vs BLT XPU test expectations. No shared code path or concrete bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45592", + "accept": false, + "reason": "Not the same issue. 45487 fixes model-parallel/device placement in AltCLIP/ChineseCLIP code, while 45592 only adjusts FastVLM test padding-side behavior." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45596", + "accept": false, + "reason": "Different scopes and artifacts: a model-parallel implementation fix versus BLT test expectation changes on XPU. Same broad theme of failing tests is insufficient." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45596", + "accept": false, + "reason": "Both are test-related, but for unrelated models and unrelated failures. No shared concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 24, + "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": "782dfa147a23485c62befe21b021eef650312dadab9ed21013897a6105812c84", + "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": "These are both typing-related PRs, but they address different levels of scope: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds a few targeted typing protocols/helpers and touches `modeling_utils` integration. They are not the same underlying change and should not be clustered as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the better canonical PR because it is the more focused, concrete typing change centered on `modeling_utils`/typing helpers, rather than a broad repo-wide type-checking pass.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best representative of the cluster since it has a narrower, more specific code-path focus and substantial review activity; PR #45415 is a separate large mechanical typing sweep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but #45415 is a wide type-checking cleanup across many modules while #45425 adds targeted typing protocols/helpers and related integration. Shared files are incidental, not evidence of the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/manifest.json b/snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5d0217acc137fbe1f35189fdb39c425ea79d7c35 --- /dev/null +++ b/snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260424t000039z", + "artifacts": { + "hybrid": "snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-24T00:05:02Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260424T000039Z", + "variant": "hybrid" +} diff --git a/snapshots/20260424T000039Z/manifest.json b/snapshots/20260424T000039Z/manifest.json index fca671b4abbd56632a4e6ee8235007422193c672..9c4a9623269b1b53a04f81eaa5a147cb450d4f2e 100644 --- a/snapshots/20260424T000039Z/manifest.json +++ b/snapshots/20260424T000039Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 462 }, "extracted_at": "2026-04-24T00:00:39Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260424t000039z", + "runs": { + "hybrid-model-20260424t000039z": { + "analysis_id": "hybrid-model-20260424t000039z", + "artifacts": { + "hybrid": "snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/manifest.json", + "model": null, + "published_at": "2026-04-24T00:05:02Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260424T000039Z", "watermark": {