diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 6377060b0df8d833431275b5c671448f973077d4..5ea14eeca8ce024a35972ddffb529cdddc20b522 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": "20260524T180020Z", - "generated_at": "2026-05-24T18:03:58Z", + "snapshot_id": "20260525T000033Z", + "generated_at": "2026-05-25T00:04:10Z", "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 a77711ac8690c01b25ebc938fd3a4a2f07d0fd4f..c3310a11c85526f3f3d4f658b4d5256e96ed60a2 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": "20260524T180020Z", - "generated_at": "2026-05-24T18:03:58Z", + "snapshot_id": "20260525T000033Z", + "generated_at": "2026-05-25T00:04:10Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -2510,8 +2510,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -5966,8 +5966,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -6048,7 +6048,7 @@ "issue:43688|issue:43749", "issue:44514|issue:45290" ], - "prepared_review_unit_hash": "c67ca252fd3d28fdfc4e07f9f349cf3ba92b62212d6a8885984eaf3f231cb49f", + "prepared_review_unit_hash": "b1d580b78ec9f3ade0a4eb821d72e8eb8146f0e86d5336b5091c3fe7eeed619f", "component_budget": { "node_count": 427, "item_count": 427, @@ -6070,174 +6070,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a set of unrelated issue reports; only the SigLIP2 reports look like duplicates of the same underlying model regression. No PRs are present.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43994 is the clearest representative of the SigLIP2 failure cluster: it names the model, the wrong-output symptom, and includes broader reproduction context than the shorter duplicate reports.", + "summary": "Most pairs are related only at the subsystem or model-family level and should stay separate. I\u2019d merge only the SigLIP2 pair and the remote-code config-field-loss pair; the rest are distinct bugs or features.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43643 is the best canonical target because it describes the underlying config-field loss on `AutoConfig.from_pretrained(..., trust_remote_code=True)` in a broad, reusable way, and the Qwen3_5MoeVision report is a specific manifestation of that same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the best overall issue candidate because it most directly captures the shared SigLIP2 bug and is the most actionable summary of the regression.", + "best_issue_reason": "43643 is the strongest standalone issue here: it has a clear reproduction, a concrete loader/deserialization failure, and broad impact across remote-code configs, making it the best duplicate target overall.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and different failures: SigLIP2 zero probabilities vs Perceiver image-classification resolution handling." + "reason": "Both involve image models, but they describe different failures on different architectures and code paths; too broad to treat as duplicates." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Unrelated code paths: Qwen3OmniMoe video-input validation vs Gemma4 PLE device placement under device_map=auto." + "reason": "Different models and different symptoms: video-input processing in Qwen3OmniMoe versus a Gemma4 device-mapping mismatch." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different bugs in different stacks: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior across models." + "reason": "One is a Beit image-processor label-reduction bug; the other is a sequence-classification loss issue across models. Not the same bug." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both point to the same SigLIP2 model regression producing incorrect/nonsensical outputs; the JAX-vs-HF discrepancy is a plausible description of the same underlying bug." + "reason": "Same SigLIP2 implementation problem: one report compares HF vs JAX outputs, the other reports nonsensical outputs from the same model family and likely the same broken code path." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention Qwen2.5-VL/rope-related behavior, but one is about Smollm3 RoPE-layer dropping while the other is a still-image temporal position-id scaling bug." + "reason": "Both mention RoPE/position IDs, but they are different models and different logic paths; not the same concrete defect." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer compute_loss argument handling are separate trainer issues." + "reason": "TrainerState token accounting and custom `compute_loss` keyword-argument handling are unrelated trainer issues." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Config persistence of rotary_pct is unrelated to rope-validation TypeError on JSON-loaded lists." + "reason": "Both are about rope/config handling, but one is config reload persistence and the other is a type error in rope validation inputs; different defects." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to AutoImageProcessor-from-URL loading." + "reason": "Unexpected `_is_hf_initialized` during model loading is unrelated to loading `AutoImageProcessor` from a URL." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken keyword collision and Mistral regex patch crashing on backend_tokenizer are different tokenizer failures." + "reason": "Both are tokenizer-loading failures, but the concrete causes differ: `AddedToken` argument duplication versus a Mistral regex patch hitting a missing backend tokenizer." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "A failed janus test and a Phi-4 multimodal loading failure are not the same concrete bug." + "reason": "Different multimodal models and different failures; one is a janus test case, the other a Phi-4 multimodal load regression." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression is separate from the broad AutoTokenizer token-ID regression across many models." + "reason": "Both are regressions, but one is about Qwen3.5 checkpoint saving and the other is a tokenizer token-ID regression across several models." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both involve loading, but gguf_file breakage and sleng-bert load failure do not look like the same underlying bug." + "reason": "Both are model-loading complaints, but the gguf/AutoTokenizer issue and the sleng-bert load failure do not point to the same underlying bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL backend torchvision dependency enforcement is unrelated to Mistral tokenizer regex patching." + "reason": "PIL image-processor torchvision requirements and Mistral regex patching are unrelated." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM loading key errors and missing Float8 storage are different loading/runtime failures." + "reason": "Different load-time failures with different causes: MobileLLM key lookup versus missing Float8 storage type." }, { "left": "issue:43643", "right": "issue:45375", - "accept": false, - "reason": "Both are config-related, but missing fields from trust_remote_code AutoConfig and a strict-dropped Qwen3_5MoeVisionConfig field are separate issues." + "accept": true, + "reason": "Same underlying config-field-drop bug: both report that strict remote-code/config handling silently removes expected fields; 45375 is a specific instance of the broader 43643 failure." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + "reason": "A Qwen3-MoE sliding-window issue is unrelated to loading an image processor from a URL." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A version bump to an unreleased PEFT requirement is not the same as stale auto_mappings references to removed configs." + "reason": "Both touch package/config metadata, but one is a dependency version bump and the other is stale auto-mapping references; different fix scopes." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint regression affect different models and code paths." + "reason": "Different Qwen-related regressions: RTDetrV2 output changes versus Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Missing num_labels propagation in Qwen3.5 is unrelated to strict config blocking granite_speech loading." + "reason": "`num_labels` propagation and strict config loading are separate config bugs." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is a chat-template batching crash and the other is incorrect video vision_position_ids; different concrete bugs." + "reason": "Both are Qwen2.5-VL, but one is a chat-template batching crash and the other is a video position-id regression; different code paths." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training weight-dimension error and a LayoutLMv3 error-message clarity issue are not duplicates." + "reason": "DeepSpeed training weight-shape error and a LayoutLMv3 box validation message issue are unrelated." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight unpacking and Perceiver resolution/interpolation behavior are different subsystems and failures." + "reason": "BitNet packed-weight unpacking during accelerate loading has nothing to do with Perceiver image-classification interpolation." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed dependency errors are unrelated." + "reason": "Gemma 4 processor import failure and Windows/ROCm torch.distributed dependency problems are unrelated platform/library issues." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train failure are separate trainer/model issues." + "reason": "Loading Gemma3 with ZeRO-3 and trainer.evaluate after train are different failures in different layers of the stack." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different bugs." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same general area, but the batched-padding crash and assistant-tool-call/no-content crash are distinct edge cases, not one concrete bug." + "reason": "Both involve chat templating, but one is a batching/padding crash and the other is assistant tool-call handling; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair, issue:43493 and issue:43994, is phrased cautiously as a plausible shared SigLIP2 regression rather than a hard certainty. No PRs are present, and the other pairwise rejections look appropriately conservative." + "feedback": "The summary is grounded in the packet and stays conservative overall. The rejected pairs are justified by clearly different titles/code paths, and the two accepted pairs are plausible same-bug duplicates based on the issue titles: SigLIP2 implementation/output mismatch, and the remote-code config field being dropped on reload. " }, "evaluator_used": true, "retried": false, @@ -6253,8 +6253,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -7198,8 +7198,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -7503,8 +7503,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -7589,7 +7589,7 @@ "issue:45290|issue:45381", "issue:45127|issue:45245" ], - "prepared_review_unit_hash": "a1ab6fc5f627516b9590c7c51234b010b11f776e454f9ff48909cbc19bdede35", + "prepared_review_unit_hash": "f86b1da8801abe070f6155e6078ee6b3cb2ed3cd62ea06ee3e527c766a0c0c9c", "component_budget": { "node_count": 427, "item_count": 427, @@ -7611,192 +7611,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated bugs and docs regressions across tokenizers, chat templates, multimodal processors, import paths, and training/runtime behavior. None of the soft-edge pairs looks like the same underlying bug or change, so I would not merge any of them.", - "confidence": 0.88, - "canonical_issue_reason": "No clear canonical issue: the items do not form one duplicate family, and the apparent overlaps are mostly broad subsystem or model-family similarity rather than the same concrete bug.", + "summary": "All soft pairs look like false positives: they share broad themes or model families in a few cases, but not the same concrete bug or fix path. No duplicate cluster is evident.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are heterogeneous and the proposed soft pairs do not share the same underlying bug/change.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because the cluster is not coherent; any choice would be arbitrary rather than duplicate-driven.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not actually a duplicate set; any choice would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights/vocab extension, but one is device-dependent serialization and the other is LoRA merge collapse; different bugs." + "reason": "Both involve tied weights/vocab changes, but one is serialization depending on device and the other is LoRA merge collapse; not the same bug." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Torch.compile SDPA failure and ZeRO-3 gradient growth are unrelated training issues." + "reason": "Different code paths: torch.compile+SDPA failure vs. DeepSpeed ZeRO-3 gradient blow-up." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure vs stale generate() warning; not the same problem." + "reason": "A failing janus test and a stale paged-generate warning are unrelated symptoms with different targets." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both involve missing pad_token_id, but on different model configs and code paths; not one bug." + "reason": "Same missing-attribute symptom, but for different config classes/models; no evidence of one shared fix." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a missing class vs a detokenization regression; unrelated." + "reason": "ImportError for a missing Qwen2.5-VL symbol is unrelated to DeepSeek detokenization in v5." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe vs Qwen2.5-VL import error; unrelated." + "reason": "FineGrainedFP8/Qwen3-MoE failure and a missing Qwen2.5-VL import are different issues." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different label-processing bugs in different components; same broad area only." + "reason": "Metric gathering drops tuple labels; BEiT fast processor reduces labels incorrectly. Different components and bugs." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video shape bug vs tensor-parallel OOM; no shared code-path bug." + "reason": "Batched video shape handling and TP/OOM when loading a large model are not the same bug." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Local-path trailing slash warning vs. SigLIP2 implementation discrepancy; no shared code-path defect." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Evaluation dtype drift vs Qwen3 MoE memory inefficiency; different issues." + "reason": "Dtype change during evaluate and MoE training memory inefficiency are unrelated." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token vs embedding reinit on resize; unrelated mechanisms." + "reason": "Tokenizer extra-space detokenization and embedding reinitialization after resize are different layers and behaviors." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression vs Python 3.13 flash_attn import KeyError; unrelated." + "reason": "Detokenization bug and Python 3.13 flash_attn import key error are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs stale CI test; not the same bug." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure do not share a fix." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is a broader HF/JAX discrepancy; too different to merge." + "reason": "Same model family, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; too different to duplicate." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model failures: FastSpeech2ConformerTokenizer load error vs Wav2Vec2 save/tokenization failure." + "reason": "FastSpeech2 tokenizer loading and Wav2Vec2 save/tokenization failures are different tokenizer issues." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are apply_chat_template issues, but one crashes on batched padding=False input and the other yields wrong assistant masks; distinct bugs." + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input and the other yields zero assistant masks; not clearly the same bug." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash_attn import failure vs Windows ROCm torch.distributed import problem; unrelated." + "reason": "Python 3.13 flash_attn import failure is unrelated to Windows AMD ROCm torch.distributed dependency issues." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 probability regression vs RT-DETR memory leak; no overlap." + "reason": "SigLIP2 zero-probability output and RT-DETR memory release behavior are unrelated." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported feature-extractor arg crash vs Whisper empty transcription after token alignment; different code paths." + "reason": "Unsupported center arg in a feature extractor and Whisper empty-transcription failure are different audio bugs." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs/API cleanup, but they concern different pages and deprecations; not one duplicate change." + "reason": "Both are docs-related, but they concern different API removals and different pages; not the same change." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sample-rate default vs batched video processor shape bug; unrelated." + "reason": "Audio chat-template sampling-rate defaulting and video processor batch shape handling are unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward/from_latents mismatch vs stale device-override CI test; unrelated." + "reason": "DAC forward/from_latents mismatch and a GraniteSpeech CI test issue do not match." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output-size mismatch vs AMP crash in a different loss; not the same bug." + "reason": "Image size mismatch in OmDet-Turbo processor and LwDETR AMP/CUDA crash are different detector issues." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper issue are unrelated." + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are separate audio-model bugs." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for a flash-attention symbol vs Torch 2.10 compatibility issue; different failures." + "reason": "Specific missing flash-attention symbol import and a broad Torch 2.10 incompatibility report are not the same concrete defect." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer creation bug in SwitchTransformers vs Bamba torch.compile/SDPA failure; unrelated." + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch vs qwen3_omni_moe helper behavior; unrelated." + "reason": "CPU offload device mismatch and qwen3_omni_moe length-helper behavior are different problems." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "LwDetrImageLoss AMP crash vs D-FINE auxiliary-loss omission; different detection bugs." + "reason": "AMP/CUDA crash in one detector loss and missing auxiliary losses in another model are not duplicates." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Tool-call chat-template crash vs wrong vision_position_ids in Qwen2.5-VL video input; unrelated." + "reason": "Tool-call assistant-message crash and wrong vision_position_ids in Qwen2.5-VL are different multimodal issues." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/tied-weight collapse vs category-count runtime limit; unrelated." + "reason": "LoRA/tied-weights collapse and a 2^24 category limit runtime error are unrelated." } ] }, @@ -9162,7 +9162,7 @@ "issue:43404|issue:43441", "issue:16998|issue:22355" ], - "prepared_review_unit_hash": "f78c7824d6719958a28beb3a5ff27f56538b8a67f53ed3328fea43f41614bd14", + "prepared_review_unit_hash": "520b2aec2609d5549f6793073e74b7dc971bf35dd59a45cb2edfea8fe4d23012", "component_budget": { "node_count": 427, "item_count": 427, @@ -9184,168 +9184,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: these issues span unrelated models, config bugs, loading regressions, processor behavior, and environment/import failures. No soft edge looks like the same underlying bug or change, so I would keep them separate.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43749 is the strongest anchor in this noisy cluster: it has the most discussion/inbound references and represents a broad, user-impacting runtime regression. That said, the cluster does not appear to contain a true duplicate set.", + "summary": "This cluster is highly heterogeneous: the paired issues share only loose topical similarity (loading, config, multimodal, pipeline, etc.) but not the same concrete bug. I would reject all soft edges as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43749 is the most broadly impactful and heavily discussed report in the set, with multiple inbound references and a clear regression description, so it is the best representative issue for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the most prominent and well-supported issue here, with broad impact and the most activity, making it the best representative issue for the cluster.", + "best_issue_reason": "issue:43749 is the strongest standalone issue here because it is open, well-documented, and appears to have the widest external impact compared with the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but one is a Llama 3.2 Vision model-specific break and the other is a base_model_prefix-related generic loading issue; different underlying bugs." + "reason": "Both are loading regressions, but they involve different model families and different failure modes/causes." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "These describe unrelated failures: loading a specific model vs a backend-mapping error for tensorflow_text." + "reason": "One is a model load regression; the other is a backend-mapping error for tensorflow_text. No shared underlying bug." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading of packed weights and tokenizer loading for FastSpeech2ConformerTokenizer are different code paths and symptoms." + "reason": "Accelerate-loading bitnet weights vs tokenizer loading for FastSpeech2Conformer are unrelated code paths." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "One is an API constraint on patchtsmixer post_init; the other is a video-input regression across Qwen VL models." + "reason": "PatchTSMixer post_init validation and Qwen video-input regression are separate issues." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both mention Qwen model loading/saving, but one is a weight-shape mismatch on load and the other is an incorrect save_pretrained checkpoint; not the same bug." + "reason": "Both mention Qwen models, but one is a weight-shape load mismatch and the other is a save_pretrained checkpoint regression." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation parity and stale pipeline documentation after v5 removals are unrelated issues." + "reason": "SigLIP2 implementation discrepancy and pipeline docs referencing removed APIs are unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving a dequantized Ministral/Devstral model and loading the wrong custom module after save_pretrained are distinct defects." + "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different bugs." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "A model-loading regression for one vision model is not the same as a GenerationMixin import error." + "reason": "A model-loading regression is not the same as an import error for GenerationMixin." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both concern config APIs, but one is a Gemma3TextConfig discrepancy and the other is unwrap behavior for composite Qwen configs; different fixes." + "reason": "Both concern multimodal config APIs, but they affect different config behaviors and code paths." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "Deepspeed/Adafactor OOM and a CustomTrainer signature mismatch are unrelated training issues." + "reason": "DeepSpeed Adafactor OOM and CustomTrainer signature mismatch are unrelated training failures." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and an eos_token_id config inconsistency are separate problems." + "reason": "Quantization/offloading behavior and eos_token_id config mismatch do not describe the same defect." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and a Qwen3-VL shape mismatch are different loading failures." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are distinct load-time problems." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code configs and GPTNeoX rotary_pct not persisting on reload are different config-serialization issues." + "reason": "Config fields missing with trust_remote_code and rotary_pct resetting on reload are different serialization issues." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading in an example script and an unrecognized model/config error are unrelated." + "reason": "Dataset loading in an example script and model-type recognition in config.json are unrelated." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2Model and a DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Python 3.13 import parsing failure and DeepSpeed ZeRO3 deque error are completely different failures." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape change and missing PyTorch dependency import error are unrelated." + "reason": "Pipeline output nesting and missing PyTorch dependency are unrelated." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both involve Qwen multimodal processors, but one is a video-input ValueError and the other is a batched chat-template crash with padding=False; different concrete bugs." + "reason": "Different Qwen processor/video bugs with different triggers and symptoms; not the same code-path bug." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "A dummy Conv2d concern in Sam3PixelDecoder is not the same as a Sam3Video CUDA OOM." + "reason": "A dummy Conv2d implementation issue and a CUDA OOM report are not duplicates." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + "reason": "ESM2 model breakage and a janus test failure concern different models and symptoms." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "A processor.tokenizer regression and an incorrect pipeline error message are different v5-related issues." + "reason": "Processor.tokenizer regression and a pipeline error-message docs issue are not the same bug." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API mismatch and granite_speech config loading strictness are not the same underlying bug." + "reason": "Gemma3TextConfig API inconsistency and granite_speech config loading failure are separate config issues." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3 config discrepancy and Mistral-3 dtype mismatch between preprocessor and model are unrelated." + "reason": "A text-config API discrepancy is unrelated to a dtype mismatch between image preprocessor and model." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and a resume_from_checkpoint key mismatch are unrelated." + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch do not share a concrete root cause." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors in FuyuBatchFeature and a Windows ROCm torch.distributed dependency issue are unrelated." + "reason": "Bare except swallowing KeyboardInterrupt and Windows ROCm torch.distributed import problems are unrelated." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Both are Mistral-family, but one is missing lm_head tying and the other is a FlashAttention regression; different code paths and fixes." + "reason": "Missing weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different issues." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx import are unrelated." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import error." } ] }, @@ -9364,8 +9364,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -11155,8 +11155,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -11243,7 +11243,7 @@ "issue:44749|issue:45310", "issue:42994|issue:43482" ], - "prepared_review_unit_hash": "d4370d83d089b3fb6203f7930e6adada40131bd0beb7cbea486b992dc8c69bb0", + "prepared_review_unit_hash": "279eacdbe34cd80074f7369c3647efb355ff0b85cb298fd0a1e5c9aa5f9d53bb", "component_budget": { "node_count": 427, "item_count": 427, @@ -11265,210 +11265,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set; it mixes unrelated tokenizer, model-loading, generation, SAM3, Qwen, DeepSpeed, and save/serialization regressions. I would not merge any of the soft-edge pairs.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43646 is the broadest issue in the set and the closest thing to a cluster anchor, covering a general v5 model-initialization regression rather than a narrow model-specific symptom.", + "summary": "This cluster is very heterogeneous: most items are unrelated regressions, model-specific bugs, or config/loading issues. None of the soft edges look like true duplicates; they only share broad Transformer/v5 theme words. If forced to pick a representative, the broad v5 model-initialization regression is the best umbrella issue.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the closest fit for a mixed cluster of v5 regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most suitable representative for triage because it is the least specific and most broadly framed regression here, though it still does not truly duplicate the others.", + "best_issue_reason": "issue:43646 is the most suitable cluster representative because it is general, version-level, and can loosely cover several of the other v5-related breakage reports, even though the cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Different failures: model loading regression vs tokenizer error masking when protobuf is absent." + "reason": "Different failures: model loading regression vs tokenizer error masking when protobuf is missing." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI output in loading_report." + "reason": "Unrelated code paths: generation kwargs update after sync_gpus vs ANSI logging in loading_report." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Different code paths: stale indexer cache on second forward vs Gemma mm_token_type_ids defaults." + "reason": "Different models and bugs: stale indexer cache in GlmMoeDsa vs Gemma 4 token-type handling." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Unrelated: video-input regression for Qwen models vs Windows/ROCm import dependency failure." + "reason": "No shared underlying bug: video-input regression in Qwen models vs Windows/ROCm import dependency issue." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Same product area (SAM3) but different concrete bugs: dummy Conv2d vs model-type mismatch warning." + "reason": "Same product family but different problems: dummy Conv2d implementation vs model-type mismatch warning." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different models and symptoms: missing FPN output field vs Qwen3OmniMoe video-input ValueError." + "reason": "Different components and symptoms: missing fpn_position_embeddings vs video-input ValueError in Qwen3OmniMoe." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Offline tokenizer cache loading issue is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch embedding/weight behavior, but one is tied-weight serialization and the other is resize_token_embeddings on t5gemma." + "reason": "Both mention tied embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder weights." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Both involve DeepSpeed, but one is from_pretrained loading and the other is optimizer stepping called twice." + "reason": "Different DeepSpeed-related failures: from_pretrained on Gemma-4 vs duplicate optimizer stepping." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different models and bugs: BigBirdTokenizer special-token registration vs ESM2 breakage." + "reason": "Tokenizer special-token registration bug is not the same as the broader ESM2 breakage report." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weight warning is unrelated to patchtsmixer post_init policy." + "reason": "Distinct issues: tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy change." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale cache crash on second forward is unrelated to flash_attention s_aux=None handling." + "reason": "Both are runtime bugs, but one is stale cache indexing and the other is flash_attention crashing on s_aux=None." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a tie_word_embeddings warning and the other is a flash-attention generation regression." + "reason": "Warning-only tied-embeddings issue vs actual generation failure with flash-attention; not the same bug." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to removed Sam3LiteText auto-mapping references." + "reason": "DeepSpeed deque underflow is unrelated to stale auto_mappings references for removed Sam3LiteText configs." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Different issues: tied-embedding warning vs stale num_return_sequences warning in paged generate." + "reason": "Different generation behavior: config warning spam vs stale num_return_sequences warning in paged generate()." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import problem." + "reason": "Strict config loading for granite_speech has nothing to do with Windows ROCm torch.distributed import errors." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both mention cache, but chunked_prefill cache absence and wrong tensor indexing in /v1/responses are different bugs." + "reason": "Both involve generation/cache, but they are different code paths and concrete failures." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Weight-shape mismatch loading Qwen3-VL is unrelated to Qwen3.5 tied-embedding warnings." + "reason": "Shape-mismatch loading error for Qwen3-VL is unrelated to tied-embedding warning noise." }, { "left": "issue:44530", "right": "issue:46170", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to the ROCm/torch.distributed import failure." + "reason": "PagedAttentionCache group-type crash in Qwen3.5 is not the same as the Windows ROCm dependency issue." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Both are pipeline/model issues, but dummy Conv2d in SAM3 is not the same as MaskGenerationPipeline dropping the final partial batch." + "reason": "Both touch masks/pipelines, but one is a dummy layer in SAM3 and the other is partial-batch result dropping." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Nonexistent import from image_utils is unrelated to tokenizer decode-error masking." + "reason": "Removed import from image_utils is unrelated to tokenizer protobuf error handling." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/decode regressions, but they affect different models and different failure modes." + "reason": "Different tokenizer failures: trailing replacement-character decode crash vs codec-handling regression in Kimi-K2.5." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Save_pretrained bugs, but tokenizer_config mismatch and processor missing files are not the same defect." + "reason": "Both are save_pretrained-related, but one is tokenizer config mismatch and the other is missing processor files." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to a broad performance slowdown after upgrading Transformers." + "reason": "Tokenizer AttributeError on tasks is unrelated to post-upgrade filtering slowdown." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both involve generation/cache handling, but the concrete bugs and triggering paths differ." + "reason": "Both mention generation internals, but the concrete bugs are different cache/state issues." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Broad v5 model-init breakage vs ESM2-specific breakage; not the same underlying bug." + "reason": "Generic v5 initialization regression is not the same as the ESM2-specific breakage report." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior change." - }, - { - "left": "issue:44297", - "right": "issue:45459", - "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to protobuf exception masking." + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are separate configuration/API issues." }, { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Different tokenizer regressions in different model families; not one underlying bug." - }, - { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is not the same as processor save_pretrained missing files." + "reason": "Missing processor save files and double optimizer stepping are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrade is unrelated to double optimizer stepping under DeepSpeed." + "reason": "Performance regression after upgrade vs DeepSpeed double-step bug; no shared code-path problem." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Different Qwen3.5 symptoms: filter slowdown vs from_pretrained loading error." + "reason": "Both are upgrade regressions, but one is slowdown and the other is Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are different serialization/load paths." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different lifecycle stages and causes." } ] }, @@ -13052,8 +13040,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -13706,8 +13694,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -14693,8 +14681,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -17504,8 +17492,8 @@ "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:43995", "pull_request:43823|pull_request:46067", - "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", "pull_request:44827|pull_request:46067", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46048", @@ -17514,172 +17502,172 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "327ffe05f43e6a9898a81ab0e96ce155f25a97149f807cf602200f67f078815d", + "prepared_review_unit_hash": "1f9840280d06e94123677c71d993cbc70eeeedf2a549aafb2180199859e39b1a", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38369, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38369, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly noise: the PRs span unrelated model additions, tests, docs, and loading fixes. Only the two `fixed_cross_entropy` patches are a true duplicate pair; everything else should stay separate.", - "confidence": 0.95, + "summary": "This cluster is mostly heterogeneous: model additions, refactors, test updates, and unrelated bugfixes. The only true duplicate-like pair is the two fixed_cross_entropy kwargs PRs (43251 and 43254), which patch the same loss code path for the same issue.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest canonical for the only real duplicate pair: it directly targets issue 43240 and implements the full `cross_entropy` kwargs forwarding change in `loss_utils.py`.", + "canonical_pr_reason": "PR 43251 is the clearest canonical duplicate candidate because it explicitly targets issue 43240 and implements the same fixed_cross_entropy kwargs fix as 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best representative PR here because it is the only explicit bug fix with a tracked issue and it matches the same concrete code-path change as 43254.", + "best_pr_reason": "PR 43251 is the strongest representative PR in this cluster because it is tied to a concrete issue and matches the only clear duplicate change; the rest of the items are unrelated to each other.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Videoprism model/doc additions vs an executorch dynamic-shape test; unrelated changes." + "reason": "VideoPrism model addition and an Executorch dynamic-shape test are unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer API additions vs MobileLLM model integration; different code paths." + "reason": "Tokenizer method additions for MistralCommon do not match a new MobileLLM model implementation." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method fixes vs executorch export testing; no shared bug or change." + "reason": "Tokenizer API fill-in and an Executorch export test are different code paths and problems." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes vs a new model addition; only broad processor/model relevance." + "reason": "Processor auto-loading robustness and adding MobileLLM are different changes." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Cross-entropy kwargs fix vs base_model_prefix loading/conversion fix; unrelated subsystems." + "reason": "Cross-entropy kwargs handling is unrelated to conversion loading/base_model_prefix fixes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss function kwargs fix vs MobileLLM model addition; different underlying work." + "reason": "Loss-function kwargs support and a new model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` patch vs Mistral4 test fixes; not the same concrete issue." + "reason": "fixed_cross_entropy kwargs and Mistral4 test fixes do not target the same bug." }, { - "left": "pull_request:43251", + "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "Loss utility kwargs fix vs loading conversion prefix handling; unrelated." + "reason": "Executorch dynamic-shape export tests and conversion loading fixes are unrelated." }, { "left": "pull_request:43424", - "right": "pull_request:46067", + "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test vs conversion/loading prefix fix; different concerns." + "reason": "Executorch export coverage and Mistral4 test fixes are different issues." }, { "left": "pull_request:43424", - "right": "pull_request:44827", + "right": "pull_request:43823", "accept": false, - "reason": "Executorch dynamic-shape test vs Mistral4 tests; same broad area of testing, but not the same bug." + "reason": "Executorch export tests and MobileLLM implementation are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model integration vs config-resolution fix; different code paths." + "reason": "Adding MobileLLM and fixing cls.config resolution are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs Falcon output-interface refactor; unrelated models." + "reason": "New MobileLLM model code and Falcon output-interface refactoring are different changes." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "Model addition vs loading/conversion prefix fix; no shared underlying change." + "reason": "MobileLLM addition and base_model_prefix conversion fixes are unrelated." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs model-creation skill/docs; different artifact types and goals." + "reason": "Falcon output refactoring and Mistral4 test fixes are not the same underlying change." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon output refactor vs Mistral4 test fixes; unrelated model code." + "reason": "Falcon model refactoring and the model-creation skill are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test fixes vs base_model_prefix conversion/loading fix; unrelated bugs." + "reason": "Mistral4 test fixes and conversion base_model_prefix fixes address different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming fix; different model families." + "reason": "Mistral4 tests and layrnorm->layernorm renaming are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs TDT loss kernel integration; unrelated work." + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs config-resolution order fix; different issues." + "reason": "Mistral4 tests and cls.config resolution order fixes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes vs model-creation skill file; not the same change." + "reason": "Mistral4 tests and the model-creation skill do not patch the same concrete bug." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs a model-creation skill/documentation PR; unrelated." + "reason": "A MobileLLM implementation and the model-creation skill are not the same code change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patches implement the same `fixed_cross_entropy` change: forward supported kwargs (`weight`, `label_smoothing`) into `nn.functional.cross_entropy` for the same issue." + "reason": "Both PRs modify src/transformers/loss/loss_utils.py to pass supported kwargs through fixed_cross_entropy for the same issue 43240." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is supported by the shared file, shared issue target, and near-identical `fixed_cross_entropy` kwargs forwarding change. The other soft-edge rejections are cautious and consistent with the diffs shown, without overstating evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is supported by shared target 43240 and the same loss_utils.py kwargs fix. The rejected soft edges are also reasonably conservative: they describe distinct model additions, refactors, or tests that do not look mergeable into one bugfix PR." }, "evaluator_used": true, "retried": false, @@ -17706,12 +17694,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "45719347fc6e4dcf9b94d55c34cdafa8d15c4f82f7c75ae606e41716c597fd33", + "prepared_review_unit_hash": "8cc36cca083bf72b7a329a7271c6488ab2eb19679219319360bc859cecc92ace", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17719,7 +17707,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17728,18 +17716,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice pull requests, but they appear to be different changes: one implements the base VibeVoice integration, while the other adds a realtime variant plus an acoustic tokenizer and extra generation/runtime wiring. I would not treat them as duplicates.", - "confidence": 0.87, + "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the base VibeVoice implementation, the other adds a realtime variant plus additional tokenizer/generation pieces. They touch overlapping files, but the underlying changes are different enough that they should stay separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the better canonical representative because it is the earlier, non-draft, more reviewed base VibeVoice implementation and likely forms the foundation for the later realtime work.", + "canonical_pr_reason": "PR 40546 is the broader foundational VibeVoice implementation and is the more natural canonical reference for the base model work; PR 42781 is a later extension focused on realtime support rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best single representative of the cluster: it is the more complete and established VibeVoice integration, whereas 42781 is a draft follow-up focused on realtime support and tokenizer additions.", + "best_pr_reason": "PR 40546 is the better representative of the core VibeVoice integration overall. PR 42781 is a narrower follow-on adding realtime-specific functionality, so it should not replace the base implementation as the main PR.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice family and some registry/docs files, but the change sets are not the same concrete fix/feature: 40546 adds the base model integration, while 42781 adds realtime VibeVoice plus acoustic tokenizer and generation changes. Too broad to merge as duplicates." + "reason": "Shared VibeVoice files alone are not enough: 40546 implements VibeVoice, while 42781 adds VibeVoice Realtime and an acoustic tokenizer. Different scope and code paths, so they are not the same PR-level change." } ] }, @@ -17769,12 +17757,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "be59e681b8ae0c31f2aa82fb0a08fe522c1bd539297fd3862d872ffa4557f53b", + "prepared_review_unit_hash": "3f3fea03a19b2b9170ed41eabc3471f191537430da492ee20c1d67a520046c88", "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 }, @@ -17782,7 +17770,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17791,18 +17779,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not describe the same bug or change.", + "summary": "These two pull requests are unrelated model-feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different code paths, filenames, and use cases, so this is not a duplicate cluster.", "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 41224 is the narrower, more self-contained change, but neither PR is a true canonical for the cluster because they address different models and different functionality.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different domains and code paths: TimesFM forecasting with covariates versus DINOv3 image classification. Not mergeable as one PR and not the same underlying change." + "reason": "Different underlying changes: TimesFM forecasting-with-covariates versus DINOv3 image-classification support. They do not fix the same bug or implement the same feature and would not plausibly merge into one PR." } ] }, @@ -17897,12 +17885,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "24d065585151aad46977ed84178894a527a66c2b7ae27b578f95fc05267e3745", + "prepared_review_unit_hash": "73cc1fa1416b20fd4e66f7dfa8a67e6baa83d8971c2b9df77328471020fba70c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17910,7 +17898,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17919,24 +17907,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate new-model addition PRs for different models (DeepSeek OCR, Isaac, and Kimi2-6). They share framework boilerplate and auto-mapping files, but not the same underlying code change or bug.", - "confidence": 0.98, + "summary": "These are three unrelated \u201cadd new model\u201d PRs for different architectures (DeepSeek OCR, Isaac, Kimi2-6). They share only generic Hugging Face integration scaffolding such as auto-mapping and docs registration, not the same underlying bug or feature change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR introduces a different model integration with its own model-specific files and behavior.", + "canonical_pr_reason": "No single canonical PR exists because the changes target different models and code paths; if one must be chosen as the cluster representative, PR 45630 is the broadest and most substantial integration.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for duplicate triage; these are independent additions and should not be collapsed into one.", + "best_pr_reason": "PR 45630 is the strongest representative by scope and review activity, but it is still just one of several unrelated model-addition PRs rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions: DeepSeek OCR vs Isaac. Shared auto/config/doc scaffolding is boilerplate, not the same concrete code-path change." + "reason": "Different models and implementations; overlap is limited to shared registration/docs scaffolding, which is not enough to treat them as the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions: Isaac vs Kimi2-6, with distinct model-specific modules and docs. Same subsystem, but not the same underlying change." + "reason": "Both add new models, but Isaac and Kimi2-6 touch different configs, model files, processors, and tests, so they are not the same concrete fix/change." } ] }, @@ -17966,7 +17954,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "7dfc5b163cdeacbafc8bdf07ebc1104c908ba0339cf33e95103d95073947beaf", + "prepared_review_unit_hash": "02d05e162fbb0437282329cd912aaf43359c5b91454fec0b8e30575a0d0b033b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17988,18 +17976,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate maintenance PRs touch GitHub Actions workflows, but they are not the same change: one is a broad Node 24 compatibility upgrade for core actions, the other is a narrower Docker build action version bump.", - "confidence": 0.89, + "summary": "These are two separate dependency-upgrade PRs for GitHub Actions, not the same underlying change. PR 42975 is a broad Node 24 compatibility sweep across many workflow actions, while PR 42976 is a docker/build-push-action version bump in Docker image workflows.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the broader, more explicit objective (Node 24 compatibility) and updates multiple foundational workflow actions across many files.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 best represents the cluster\u2019s theme of workflow action maintenance; PR 42976 is a narrower dependency bump limited mostly to docker/build-push-action and is less central as a cluster anchor.", + "best_pr_reason": "PR 42975 is the broader representative of the cluster because it updates many workflow actions for a single compatibility goal, whereas PR 42976 is a narrower Docker-action version bump. They are still not duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions upgrade PRs, but they target different concrete changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility across workflows, while 42976 bumps docker/build-push-action for Docker image builds. They could be merged independently and are not the same underlying fix." + "reason": "Different underlying changes: one targets GitHub Actions Node 24 compatibility across workflows, the other upgrades docker/build-push-action in Docker image workflows. They share workflow files but do not fix the same code-path problem and would not be merged as one PR." } ] }, @@ -18038,7 +18026,7 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46162" ], - "prepared_review_unit_hash": "401d894e796e0a707e0a2dabc7f6c511d6d8a479d1d9f8e86471637f33a105c6", + "prepared_review_unit_hash": "1962ced8303af3368c34c10fea4565bc901280f7011899d0557e059d4609904d", "component_budget": { "node_count": 5, "item_count": 5, @@ -18060,54 +18048,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates; they are separate model-adding changes for different models (Molmo, Molmo2, CTSM, ViT NEPA) plus an unrelated test-only XPU expectations update. The shared filenames and boilerplate come from Transformers model integration patterns, not the same underlying fix/change.", + "summary": "These PRs are all separate additions or maintenance changes across different models/tests, with only broad thematic overlap around model integration and docs. None look like the same underlying change or bug fix.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the set contains distinct integrations and one test tweak, not multiple PRs for the same code change.", + "canonical_pr_reason": "PR 43451 is the strongest standalone representative: it is a substantial, high-activity model addition with broad integration across config, modeling, processing, auto mappings, docs, and tests. Even so, it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No PR is a true duplicate representative. If forced to pick the most central integration-style PR, Molmo2 is the broadest, but it still addresses a different model than the others.", + "best_pr_reason": "PR 43451 is the best single PR in the set to represent the cluster because it has the most discussion/review activity and the broadest, most complete model-implementation footprint.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations: ViT NEPA vs Molmo. Shared auto/docs boilerplate is not the same underlying change." + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registration patterns are generic for new-model PRs, not evidence of the same code change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model integrations: ViT NEPA vs Molmo2, with different files, configs, and tests." + "reason": "Different models (ViT NEPA vs Molmo2) with distinct files and implementation details. Similarity is only at the level of adding a new model package." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model integrations: ViT NEPA vs CTSM. Similar Transformers scaffolding does not make them duplicates." + "reason": "ViT NEPA and CTSM are unrelated model additions; shared auto/docs plumbing is too broad to indicate a duplicate." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related names but the PRs add different models with different code paths and assets." + "reason": "Molmo and Molmo2 are separate model families with different processors and architectures; not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; no shared concrete bug or change." + "reason": "Molmo and CTSM target different domains and code paths. Similar repository boilerplate does not make them duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are separate model integrations, not one fix split across PRs." + "reason": "Molmo2 and CTSM are distinct model integrations with different model code, processors, and tests." }, { "left": "pull_request:45490", "right": "pull_request:46162", "accept": false, - "reason": "CTSM model addition vs a small XPU test-annotation update for Florence2/LFM2-VL; clearly different changes." + "reason": "CTSM model addition versus a small XPU test-maintenance PR; these are clearly not the same underlying change." } ] }, @@ -18142,12 +18130,12 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "8565a63af131f3ac7c1589f57c3356e3e72d9376a16b5fff5cc3b159abbc62e0", + "prepared_review_unit_hash": "8e1cbed050e200304ac7307098d9597661706f1cff90c7af2debe7fdd52d8f64", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9389, + "serialized_chars": 9390, "estimated_input_tokens": 2348, "estimated_eval_tokens": 4952 }, @@ -18155,7 +18143,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9389, + "serialized_chars": 9390, "estimated_input_tokens": 2348, "estimated_eval_tokens": 4952 }, @@ -18164,36 +18152,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs span different subsystems and fixes: Whisper decode logic, CLIP/ViT test edits, FP8 dequantization/loading, and FSDP tied-weights handling. None look like duplicate changes, though they are all low-signal as cluster members.", - "confidence": 0.84, + "summary": "These PRs are not duplicates of one another: they target different subsystems (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequantization, and FSDP tied-weights handling). The cluster looks like a loose similarity group rather than a single underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44815 is the best representative: it contains a concrete multi-file bug fix in loading/FP8 code plus targeted test updates, unlike the more test-only or obviously unrelated PRs.", + "canonical_pr_reason": "No single PR cleanly represents the cluster because the items are unrelated in code path and purpose; there is no shared underlying fix to consolidate.", "best_issue_reason": null, - "best_pr_reason": "PR #44815 is the strongest standalone candidate for the cluster because it fixes a specific code-path problem with supporting tests and has the clearest substantive implementation among the set.", + "best_pr_reason": "PR #44815 is the most substantive standalone change set, but it is not a good canonical representative of the cluster because it addresses FP8 dequantization only and is unrelated to the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but the underlying changes are unrelated: Whisper tokenizer decode behavior vs CLIP/ViT test edits. Not the same bug or fix." + "reason": "Whisper tokenizer decoding changes and CLIP/ViT test edits are unrelated; both are test-focused but not the same bug or mergeable change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/timestamp handling is unrelated to FP8 dequantization and model-loading changes. Different code paths and different problems." + "reason": "Whisper decoding logic and FP8 dequantization/model-loading code fix completely different code paths." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "A test-only CLIP/ViT edit is not the same underlying change as FSDP tied-weights handling. Too broad and unrelated to merge as one PR." + "reason": "Artificial test failures in CLIP/ViT tests do not correspond to FSDP tied-weights behavior." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Despite both touching tests, one is a test-only PR and the other is a dequantization/loading fix. No shared concrete bug or change." + "reason": "The CLIP/ViT test-only changes are not the same concrete fix as the FP8 dequantization/model-loading patch." } ] }, @@ -18230,12 +18218,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "bce4b77c1b05867be72dcc92be1cb395958a22da525cf176574f1a5b41281227", + "prepared_review_unit_hash": "ce0f3ab9a1c980f51bdd05828127d4b843fe4d537fbdaae5b1a90591760805ee", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11337, + "serialized_chars": 11340, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -18243,7 +18231,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11337, + "serialized_chars": 11340, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -18252,48 +18240,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PRs 46100 and 46114 are an exact duplicate pair: they carry the same ViT test stub edit with the same diff preview. The other candidate pairs share either a file, a broad subsystem, or a loose testing context, but their actual diffs are not close enough to treat as the same PR-level change.", - "confidence": 0.96, + "summary": "Only PRs 46100 and 46114 are a clear duplicate pair: they have the same exact ViT test diff. PR 45932 is broader, and the packet does not show the same test-migration hunk, so it should not be treated as the same change. The remaining pairs are unrelated workflow/setup/test changes that only share a file or subsystem.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the best canonical representative because it is one half of the exact duplicate pair with 46114 and has the clearest minimal self-contained diff for the ViT test-migration stub.", + "canonical_pr_reason": "PR 46100 is the cleanest canonical representative because it has the exact same ViT test diff as 46114; the broader 45932 PR is not evidenced in the packet as containing that same hunk, so it should not drive canonical selection.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the strongest global representative because it matches 46114 exactly and is the cleanest example of the duplicated ViT test-migration change; the remaining PRs have materially different diffs and should not be folded into the same duplicate set.", + "best_pr_reason": "PR 46100 is the best anchor for the cluster because it matches 46114 exactly at the concrete code change level, while the other PRs are distinct workflow/setup/demo edits rather than the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "They both touch the ViT test file, but 43488 also changes setup/dependency/version files, so the concrete change is different." + "reason": "Both are do-not-merge style PRs, but 43488 is setup/dependency and ViT test noise, while 43532 rewires workflows and testing utilities. Not the same underlying change." }, { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "These are different PRs with different goals: one is setup/version/dependency oriented, the other rewires workflow/CI and notification code." + "reason": "They only share the ViT test file; 43488 is a repo-bot/setup change, while 46114 is a test-migration edit. Different concrete changes." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "They only overlap on the test file context; 43532 is a workflow/CI change, not the same ViT test edit as 46114." + "reason": "43532 changes CI/workflow plumbing and helpers, whereas 46114 only adds failing assertions in a ViT test. Not the same fix." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "45932 is a broad CI/modeling change across many files, while 46100 is only the ViT test stub; they are not the same concrete change." + "reason": "The packet shows 46100 and 46114 have the same exact ViT test diff, but it does not show that 45932 contains that same migration hunk. 45932 is too broad to call a true duplicate here." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "The diff previews are identical, including the same inserted failing assertions in the same ViT test file, so these are the same underlying change." + "reason": "Exact match on the ViT test migration diff in the same file; these are effectively duplicate PRs for the same concrete change." } ] }, "evaluator_result": { "accept": false, - "feedback": "The 46100/46114 match is grounded because the diff previews are identical, but the writeup overstates certainty elsewhere. In particular, calling it \"the only true duplicate pair\" is stronger than the packet supports, and dismissing the other PRs as mere noise is not fully justified from the metadata. Be more conservative about global claims and avoid asserting exclusivity unless the packet clearly establishes it." + "feedback": "The review is mostly conservative, but it overstates the evidence for the 45932/46100 edge. In the packet, 46100 and 46114 clearly have the same exact ViT test diff, but 45932 is a much broader PR and the packet does not show that it contains the same test-migration hunk. So calling 45932/46100 a true duplicate is not grounded enough. The other rejected pairings look fine." }, "evaluator_used": true, "retried": true, @@ -18320,12 +18308,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "c105ef4c3e178f08e93f4567af0eb4d32b27d3a4f360fc1bf6552bf946df484c", + "prepared_review_unit_hash": "fcf294a9c7de39cd164232768bed083126e7e701e33bc385c5a8da0a69d6078d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18333,7 +18321,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18342,18 +18330,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs add separate segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffolding and docs patterns, but the underlying task/model coverage differs enough that they should not be deduplicated.", - "confidence": 0.93, + "summary": "These are two 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 patterns, but they target different tasks, model integrations, and tests, so they should not be treated as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the stronger representative of the cluster: it is broader, touches more model integrations and tests, and more fully defines the promptable segmentation pipeline pattern.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best single PR to anchor this cluster because it is the larger, more central feature addition; #43612 is a narrower sibling change rather than the same concrete fix.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "These are different pipeline features with different target tasks and model coverage. Shared docs/registration files reflect parallel implementation patterns, not the same underlying bug or change." + "reason": "Different underlying features: concept segmentation vs visual segmentation. Shared pipeline/doc infrastructure is not enough to merge them as the same PR." } ] }, @@ -18383,7 +18371,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "a7fb76c7cb4f7228875f42446383876c4a4a28c3bb04ef16f63a88f9ad9bde46", + "prepared_review_unit_hash": "47db4df68974acf6058322c62dd13e38ef87bc84101421646ae9d6d41221b903", "component_budget": { "node_count": 2, "item_count": 2, @@ -18405,18 +18393,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py`, but they address different trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering for custom/PEFT trainers. They are not duplicate fixes and should not be clustered as the same change.", - "confidence": 0.95, + "summary": "The two PRs both touch `Trainer`, but they solve different problems: `43651` changes gradient-accumulation loss scaling, while `43663` adds a hook for signature-column filtering. They are not duplicates and should not be merged together.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate trainer changes with different code paths and different intended behavior.", + "canonical_pr_reason": "PR 43651 is the better cluster representative because it makes an explicit behavioral change in the main training step; PR 43663 is a separate extension point for column filtering, not the same change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR subsumes the other; if one must be kept as representative, `#43663` is slightly more self-contained, but it does not represent the loss-scaling change in `#43651`.", + "best_pr_reason": "PR 43651 is the stronger global representative only because it addresses a concrete runtime behavior in the core training path. PR 43663 is still distinct and should not be treated as the same PR.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying bugs/changes. `#43651` adds `_loss_is_scaled_for_ga` to control gradient-accumulation loss scaling, while `#43663` refactors signature column extraction for custom/PEFT trainers. Same file, but unrelated behavior and not plausibly merged into one PR." + "reason": "Different code paths and different user-facing changes: one adjusts loss normalization during training, the other refactors signature-column discovery for filtering. They are not the same underlying bug or change." } ] }, @@ -18446,12 +18434,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "5bf440203cd2fcbcc57b08c6bf3f6d54d4cd91ba936bd8aca4311c9f7d11662f", + "prepared_review_unit_hash": "ca6a5c5df9e96edbd730890f0819dc0d2f9da45c0e164c634e364b931ef65c32", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18459,7 +18447,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18468,18 +18456,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in transformers/cli/serve.py both address NameError problems around annotations/TypeAdapter, but they target different runtime paths: one broad future-annotations cleanup and one pydantic-optional import fix.", - "confidence": 0.84, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and the TypeAdapter typing area, but they fix different NameError scenarios. They are related, not duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader original fix, explicitly tied to issue 43576, and addresses the module-wide annotation NameError path in serve.py.", + "canonical_pr_reason": "PR 43842 is the more focused fix: it directly handles the `TypeAdapter` NameError when `pydantic` is absent via a `TYPE_CHECKING` import and quoted annotation. PR 43656 is a broader typing/future-annotations cleanup and is not the same concrete fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the strongest representative of the cluster because it fixes the broader CLI import-time NameError and has the explicit issue link/discussion.", + "best_pr_reason": "43842 is the best representative PR in this cluster because it has the clearest runtime bug target, a narrow patch, and an explicit issue link. It addresses a specific `pydantic`-related `TypeAdapter` import/annotation failure.", "soft_edge_verdicts": [ { - "left": "pull_request:43656", - "right": "pull_request:43842", + "left": "Fix TypeAdapter NameError in transformers CLI", + "right": "fix(cli): Fix TypeAdapter NameError when pydantic is not installed", "accept": false, - "reason": "Both touch serve.py and TypeAdapter annotations, but 43656 is a broader future-annotations/type-hint cleanup while 43842 is a narrower pydantic-optional import fix; they do not look like the same concrete bug fix." + "reason": "Same file and related symbols, but the patches target different underlying causes: one broadens typing via `__future__` annotations, the other guards the `TypeAdapter` import for missing `pydantic`. They are not the same concrete bug fix and would not naturally merge into one PR." } ] }, @@ -18639,8 +18627,8 @@ "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44073|pull_request:44161", - "pull_request:44059|pull_request:44068", "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", @@ -18671,12 +18659,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "4d6c6ed32221c7dbdd4d795f67b1ffb6f03cdea4ca1efab698f282f25571cad9", + "prepared_review_unit_hash": "26fc85d01a68781d9cea865250a0d5d47f7fc352b7001706a0d2f6bb1afa8837", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, + "serialized_chars": 84899, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -18684,387 +18672,381 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75095, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75097, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad set of model-by-model output-tracing refactors. Most PRs are theme-similar but not duplicates because they touch different model code paths; only the GPT-J variants and the GPT-Neo variants look like true same-change duplicates.", + "summary": "This cluster is mostly a broad family of standardized output-tracing refactors across many unrelated model implementations. Only the GPT-J/CodeGen and GPT-Neo pairs look like true duplicates; the rest share the same tracking theme but not the same concrete code path.", "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the clearest representative of the cluster's most duplicate-like subthread: it has explicit issue linkage, concrete GPT-J/CodeGen file coverage, and matches the same standardized output-tracing refactor pattern as the earlier GPT-J variants.", + "canonical_pr_reason": "44722 is the clearest superseding GPT-J/CodeGen refactor and overlaps directly with the earlier GPT-J variants (44066, 44085).", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best single PR to anchor the cluster because it is the most concrete and complete example of the shared output-tracing refactor work, and it aligns with the strongest duplicate signals in the set.", + "best_pr_reason": "44722 is the best representative of the true duplicate subgroup because it is the latest and most complete version of the repeated GPT-J/CodeGen output-tracing change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families/files; same output-tracing theme and shared issue target are too broad to make these duplicates." + "reason": "Different model families (FNet/CVT vs GPT-J); they only share the broad output-tracing theme and tracking issue." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families/files; both are output-tracing refactors, but not the same concrete change." + "reason": "Different model families (FNet/CVT vs DeBERTa V2); same refactor theme, not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same underlying code path; one PR could plausibly subsume the other." + "reason": "Both touch GPT-J's modeling_gptj.py output-tracing refactor; 44066 just bundles an extra CodeGen update, so they plausibly collapse to one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families/files; only the general output-tracing pattern overlaps." + "reason": "RegNet/ResNet/RT-DETR output-tracing work vs EfficientNet; same pattern, different code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; same refactor theme is not enough." + "reason": "EfficientNet refactor vs GPT-J/CodeGen refactor; no shared concrete bug or change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; these are separate model implementations and not the same bug or change." + "reason": "GPT-J/CodeGen vs EfficientNet; only the generic standardized-output theme overlaps." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model paths; only the refactor pattern overlaps." + "reason": "MobileNetV2 vs DeBERTa V2; different implementations and different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; same standardized-tracing theme, but different code paths." + "reason": "GPT-J/CodeGen vs MGP-STR; same tracking issue, but unrelated model code." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; these are separate model-specific refactors." + "reason": "GPT-J/CodeGen vs MPT; too broad a similarity to be a duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model code path/files; they look like duplicate variants of the same change." + "reason": "Both are GPT-Neo output-tracing refactors in modeling_gpt_neo.py; the later PR looks like a rework of the earlier one." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations, despite similar output-tracing cleanup." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo vs MGP-STR; shared refactor theme is too broad to imply the same change." + "reason": "GPT-J/CodeGen vs GPT-Neo; same refactor family, different model implementation." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; they do not fix the same code path." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different code paths; same refactor style is not enough." + "reason": "MGP-STR vs GPT-J/CodeGen; unrelated model code despite shared output-tracing theme." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; these are separate model-specific refactors." + "reason": "ResNet refactor vs GPT-J refactor; different model families and code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model implementations; only the output-tracing theme overlaps." + "reason": "GPT-Neo vs ResNet; same pattern, but not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different code paths, so this is only a thematic similarity." + "reason": "ResNet refactor vs MPT refactor; unrelated concrete implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model families/files." + "reason": "GPT-Neo vs Flaubert/XLM; different model-specific output tracing changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same standardized-output refactor pattern, but not the same underlying change." + "reason": "GPT-Neo vs GPT-J/CodeGen; they share a theme, not a code path." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are separate model code paths." + "reason": "GPT-Neo vs Flaubert/XLM; not the same bug or change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + "reason": "MPT refactor vs GPT-J/CodeGen refactor; unrelated concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model-specific refactors." + "reason": "GPT-Neo vs MGP-STR; different model code and different output tracing implementation." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families; same theme only." + "reason": "GPT-Neo vs GPT-J; same umbrella refactor, not a duplicate." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; no shared concrete code path." + "reason": "GPT-Neo vs MGP-STR; unrelated model-specific refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44116", "accept": false, - "reason": "MPT and MGP-STR are unrelated code paths." + "reason": "MPT vs Flaubert/XLM; different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different model implementations." + "reason": "GPT-2 vs MGP-STR; only the standardized tracing theme overlaps." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different code paths; only the refactor style matches." + "reason": "GPT-J vs MGP-STR; unrelated model implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; broad output-handling cleanup is not enough for duplication." + "reason": "ViLT vs Flaubert/XLM; different architectures and concrete changes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate model-specific refactors." + "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor; not the same code path." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and MPT are different model families/files." + "reason": "VisualBERT vs Flaubert/XLM; different model families." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + "reason": "SegFormer vs GPT-J/CodeGen; only a broad refactor pattern is shared." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model implementations." + "reason": "SegFormer vs LongT5; different model-specific changes." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are separate model-specific refactors." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are different model code paths." + "reason": "SegFormer vs VisualBERT; unrelated concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are unrelated model families; the shared refactor theme is too broad." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are unrelated model implementations." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and Flaubert/XLM are different code paths." + "reason": "RegNet vs VisualBERT; not the same underlying bug or change." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and LongT5 are different model-specific changes." + "reason": "MPNet vs Flaubert/XLM; different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model implementations." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are different code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44017", - "accept": false, - "reason": "MPNet and SegFormer are separate model families/files." + "reason": "RegNet vs GPT-Neo; same output-tracing theme, different code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are different model implementations." + "reason": "RegNet vs LongT5; unrelated model-specific refactors." }, { "left": "pull_request:44074", - "right": "pull_request:44129", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and SpeechT5 are unrelated code paths." + "reason": "TextNet vs LongT5; different code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44044", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and DeBERTa are different model families/files." + "reason": "GPT-Neo vs LongT5; not a duplicate." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "DeBERTa and TextNet are unrelated model-specific refactors." + "reason": "RegNet vs MPT; different model families." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are different model implementations." + "reason": "SqueezeBert vs MPT; unrelated implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBert are separate code paths." + "reason": "SqueezeBert vs VisualBERT; different concrete changes." }, { - "left": "pull_request:44018", + "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model families." + "reason": "FNet/CVT vs SpeechT5; same theme, not the same code path." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model code paths." + "reason": "TextNet vs Flaubert/XLM; different model-specific output tracing work." }, { - "left": "pull_request:44073", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are unrelated model implementations." + "reason": "MPNet vs LongT5; unrelated refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and TextNet are different model families/files." + "reason": "RegNet vs GPT-Neo; same broad standardization effort, but different model code." }, { "left": "pull_request:43997", - "right": "pull_request:44129", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated code paths." + "reason": "RegNet vs LongT5; not the same underlying change." }, { "left": "pull_request:44071", - "right": "pull_request:44129", + "right": "pull_request:44076", "accept": false, - "reason": "MPT and SpeechT5 are different model-specific refactors." + "reason": "MPT vs ImageGPT; different model families and code paths." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated model implementations." + "reason": "SqueezeBert vs GPT-Neo; unrelated implementations." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are different code paths." + "reason": "FNet/CVT vs LongT5; only the refactor pattern overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and SegFormer are different model families/files." + "reason": "FNet/CVT vs SegFormer; different model-specific changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa are unrelated model-specific refactors." + "reason": "SqueezeBert vs DeBERTa V2; different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different code paths." + "reason": "DeBERTa V2 vs TextNet; unrelated refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor, same files and issue target; 44722 is a later update of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors touching the same model file; 44722 expands to CodeGen, but the overlapping GPT-J change is the same underlying refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; the shared issue target is too broad to make these duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT vs RegNet/ResNet/RT-DETR; separate model-specific output tracing changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT vs SpeechT5; unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated model families." + "reason": "DeBERTa V2 vs SpeechT5; different model families and code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViTS are different model implementations." + "reason": "DeBERTa V2 vs Vits; different model implementations and refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about duplicate evidence. The accepted soft pairs are limited to same-model/code-path variants, and the rejected pairs appropriately avoid treating theme similarity as duplication. No pair appears overstated as a mergeable same-bugfix PR beyond what the packet supports." + "feedback": "The summary is grounded in the packet and stays conservative about the many broad-theme pairs. The accepted duplicate pairs are supported by shared concrete files/code paths, and the rejects avoid overstating similarity across unrelated model families. The representative choice of 44722 is also reasonable given the later, broader GPT-J/CodeGen refactor shown in the packet." }, "evaluator_used": true, "retried": false, @@ -19102,12 +19084,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "5d3182cc49abf6c8c9919db1c0e14a8774fdb6512ef2e4becd9b3eeda47c8bf3", + "prepared_review_unit_hash": "a5ce1a05bdcd3a07196e4ab9b0476bae566af32882640e64909ec06f6261d67a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, + "serialized_chars": 84899, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -19115,7 +19097,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, + "serialized_chars": 17123, "estimated_input_tokens": 4281, "estimated_eval_tokens": 8818 }, @@ -19124,48 +19106,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A cluster of model-specific PRs that all modernize output tracing / capture_outputs handling, but each one targets a different architecture and code path. They are related by refactor theme, not duplicates of the same fix.", - "confidence": 0.91, + "summary": "These PRs all refactor model outputs toward standardized capture_outputs/can_return_tuple patterns, but they are model-specific changes across different code paths, so they are related theme-wise rather than duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44073 is a clean representative of the shared refactor pattern: a focused VisualBERT-only change introducing standardized output tracing decorators and capture hooks without extra scope.", + "canonical_pr_reason": "PR 44056 is a clean representative of the shared output-tracing migration pattern: focused model code, explicit _can_record_outputs wiring, and no extra test/doc noise.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44129 is the strongest standalone PR in the set because it is clearly scoped, explicitly linked to an issue, and implements the same standardized output-capture migration in a model-specific way.", + "best_pr_reason": "PR 44056 is the best single exemplar for this cluster because it cleanly shows the common refactor style and can stand in for the broader output-capture migration theme.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-capture refactors, but one is FocalNet and the other is ImageGPT; they change different model implementations and are not the same concrete bug or mergeable change." + "reason": "Same general refactor theme, but they target different models (FocalNet vs ImageGPT) and different implementations, so they are not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBERT and TextNet are separate model code paths; the PRs share a refactor pattern, but not the same underlying fix." + "reason": "Both modernize output tracing, but they are separate model PRs (VisualBert vs TextNet); the TextNet diff also includes tests, so this is not one mergeable fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBERT: similar standardized output tracing work, but on different architectures with different hooks and forward paths." + "reason": "Different model code paths (MPNet vs VisualBert); shared decorator/migration language is not enough to treat them as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are model-specific refactors in different files for different subsystems; they are not the same change that could be merged into one PR." + "reason": "Different models and different implementation details; these are parallel refactors, not the same concrete bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBERT are unrelated model implementations; the overlap is only the general output-tracing migration theme." + "reason": "RegNet and SqueezeBert are unrelated model implementations; the similar output-tracing migration does not make them the same PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and SpeechT5 each modify their own output-tracing logic; they do not share a single concrete code-path problem." + "reason": "Both touch standardized outputs, but SqueezeBert and SpeechT5 are distinct code paths; SpeechT5 is also tied to a specific issue, so they are not duplicates." } ] }, @@ -19251,7 +19233,7 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "99087a997df183c32ccc9a8c30f9f405fae26336723116d6c2f9d0a1ae69542a", + "prepared_review_unit_hash": "f5e89693e63021029b322d5c8cbc1bc0cf46b4da33adf1d91264c165411106c1", "component_budget": { "node_count": 14, "item_count": 14, @@ -19273,276 +19255,282 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar output-tracing refactors, but they target different model implementations and code paths. I would not collapse them as duplicates; reject all soft edges.", - "confidence": 0.95, + "summary": "This cluster is a loose thematic grouping of open PRs that all touch output-tracing/refactor plumbing, but they target different model families and code paths. The only clearly unrelated item is the docs toctree PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "If forced to pick one representative, 44003 is the broadest and most central output-tracing refactor because it introduces shared capture_outputs/can_return_tuple plumbing across mamba/falcon_mamba. It is still not a duplicate of the other model-specific PRs.", + "canonical_pr_reason": "PR #44003 is the broadest substantive model-side output-tracing refactor here, spanning both `falcon_mamba` and `mamba` and adding recorder plumbing; it is the most representative of the cluster theme.", "best_issue_reason": null, - "best_pr_reason": "44003 is the best single representative of the cluster theme because it is the most infrastructure-like and spans multiple related files, but it remains distinct from the others.", + "best_pr_reason": "PR #44003 is the strongest single representative of the group because it has the widest code impact among the model refactors and is more central than the single-file PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths: timm_backbone vs upernet." + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor pattern is not enough to treat as the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models: timm_backbone vs vision_text_dual_encoder; same refactor theme only." + "reason": "Unrelated code paths (`timm_backbone` vs `vision_text_dual_encoder`). Both refactor output handling, but they are separate model implementations." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations: timm_backbone vs univnet." + "reason": "Different architectures (`timm_backbone` vs `univnet`); not the same underlying bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems: timm_backbone vs mamba/falcon_mamba; not the same concrete change." + "reason": "Different model families and modules (`timm_backbone` vs `falcon_mamba`/`mamba`); too broad to merge as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths: timm_backbone vs rwkv." + "reason": "Different code paths (`timm_backbone` vs `rwkv`); both are output-tracing refactors, not duplicate fixes." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models: mobilenet_v1 vs univnet." + "reason": "`mobilenet_v1` and `univnet` are unrelated model implementations; shared refactor wording does not indicate the same change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models: mobilenet_v1 vs upernet." + "reason": "Different subsystems (`mobilenet_v1` vs `upernet`); similar output-tracing cleanup only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families: mobilenet_v1 vs depth_anything/prompt_depth_anything." + "reason": "`mobilenet_v1` and `depth_anything` are separate model paths; not one concrete bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families: mobilenet_v1 vs vision_encoder_decoder." + "reason": "`mobilenet_v1` vs `vision_encoder_decoder` are unrelated; same refactor motif is insufficient." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families: mobilenet_v1 vs speech_encoder_decoder." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are distinct encoder/decoder stacks; not a duplicate PR." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models: vision_text_dual_encoder vs univnet." + "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); no shared code path." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models: vision_text_dual_encoder vs upernet." + "reason": "Separate model implementations (`vision_text_dual_encoder` vs `upernet`), despite similar output-tracing changes." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and architectures: vision_text_dual_encoder vs mamba/falcon_mamba." + "reason": "These touch unrelated model families (`vision_text_dual_encoder` vs `falcon_mamba`/`mamba`)." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families: vision_text_dual_encoder vs depth_anything/prompt_depth_anything." + "reason": "`vision_text_dual_encoder` and `depth_anything` are different model code paths; not mergeable as one fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models: univnet vs upernet." + "reason": "`univnet` and `upernet` are unrelated models; similar refactor style does not make them duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files: univnet vs mamba/falcon_mamba." + "reason": "Different architectures (`univnet` vs `mamba` family); not the same concrete issue." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families: univnet vs depth_anything/prompt_depth_anything." + "reason": "`univnet` and `depth_anything` are separate model paths with independent refactors." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different models: upernet vs rwkv." + "reason": "`upernet` and `rwkv` are different model implementations; same broad theme only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems: upernet vs mamba/falcon_mamba." + "reason": "`upernet` is unrelated to `falcon_mamba`/`mamba`; not one underlying change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different models: mamba/falcon_mamba vs superpoint." + "reason": "`falcon_mamba`/`mamba` and `superpoint` are different code paths; no shared concrete bug." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different code paths: mamba/falcon_mamba vs codegen." + "reason": "`mamba` family and `codegen` are unrelated model stacks; too broad to combine." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations: timm_backbone vs codegen." + "reason": "Different model families (`timm_backbone` vs `codegen`); only the refactor theme matches." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations: univnet vs codegen." + "reason": "`univnet` and `codegen` are unrelated implementations; not the same fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations: upernet vs codegen." + "reason": "`upernet` and `codegen` are separate subsystems; same output-tracing cleanup only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` do not share the same code path." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model wrappers: depth_anything/prompt_depth_anything vs vision_encoder_decoder." + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); both refactor output tracing, but not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers: depth_anything/prompt_depth_anything vs speech_encoder_decoder." + "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated model paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model families: depth_anything/prompt_depth_anything vs superpoint." + "reason": "`depth_anything` and `superpoint` are different models; not a duplicate bug/fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families: depth_anything/prompt_depth_anything vs rwkv." + "reason": "`depth_anything` and `rwkv` are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families: depth_anything/prompt_depth_anything vs DPR." + "reason": "`depth_anything` and `dpr` are separate model implementations; similar refactor pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model wrappers: vision_encoder_decoder vs rwkv." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated architectures; not one mergeable PR." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder models: vision vs speech are separate code paths." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are different code paths despite similar names." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families: vision_encoder_decoder vs superpoint." + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model families." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families: vision_encoder_decoder vs DPR." + "reason": "`vision_encoder_decoder` and `dpr` are separate implementations; same broad refactor only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model families: speech_encoder_decoder vs superpoint." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families: speech_encoder_decoder vs rwkv." + "reason": "`speech_encoder_decoder` and `rwkv` are distinct models; not the same underlying change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families: speech_encoder_decoder vs DPR." + "reason": "`speech_encoder_decoder` and `dpr` are separate model stacks; same output-tracing theme only." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures: superpoint vs rwkv." + "reason": "`superpoint` and `rwkv` are unrelated model families." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models: superpoint vs DPR." + "reason": "`superpoint` and `dpr` do not share the same concrete code-path problem." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models and code paths: rwkv vs DPR." + "reason": "`rwkv` and `dpr` are different model implementations; not mergeable as one fix." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "One is a model PR and the other is a docs toctree change; unrelated changes." + "reason": "`speech_encoder_decoder` code refactor vs a docs `_toctree.yml` edit; completely different artifact types." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "One is model code and the other is a docs navigation fix; unrelated." + "reason": "Documentation toctree cleanup is unrelated to `vision_encoder_decoder` output-tracing changes." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "Unrelated: model output-tracing refactor vs docs toctree change." + "reason": "`univnet` model code and docs navigation changes are unrelated." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "Unrelated: model refactor vs documentation tree edit." + "reason": "`upernet` model refactor and a docs toctree update are not the same change." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "Unrelated: timm_backbone code change vs docs-only toctree change." + "reason": "`timm_backbone` code changes and docs navigation changes are unrelated." } ] }, @@ -19575,12 +19563,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "0c8b88179f60fd47b6ad925f6b8115327c0ce99fd37aad4fb774b910c58a47f5", + "prepared_review_unit_hash": "50cd81dd3cba1e722fba5bd9b37fcfdb05676f060b80394b42ae718ca790b808", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10909, + "serialized_chars": 10911, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -19588,7 +19576,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10909, + "serialized_chars": 10911, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -19597,30 +19585,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-adding PRs with only boilerplate overlap in docs and Auto registries. They target different model families and codepaths, so they should not be deduplicated.", + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share boilerplate registration/docs patterns, but they do not describe the same bug or change set, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are distinct model integrations with different architectures, files, and purposes; the shared edits are generic framework registration/docs.", + "canonical_pr_reason": "No canonical PR: each change introduces a different model integration and code path, so there is no single duplicate representative.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the most complete standalone integration (core modeling, conversion, image processing, tests, and config checks), so it is the best representative of the cluster if one must be chosen.", + "best_pr_reason": "If one PR must be highlighted, 45075 is the most mature standalone model-addition change (broad implementation plus conversion and config checks), but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families (PenguinVL vs Voxtral TTS) with unrelated implementation files and behavior; overlap is only in shared registration/docs boilerplate." + "reason": "Different models and behaviors: PenguinVL vs Voxtral TTS. They only overlap on generic auto-registry/docs scaffolding, not the same concrete code path or mergeable change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 add different models and codepaths; shared Auto/doc updates are expected for any new model and do not indicate the same change." + "reason": "Both add model packages, but for distinct architectures (PenguinVL vs DeepSeek-OCR-2) with different configs, processors, and tests. Not the same underlying change." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are separate model additions with different conversion/modeling logic; they are not fixable by merging into one PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model integrations touching different implementation and testing code paths; similarity is only at the framework boilerplate level." } ] }, @@ -19650,7 +19638,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "7afe18d49070cd20c6e9774d2cc7bed488ab1403aeb765fdf167b63477774e0b", + "prepared_review_unit_hash": "40f813087afa90c6a562a878580fa09e822457741ed11eab113c05f4aecc613e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19672,18 +19660,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in theme but not duplicates: one introduces a general module-fusion API, the other adds KernelConfig-based n-to-1 kernel fusion integration and an example using it.", - "confidence": 0.87, + "summary": "Both PRs are about fusion, but they address different layers: one adds a generic Module Fusion API, while the other implements n-to-1 kernel fusion via KernelConfig. They are related in theme but not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete, feature-complete change: it wires fusion into model loading via KernelConfig and touches the integration path, whereas #44979 is a lower-level API scaffold.", + "canonical_pr_reason": "PR #44979 is the more foundational, self-contained change: it introduces the reusable module-fusion abstraction and accompanying tests, which is the broader core API rather than a specific integration path.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best representative of the cluster because it shows the end-user-facing fusion workflow and the actual integration points, not just the underlying API abstraction.", + "best_pr_reason": "PR #44979 is the best representative for the cluster because it defines the central fusion abstraction and is more likely to serve as the base concept for nearby work.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but not the same concrete change: #44979 adds a generic module fusion API and tests; #45363 adds KernelConfig-driven n-to-1 kernel fusion integration across model loading/integrations. Different scope and code paths, so they should not be merged as duplicates." + "reason": "Reject: #44979 adds a generic module-fusion API in a new module, while #45363 wires a specific n-to-1 kernel-fusion flow through KernelConfig and related integration/modeling files. They are adjacent ideas but not the same concrete change and would not be merged into one PR." } ] }, @@ -19713,7 +19701,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "52057308f6b03bf2c37ba6d7912831d15e1d25741c20a0261788e996f5fb725b", + "prepared_review_unit_hash": "834df15fa3b1a8322f90de541a4511d67eac803b93920e5d031e16604f405854", "component_budget": { "node_count": 2, "item_count": 2, @@ -19735,18 +19723,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch the same `_patch_mistral_regex` AttributeError in the same file against the same tracking issue; 45317 is the more complete version because it adds test coverage.", + "summary": "Both PRs appear to fix the same Mistral regex AttributeError in the same code path; 45317 is the more complete version because it includes the same fix plus tests.", "confidence": 0.98, - "canonical_issue_reason": "Issue 45081 is the shared explicit target for both PRs and is the natural tracker for this bug.", - "canonical_pr_reason": "PR 45317 is the better canonical representative: it applies the same fix as 45086, but is more complete and includes tests for the regression.", - "best_issue_reason": "Issue 45081 is the only explicit issue target and therefore the best issue to anchor the cluster.", - "best_pr_reason": "PR 45317 is the best PR because it contains the same code-path fix plus accompanying tests, making it the most complete duplicate candidate.", + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR: it implements the same one-line fix as 45086 and also adds test coverage, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best overall PR for this cluster because it addresses the same underlying bug as 45086 with the same file touch and adds validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in `_patch_mistral_regex`, same changed code path and same issue target; 45317 is just the fuller follow-up with tests." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same explicit issue target, and identical code-path change in the same file; 45317 just expands the fix with tests." } ] }, @@ -19776,7 +19764,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "ed1b2fdd2af9d47f85a5c09e44a19a19bf8b65814bcb104e699299a95ce03be7", + "prepared_review_unit_hash": "57a4824980adcd477bba74066efd2739e77f75d9f86f202935e9cccbf515eb07", "component_budget": { "node_count": 2, "item_count": 2, @@ -19798,18 +19786,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related to Nemotron H, but they are not the same change: #45115 is a focused refactor/conversion-mapping and inheritance update, while #45569 is a broader model-splitting effort that introduces separate NemotronHDense/NemotronHSparse docs, configs, auto-mapping, and tests. They share some model files, but not a single concrete bugfix or mergeable code-path change.", - "confidence": 0.92, + "summary": "These are related NemotronH PRs, but they are not duplicates: one is a focused refactor/backward-compat conversion-mapping change, while the other is a broader model split introducing dedicated dense/sparse variants plus docs/tests. ", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the better canonical PR for this cluster because it is the broader, more complete Nemotron H follow-up and covers the new dense/sparse model split plus docs and tests, whereas #45115 is a narrower refactor/mapping step.", + "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change: it introduces the dedicated dense/sparse model packages, updates auto/model plumbing, and adds documentation/tests. PR 45115 is a narrower refactor around inheriting GraniteMoeHybrid and checkpoint key conversion.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the strongest representative PR in this cluster due to its scope and completeness; #45115 looks like a partial precursor focused on conversion/inheritance details rather than the full architectural change.", + "best_pr_reason": "PR 45569 is the best standalone representative of the cluster because it covers the larger concrete product change and contains the model-structure evolution; 45115 is too implementation-specific and partial.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related Nemotron H work, but not the same underlying change. #45115 is a targeted refactor and conversion-mapping update, while #45569 introduces separate dense/sparse model variants, docs, auto-mapping, and tests. They would not plausibly merge as one PR." + "reason": "They overlap on NemotronH internals, but the changes are not the same underlying fix/change. 45115 is mainly conversion-mapping and inheritance/refactor work; 45569 introduces separate nemotron_h_dense/nemotron_h_sparse implementations, docs, and tests. They would not plausibly collapse into one PR without broadening scope too much." } ] }, @@ -19839,7 +19827,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "1f7fc6637f3b0ca21839339664aa1cc10d6f41904b55f25f66ef55de623e5145", + "prepared_review_unit_hash": "df33f3ded2b903ddf98526f020512340d2dd13631f546ec86ddab8f30a5942a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -19861,18 +19849,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related layered PRs for heterogeneous model support, but they are not duplicates: one adds per-layer config plumbing, the other adds downstream modeling/runtime support that appears to build on it.", - "confidence": 0.91, + "summary": "These are related but not duplicates: PR #45333 adds heterogeneous per-layer config plumbing, while PR #45332 builds on that foundation to add broader heterogeneous model/runtime support. #45332 is the broader superset and better canonical PR for the cluster.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45333 is the narrower foundational change: it introduces the heterogeneous config abstraction and touches the shared config/heterogeneity code. PR 45332 is a broader follow-on that depends on that plumbing and extends into model/cache/masking behavior.", + "canonical_pr_reason": "PR #45332 is the broader, more complete change set: it includes heterogeneous config handling plus cache/modeling/masking updates and tests. #45333 is narrower and appears to be a prerequisite/supporting piece rather than the same standalone change.", "best_issue_reason": null, - "best_pr_reason": "PR 45333 is the best representative because it cleanly scopes the core per-layer configuration support; PR 45332 is a larger integration PR rather than the same concrete change.", + "best_pr_reason": "PR #45332 is the best representative because it captures the full heterogeneous support effort, not just the config layer. It is the more complete implementation and subsumes much of #45333's direction.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: 45333 adds heterogeneous per-layer config support, while 45332 adds downstream model/cache/masking/runtime support. They are related prerequisite/follow-on work, not the same concrete code-path fix/change." + "reason": "Related work, but not the same underlying bug/change. #45333 is config-only plumbing, while #45332 adds broader modeling/cache/masking support on top of that. They could be sequenced, but they are not a single mergeable duplicate PR." } ] }, @@ -19902,12 +19890,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "cd72157957240ac593317d485fb799456ebf465f04f193ec9afa01ce66f1d946", + "prepared_review_unit_hash": "99d137126da12193f72b193c149b78b1468a52117c34f8a61e488a572b360f53", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19915,7 +19903,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19924,18 +19912,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-focused pull requests, but they are not the same change: PR 45415 is a broad repo-wide type-checking sweep, while PR 45425 adds typing protocols/aliases and integration support around modeling_utils and related code paths. I would not cluster them as duplicates.", - "confidence": 0.97, + "summary": "Both PRs are about typing work, but they are not the same change: #45415 is a broad type-checking sweep across many transformer modules plus pyproject ignore tuning, while #45425 adds shared typing protocols/aliases and a few targeted typing fixes. They should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "#45425 is the more coherent, self-contained PR focused on reusable typing abstractions and targeted fixes; #45415 is a much broader repository-wide typing sweep with unrelated mechanical edits.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the more focused, self-contained typing change; PR 45415 is a broad type-checking/config sweep across many files.", + "best_pr_reason": "#45425 is the better representative because it has a focused code-change intent and a clearer review surface, whereas #45415 mixes many files and typing-ignore configuration changes.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both touch typing, but they fix different things: 45415 is a wide mypy cleanup across many modules, while 45425 adds new typing protocols/aliases for specific integrations. They are not the same underlying change and would not plausibly be merged as one PR." + "reason": "They share a typing theme and a few files, but the underlying changes are different: #45415 is a broad type-checking pass, while #45425 introduces shared typing protocols/aliases and targeted fixes. Not the same concrete code-path change." } ] }, @@ -19972,64 +19960,64 @@ "pull_request:46109|pull_request:46151", "pull_request:46135|pull_request:46151" ], - "prepared_review_unit_hash": "49cc89be985abe22a9d667c3aa02bd648b718070803eb55750da5ca3841773e0", + "prepared_review_unit_hash": "02c927f6fe0e3f13a3038f8b36108fd2de67f10a9b3cf0959f01da60a7038b94", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12531, - "estimated_input_tokens": 3133, - "estimated_eval_tokens": 6522 + "serialized_chars": 12533, + "estimated_input_tokens": 3134, + "estimated_eval_tokens": 6524 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12531, - "estimated_input_tokens": 3133, - "estimated_eval_tokens": 6522 + "serialized_chars": 12533, + "estimated_input_tokens": 3134, + "estimated_eval_tokens": 6524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs split into one substantive model-parallel bug fix (altclip/ChineseCLIP and related model files), one separate Qwen2-Audio parallel fix, and three unrelated test expectation updates. They are not duplicates of one another, though several are loosely related by hardware/parallelism themes.", - "confidence": 0.94, + "summary": "This cluster is not a true duplicate set; it mixes several unrelated device/parallelism and test-expectation changes across different model and test areas. The only soft-similar pair is still too broad to treat as the same underlying fix.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the strongest canonical PR because it fixes a concrete model-parallel device-placement bug in model code, touches the relevant forward paths, and spans several affected model implementations rather than only adjusting tests.", + "canonical_pr_reason": "PR 45487 is the best canonical representative only because it is the clearest concrete bug fix with model-code changes and tests; the other PRs are either unrelated models or mostly test expectation updates.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best overall representative of the cluster because it contains the most substantive code fix and the broadest real bug impact; the others are narrower model-specific or test-only changes.", + "best_pr_reason": "45487 is the strongest standalone PR in the set: it addresses an actual device-placement bug in model code and is more substantive than the test-only or loosely related parallel/test changes.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Both are model-parallel/device-placement fixes, but they target different concrete code paths and different models (AltCLIP/ChineseCLIP vs Qwen2-Audio). They are related in theme, not the same underlying bug." + "reason": "Both are device-placement fixes in model code, but they affect different models and different code paths; this is a shared class of bug, not the same underlying change." }, { "left": "pull_request:45487", "right": "pull_request:46151", "accept": false, - "reason": "45487 fixes model code; 46151 only updates pipeline test expectations for token classification. Different artifacts and different bugs." + "reason": "AltCLIP/ChineseCLIP model-parallel device fixes are unrelated to pipeline token-classification test expectations." }, { "left": "pull_request:46101", "right": "pull_request:46151", "accept": false, - "reason": "Qwen2-Audio parallel runtime fix versus token-classification test expectation additions. No shared concrete failure mode." + "reason": "Qwen2 audio model-parallel tensor masking fix is a concrete model bug, while the other PR only updates pipeline test expectations; different artifacts and different problems." }, { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "Both are test-related, but they cover different subsystems and different expected-device formatting/parity behavior. Not the same change or bug." + "reason": "These are both test-related, but one targets distributed trainer parity checks and the other pipeline token-classification expectations; they do not fix the same issue." }, { "left": "pull_request:46135", "right": "pull_request:46151", "accept": false, - "reason": "Kosmos2.5 integration-test expectation changes are unrelated to token-classification pipeline expectations; same broad testing theme, different test suite and behavior." + "reason": "Kosmos2.5 integration-test XPU expectations are unrelated to pipeline token-classification expectations; same broad testing theme, different change." } ] }, @@ -20061,12 +20049,12 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "4df02ccfc7520f4dbd91d53166279e42bbdf13d5004a6ee3c4e1ec7ed92b113e", + "prepared_review_unit_hash": "ef8855766c01b5b66f0935ea3b13d219829ab18ae287fcdf12e01f0444a85ee5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7426, + "serialized_chars": 7427, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -20074,7 +20062,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7426, + "serialized_chars": 7427, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -20083,30 +20071,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are about the same Mamba2 `use_cache` / `seq_len > 1` bug; the Qwen3.5 cached-forward PR is only superficially similar and belongs elsewhere.", + "summary": "Two PRs target the same Mamba2 cached-forward bug for `use_cache=True` with `seq_len > 1`; the Qwen3.5 PR is a separate issue in a different model/code path. The Mamba2 pair is the only plausible duplicate pair here.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46098 is the clearest representative: it targets the shared Mamba2 issue #46032 and covers the broader CPU/GPU incorrect-cache behavior, while also adding tests/docs.", + "canonical_pr_reason": "PR #46098 is the best canonical representative: it addresses the same Mamba2 bug as #46084, is more explicit about the failure mode, and appears to be the more complete fix (including docs/tests).", "best_issue_reason": null, - "best_pr_reason": "pull_request:46098 is the best overall PR because it is the most complete Mamba2 fix for the `use_cache` + multi-token path and directly matches the shared tracked issue.", + "best_pr_reason": "PR #46098 is the strongest overall candidate for the cluster because it most clearly captures the underlying Mamba2 `use_cache`/`seq_len > 1` bug and the intended fix path.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both mention cached multi-token forwarding, but they are for different model families and different code paths (`Qwen3.5/OlmoHybrid` vs `Mamba2`); this is not the same underlying bug." + "reason": "Different model families and different mechanisms: Qwen3.5 GDN linear attention vs. Mamba2 cache/SSM handling. Similar cached multi-token wording is not enough to treat them as the same bug." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Same Mamba2 `use_cache` with `seq_len > 1` bug, same files/issue target, and the fixes are plausibly mergeable into one PR." + "reason": "Both PRs fix the same Mamba2 cached-forward `use_cache` bug for multi-token sequences in the same code path, and both target the same issue. They look like duplicate attempts at the same underlying change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. It correctly distinguishes the Qwen3.5/OlmoHybrid PR as a different code path, and it reasonably treats the two Mamba2 PRs as the same bugfix family with shared issue/file evidence. The mergeability verdict for 46084 vs 46098 is also plausible given the overlap and shared issue target." + "feedback": "The summary is grounded in the packet. The Qwen3.5 PR is clearly a different model/code path from the Mamba2 PRs, and the two Mamba2 PRs share the same issue target, filenames, and bug description, so treating them as the same bugfix cluster is conservative and reasonable. I don\u2019t see evidence of overstatement or an unmergeable PR pair." }, "evaluator_used": true, "retried": false, @@ -20133,7 +20121,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "4bf08cfd019c7a09234349501c381d937d942f99e49dd253aa17843b653e1767", + "prepared_review_unit_hash": "815e24741ef4c32181c77c6deb4c162705d6995960fe534a2833b1c021a1bedc", "component_budget": { "node_count": 2, "item_count": 2, @@ -20155,18 +20143,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only at a broad expert-parallel/loading level, but they fix different bugs: 45548 handles EP config serialization and a new has_ep helper for accelerate/ZeRO-3 loading, while 45662 fixes expert weights being overwritten during FSDP2 rank-0 broadcast. They are not duplicates.", - "confidence": 0.93, + "summary": "Both PRs are about EP-related distributed loading, but they address different bugs in different code paths: one preserves distributed_config/has_ep for Accelerate + ZeRO-3 loading, the other fixes expert parameters being overwritten under FSDP2/rank-0 broadcast.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "45548 is the cleaner representative of the accelerate/ZeRO-3 EP-loading path, but it does not cover 45662's separate FSDP2 overwrite bug.", + "canonical_pr_reason": "45548 is a focused fix for preserving EP state during configuration serialization and loading via Accelerate/ZeRO-3, making it a cleaner representative of this EP-loading cluster.", "best_issue_reason": null, - "best_pr_reason": "45548 is the more self-contained single PR to represent the EP-loading/serialization issue; 45662 addresses a different failure mode and is not a duplicate.", + "best_pr_reason": "45548 is the better standalone representative because it targets a single concrete loading failure mode with a small, self-contained change; 45662 fixes a separate distributed-sharding bug.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Shared EP/loading theme only. 45548 fixes distributed_config serialization and has_ep for accelerate/ZeRO-3, while 45662 adds post-shard wrapping to prevent FSDP2 rank-0 broadcast from overwriting experts. Different concrete bugs, so do not merge as one." + "reason": "Related area, but not the same bug: 45548 handles missing distributed_config/has_ep during Accelerate+ZeRO-3 load, while 45662 prevents expert params from being clobbered in FSDP2 post-shard handling." } ] }, @@ -20196,12 +20184,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "9acc45d7a9be68f35c38051d9f2db474e5fafea4afb4c28ca641b29892b9a447", + "prepared_review_unit_hash": "d84c80570ebec0dbd546b55c72a538de7fad991d157ad145d2384bf8fbe44e26", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20209,7 +20197,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20218,18 +20206,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist/captured_info collision bug and share the same issue, but PR 45645 is the more complete fix because it also updates CI to collect multiple captured_info files. PR 45639 looks like a narrower subset of the same change.", - "confidence": 0.93, + "summary": "Both PRs target the same captured_info / xdist collision problem in transformers testing utilities, but 45645 is the more complete fix because it includes the worker-safe file handling plus the CI/log aggregation changes needed to consume multiple artifacts.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete implementation of the same xdist-safe captured_info fix; it subsumes the core testing_utils change and adds the workflow handling needed for multiple output files.", + "canonical_pr_reason": "PR 45645 is the better canonical PR: it covers the same underlying xdist-safe captured_info fix as 45639 and also updates CI artifact collection so the new per-worker files are actually gathered and displayed.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster because it addresses the underlying artifact-collision bug end-to-end, including the CI-side log aggregation required by the new file layout.", + "best_pr_reason": "PR 45645 is the strongest representative because it addresses the full end-to-end problem: avoiding collisions in testing_utils and preserving debug logs in workflow/notification code.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying captured_info xdist collision fix in testing_utils, and both are tied to the same issue; 45645 is a superset that adds the CI workflow adjustments." + "reason": "Accepted: both PRs fix the same concrete captured_info xdist collision path in testing_utils, and 45645 appears to be the broader implementation of the same fix rather than a different change." } ] }, @@ -20328,7 +20316,7 @@ "pull_request:46069|pull_request:46154", "pull_request:46073|pull_request:46154" ], - "prepared_review_unit_hash": "dae4ac18342281549c8889426cea7a55cc00abcbec371bbbbc9945bf5ba392ed", + "prepared_review_unit_hash": "81a8c3213dd09c3ed513ee2f49279d1105d55c5b13a9846810cde0fb11774fe3", "component_budget": { "node_count": 3, "item_count": 3, @@ -20350,30 +20338,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are model-specific attention dispatch additions (ShieldGemma2, CTRL, T5). They share a broad theme, but they target different model code paths and are not the same underlying change, so none should be deduplicated together.", - "confidence": 0.95, + "summary": "All three pull requests are related thematically (attention-implementation dispatch / SDPA support), but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46154 is the clearest representative of the cluster because it most explicitly implements SDPA dispatch support and includes broader accompanying test updates, but it is still a distinct model-specific change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46154 is the best single reference point for this cluster since it is the most explicit and complete example of the repeated pattern, though it does not subsume the others.", + "best_pr_reason": "PR 46154 is the most representative of the cluster because it is a concrete model-specific SDPA dispatch implementation with corresponding tests and docs; however, it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Different models and different code paths; one adds generic attn_implementation dispatch for ShieldGemma2 image classification, the other adds SDPA dispatch for CTRL. Similar theme, not the same fix." + "reason": "Same broad theme, but different models (ShieldGemma2 vs CTRL) and different dispatch code paths; not the same underlying change and not mergeable into one PR." }, { "left": "pull_request:46069", "right": "pull_request:46154", "accept": false, - "reason": "Both are attention-dispatch work, but they affect different architectures (ShieldGemma2 vs T5) and different implementations/tests, so they are not duplicates." + "reason": "Both are attention-dispatch additions, but they apply to different architectures (ShieldGemma2 vs T5) and likely separate model-specific implementations; too broad to treat as one change." }, { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are SDPA dispatch PRs, but they target separate model implementations (CTRL vs T5) with distinct code paths; too broad to merge as one duplicate change." + "reason": "Both mention SDPA dispatch, but CTRL and T5 have distinct model code paths and concrete fixes; they are similar feature work, not duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index f3bbb829f99e63bbad519640f1564394118d442d..b8c3efeb87c91365cd47d346ed5179619924c588 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260524t180020z", + "analysis_id": "hybrid-model-20260525t000033z", "archived_artifacts": { - "hybrid": "snapshots/20260524T180020Z/analysis-runs/hybrid-model-20260524t180020z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260524T180020Z/analysis-runs/hybrid-model-20260524t180020z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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"gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015", + "issue:46165" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + 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"440f73b75fb39bce4a891b4e415b4934ee48d9e8b298bc36cea096ef0e0727ec", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 48403, + "estimated_input_tokens": 12101, + "estimated_eval_tokens": 24458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set contains a couple of true duplicate pairs, but most high-similarity matches are only broad thematic overlaps. The strongest duplicate clusters are the DeepSpeed ZeRO-3 BERT index error pair and the v5 AutoTokenizer wrong-token-ID regression pair.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it is the broadest, clearest statement of the v5 AutoTokenizer token-ID regression across multiple model families, making it the best representative of the accepted tokenizer duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global issue representative: it captures a concrete, widely applicable regression with a clear shared symptom and broader scope than the narrower variant in 45812.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different bugs: config attribute lookup vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated accelerator/device issues; no shared code path." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures, only broad GPU-related similarity." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device problems, but on different models and paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model classes and failure modes; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Distinct model-specific inference/runtime issues." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different subsystem and symptom: export error vs FP8 config failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT export and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: task crash vs outdated RAG examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they refer to different removed features." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different shape/device problems in different model paths." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Training-trainer embedding issue vs resume/trust-remote-code issue." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve errors, but the model/setup and failure mechanism differ." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different zero3/BERT setup than the mask-shape mismatch issue." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different symptoms and code paths." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and training resume failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different training-time issues with no shared concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config field regression vs resume-training problem." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor preset bug is unrelated to ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related failures and different model types." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 BERT index-out-of-bounds bug, just reported with different BERT variants." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Both are tokenizer/model issues, but they target different model families and symptoms." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel issue are not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both mention ZeRO-3, but the model/setup and error differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different docs gaps: pipeline tasks vs run command." + }, + { + "left": "issue:43716", + "right": "issue:45560", + "accept": false, + "reason": "Different model families and failure mechanisms." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram Int limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime paths and different backend-specific failures." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both touch loss/type handling, but not the same concrete bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature change are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure and documentation issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpoint/FSDP mismatch is unrelated to import failure." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same broad ZeRO-3 area, but different concrete models and errors." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different removed API/docs references; not the same doc change." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different model/backend failure vs task-level crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure and device-mapping bug are not the same issue." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different subsystems: Liger kernel vs multimodal video processing." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and outdated examples are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model report." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading implementation bug and documentation issue are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint and model implementation bug are different problems." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "GPU model runtime failure and docs cleanup are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted duplicate pairs are supported by the issue titles and descriptions: 43596/43638 for the shared ZeRO-3 BERT index error, and 45812/45920 for the v5 AutoTokenizer wrong-token-ID regression. The broader representative choice of 45920 is also well supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005" + ], + "prepared_review_unit_hash": "53ee0d8b10b93163d7afd56be9d8d053346fb6a9f29e5971172f927252b29427", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39127, + "estimated_input_tokens": 9782, + "estimated_eval_tokens": 19820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, dtype, zero3, and version-regression reports that only share generic error shapes. I found one plausible duplicate pair around SigLIP2 bad outputs, but the rest do not look like the same underlying bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43994 is the most concrete representative of the only plausible duplicate subcluster: it names the exact SigLIP2 checkpoint and describes the same bad-output regression more explicitly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the clearest and most actionable issue in the cluster, with a specific model and reproducible symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM attribute error and the other is a Qwen3-MoE configuration issue; different model families and failure modes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are loading problems, but one is a GLM-4.7-Flash unit-test load failure and the other is a corrupted Ovis2 checkpoint; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crashes are unrelated models and code paths." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask shape mismatch and the other is a zero3/Bert out-of-bounds error; too different to merge." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "A generic Torch compatibility complaint and a pydantic PretrainedConfig regression are distinct issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve version/deepspeed-style breakage, but one is a zero3/Bert index error and the other is a torch/transformers incompatibility report; not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek tokenization/ detokenization bug and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure versus a Config/pydantic regression; no shared underlying code path." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; too little evidence they are the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 load/runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Gemma4 PLE device mismatch are different model versions and different failures." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference and an MPS histogram-int error in MoE code are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied-weights bug in Mistral3 and a corrupted Ovis2 checkpoint are not the same issue." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Both touch MoE-related code, but one is a grouped_mm tracing error and the other is an MPS histogram limitation; different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related MoE failures, but one occurs during torch dynamo tracing on Mixtral and the other under autocast on Phi-tiny-MoE; not clearly the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a compile/template-node TypeError are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 sliding-window attribute regression have no common underlying bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are distinct regressions." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but one is a mask-size mismatch and the other is a zero3/Gemma3 load failure; not the same concrete problem." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different requests/issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and a pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral tracing failure and GPT-OSS tensor-parallel-only failure are different model/runtime problems." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM and tied-weights translation-model behavior are separate issues." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming inference failure are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights TypeError and a pydantic PretrainedConfig regression differ in cause and scope." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are broad version-regression reports, but they target different incompatibilities and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and pydantic Config regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage support are different runtime issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are zero3/index errors, but one is a mask mismatch and the other is a BertModel zero-size index failure; too different to treat as duplicates." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing poor or nonsensical outputs, likely the same underlying regression in the model/processor path." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend issue and a torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "One is about unwrapping text_config for composite Qwen configs; the other is an uninitialized-memory issue in Qwen3_5MoeTextRotaryEmbedding. Related model family, but not the same bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape RuntimeError and TRL embedding unpacking failure are different training failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 TRL embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a generic GLM5 issue are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but one is a cache-path collision for local leaf directory names and the other is loading the wrong custom module after save/load; related area, different concrete problem." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression and flash-attn fallback selection are distinct issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weights bug and translation-model tied-weight issues are both about weights, but the model families and failure modes differ too much." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The one accepted SigLIP2 pair is plausibly related, and the rest are appropriately rejected as too different in model family, failure mode, or code path. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43881|issue:43883", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "e39ff67ea0e70153491c7ec7cde6c1cf5e52e28fc923a73e7ecce3136d4868c7", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37512, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model-loading, quantization, or docs issues. The only clear duplicate cluster is the Transformers 5.x non-persistent buffer regression: 43644, 43950, and 44534 all describe the same underlying bug; 43950 is the best canonical representative.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the strongest canonical: it states the regression clearly, names the affected API (`from_pretrained()`), and describes the non-persistent buffer corruption in a broadly reusable way.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best captures the shared bug with the clearest, most actionable description and the broadest scope among the duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different problems: one is a FineGrainedFP8Config failure on Qwen3Moe; the other is fallback logic being blocked for flash-attn2." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different failures: Qwen3.5 cache group-type crash vs tied-weights handling in translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights regression." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Model checkpoint loading failure for NemotronH is not the same bug as tied-weights handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the docs removal of the transformers run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoE invalid-method calls are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is not the same issue as stale docs about a removed CLI command." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific inference issues: detokenization bug vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared underlying bug; these affect different models and failure modes." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same Transformers v5 regression where non-persistent buffers get corrupted/junk values during loading." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve `remote_code`, but one is missing fields from `AutoConfig`; the other is broader model-loading breakage in recent versions." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and likely different root causes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Noise during loading is not the same bug as failure to load a specific model checkpoint." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are related only at a very broad level, not the same underlying bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "A generic model-loading failure is not the same as a missing `all_tied_weights_keys` attribute on a different model class." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5 rotary/position handling, but one is a Flash Attention crash from misread `position_ids`; the other is CPU-offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared-kv-state rebuilding and Qwen3_5Moe buffer materialization are different bugs." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "AutoTokenizer/Voxtral error messaging and Molmo tied-weights attribute absence are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse SigLIP2 text embeddings are not the same defect." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "The failures differ in mechanism and symptom; shared model family alone is not enough." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different failure mechanisms; not a duplicate." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to GLM-4V loading failure." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA effectiveness is a different issue from int4 quantization increasing reserved CUDA memory." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a performance complaint and the other is an implementation discrepancy versus JAX." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are distinct issues." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU support failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`AutoConfig` missing fields with `trust_remote_code=True` is not the same as broader remote-code breakage in recent transformers versions." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad loading area, but different models and no evidence of a shared bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA/gradient-checkpointing behavior is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are different code paths." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and error types; not the same underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading error and generic GLM5 issue are not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both concern buffer initialization regressions, but 45902 is a model-specific meta-to-empty materialization bug and not clearly the same duplicate as the broader from_pretrained buffer-corruption issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only clear duplicate cluster is the non-persistent buffer regression around 43644/43950/44534, and choosing 43950 as canonical is well supported by the packet. The other soft-edge rejections are suitably conservative and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:42491|issue:44368", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43792|issue:44220", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:43940|issue:45313", + "issue:42947|issue:45923", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "b4152ad354a5a2b499f2811c304cc60ca67676ab1e9b975a06006e97eb7157f5", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38071, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster with a few clear duplicate pairs. The strongest true matches are the docs pipeline-removal reports, the `_is_hf_initialized` loading error, the mask shape mismatch, and the Qwen3 VL video regression; most other soft links are only broad subsystem similarity.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it mixes unrelated bugs. If one issue must anchor the true duplicate set, issue 43872 is the best candidate: it is a concrete, well-scoped bug and has a near-exact later duplicate in 44291.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43872 is the strongest overall issue candidate because it names a specific failure mode, has a very close duplicate with the same `_is_hf_initialized` symptom, and is more concrete than the broader/looser matches elsewhere in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Both concern MOE/device behavior, but one is an MPS histogram error and the other is a device-mismatch forward bug; different symptoms and likely different fixes." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "One is an import error for Qwen2.5-VL, the other is a bitsandbytes/_is_hf_initialized constructor incompatibility; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attention fallback gating; unrelated concrete problems." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 LoRA warnings/issues, but one is a hf4.x/hf5.x weight-compatibility problem and the other is a tie_word_embeddings warning; not the same issue." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regressions are broader than this specific Gemma4 PLE device-map mismatch; no shared concrete code-path shown." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs general remote_code breakage; too broad and not the same failure." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different runtime failure from a Gemma4 device placement bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback gating; completely different subsystems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code regressions and a Kimi-K2.5 tokenizer codec regression are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and silent non-persistent buffer corruption are different model-loading bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs cleanup problem: removed v5 pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 index-out-of-bounds in a non-pretrained Bert setup is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "A Qwen3 MOE weight-conversion issue under accelerate+deepspeed is not the same as a broad remote_code regression." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run may involve audio feature extraction, but the titles do not identify the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a corrupted Ovis2 checkpoint are distinct problems." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same `_is_hf_initialized` incompatibility when constructing/loading quantized or empty-initialized params." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both involve loading/model-init regressions, but one is Qwen3 MOE weight conversion and the other is bitsandbytes init-arg incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; no shared concrete root cause." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected trainer kwargs and mask/tensor shape mismatch are unrelated failures." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight conversion under deepspeed is not the same as incorrect gradient averaging with GAS and loss kwargs." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen ZeRO-3 weight-loading issues, but the model variants and reported failures differ enough that they are not clearly the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing effectiveness and a missing supports_gradient_checkpointing flag are related but not the same concrete issue." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; too little evidence of a single underlying bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaNs from 3D position_ids/SDPA fallback and a flash_attention s_aux crash are separate runtime issues." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "The CLIPTokenizer max-length issue is unrelated to the `_is_hf_initialized` loading incompatibility." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same mask/index shape-mismatch error pattern, with the later issue restating the same failure." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/loading complaints, but they concern different models and do not show the same root cause." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are Qwen VL video-input regressions in v5.3.0, and the StopIteration report looks like a concrete instance of the broader video bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs image processor void-segmentation failure; different code paths and bugs." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope scaling bug and Qwen3.5-MOE uninitialized-memory bug are different model internals." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and an autocast dtype mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft matches are well supported by the issue titles/bodies, especially 43872\u219444291, 41093\u219444805, and 43827\u219444509. The rejected links are generally cautious and do not overclaim shared root cause. The overall characterization of a heterogeneous cluster with a few clear duplicate pairs is consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "7d4dd8aab128e01c51a838e404d35c523e9f5cd9d4a3a388d7c237083538de9c", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not one tight duplicate cluster; it contains several separate bug themes. The only strong duplicate-like pairs are the custom model initialization regressions, the non-persistent buffer regression, the SigLIP2 output regression, and the two \"cannot load BERT checkpoint\" reports. Most other soft edges are broader same-subreddit similarities but not the same underlying bug.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the strongest duplicate-style theme here: Transformers 5.0.0 breaking custom model initialization. It is more general than the notebook-specific variant and best serves as the anchor for that subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best overall issue representative because it captures the core regression in a concise, general form and aligns with the clearest issue-level duplicate pair in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same family (Gemma4) but different failures: an FSDP2 shared_kv_states KeyError vs a device_map=\"auto\" device mismatch in forward." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and code paths: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated changes: GGUF/gpt-oss support vs a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are load/runtime regressions, but one is non-persistent buffer corruption and the other is a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: missing Qwen2_5_VL import symbol vs model loading on torch.device(\"meta\")." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems: Qwen3-vl video embedding StopIteration vs an MPS histogram error in moe." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both are attention/compile-related, but they affect different models and bugs: Bamba torch.compile+SDPA vs Qwen3.5 Flash Attention 3D position_ids handling." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Same project area but not the same bug: Qwen3-MoE FineGrainedFP8Config failure vs meta-device model loading breakage." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers 5.0.0 breaking custom model initialization, with one report being notebook-specific and the other generic." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: GGUF/gpt-oss support vs missing Float8 storage type during load." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 problems: video embedding StopIteration vs SFT trainer input-embedding unpacking failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared bug: 3d_parallel.py execution failure vs GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated issues: GenerationMixin import breakage vs Qwen3-MoE FineGrainedFP8Config failure." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: tokenizer mapping/add-new-model-like failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different errors and models: Qwen3-vl video StopIteration vs a generic mask/tensor shape IndexError." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Both involve model setup, but one is the _is_hf_initialized flag regression and the other is a Kosmos2.5 OCR index error." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 inference regression: zero probabilities / nonsensical outputs from the same model family and likely the same loading or processor mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: DeepSpeed ZeRO-3 index error on non-pretrained Bert vs tokenizer-mapping-related add-new-model-like failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: Bert/Zero3 index error vs add-new-model-like behavior with TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No common underlying bug: tokenizer-model registration issue vs generic mask shape IndexError." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation problems affecting different models (granite_speech vs tiny-random glm4v)." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different symptoms and likely different fixes: gpu+cpu offload dequantized loading vs disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers 5.x fills non-persistent buffers with junk; the titles are two phrasings of the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but not the same bug: zero probabilities at inference vs documentation example errors and quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different regressions: Qwen3-MoE LoRA compatibility across hf4.x/hf5.x vs BitNet AutoBitLinear packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related runtime failures, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config failure in Qwen3-MoE." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and bugs: GLM5 vs Qwen3.5 Flash Attention generation failure." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family but different issues: ZeRO-3 loading of language_model weights vs save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same loading regression for specific BERT checkpoints in the current/latest version, likely the same underlying model-loading incompatibility." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated problems: Qwen3-MoE LoRA compatibility vs Gemma4 resize_token_embeddings not updating tied outputs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different trainer/optimizer bugs: resume_from_checkpoint max_steps miscalculation vs SGD args being ignored." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative in the soft-edge calls. The accepted pairs are all plausibly same-bug matches from the titles alone, and the rejected pairs are generally supported by differing models or root causes. I didn\u2019t see an overstatement severe enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:43381|issue:44928" + ], + "prepared_review_unit_hash": "c60da88ab098a8817a69355d540b6920ac65be97eb1e309b0f5f047a972a08a2", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38639, + "estimated_input_tokens": 9660, + "estimated_eval_tokens": 19576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous. The only clear duplicate family is the resize_token_embeddings propagation bug spanning a generic report and closely related model-specific variants; the remaining pairs are broad similarity matches that should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45276 is the best anchor for the resize_token_embeddings family because it states the concrete failure mode (`embed_tokens_per_layer` / `output_embeddings` not updating), while 45292 is the generic symptom report and 45335 is a related model-variant report of the same behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the clearest issue in the set because it gives the most specific, model-grounded description of the only real duplicate family in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading regressions, but they involve different models and different concrete failures: GLM-4.7 test loading versus Qwen3-VL shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different problems: Qwen3 MoE load/offload behavior versus GLM-4.7 model loading in tests." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer paths and different model families; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Similar loading symptom, but different models and no evidence of a shared tokenizer/config code path." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is incorrect outputs in AutoModel/pipeline; different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is about non-persistent buffers and the other is notebook/custom-model initialization." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is offloading/quantization behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 LoRA compatibility across versions and a Qwen3-VL weight-shape load error are different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different entrypoints and failures: Qwen3.5 chat crashes versus Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is training-memory efficiency and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is a broad model-specific issue, while the other is a save/load corruption report for quantized models; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "No overlap beyond versioned regressions: Qwen3 MoE LoRA compatibility versus generic resize_token_embeddings propagation." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the concrete failures differ: 3D position_ids misinterpretation versus an s_aux=None attribute crash." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state and the unexpected _is_hf_initialized argument in init_empty_weights are separate code paths." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings is not propagating correctly to tied output/decoder embeddings across related model variants." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated failures." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but they affect different models and are not clearly the same code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different runtime failures: Qwen3 auto device-map CUDA assert versus AudioFlamingo3 batched token/embedding leakage." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading regressions are distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different bug classes; no shared duplicate evidence." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "A tokenizer vocab mismatch and a model loading failure are different problems on different models." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT behavior and an Apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is offloading/quantization semantics and the other is reserved-memory growth under int4 quantization." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen composite config unwrapping are different model-specific bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init_empty_weights arguments and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 attention-state rebuilding and Qwen3.5 MoE rotary offload incompatibility are separate failures." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/load problems on different models; no shared concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and Gemma4 attention-state rebuilding are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM and Strix Halo mmap OOM avoidance are not the same underlying issue." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and mmap-induced OOM are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 test loading and Qwen3.5 save_pretrained checkpoint corruption are distinct regression points." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45292 is the generic symptom report and 45276 is the model-specific instance." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode limitation." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load extra_state handling and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitations and Qwen3.5 SDPA/math fallback NaNs are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The main duplicate-family conclusion is plausible, but parts of the rationale are not fully grounded in the packet. In particular, the claim that issue 45276 has the \"strongest duplicate links\" is unsupported here because the packet shows no explicit duplicate links for these issues, only similarity signals and inbound references. The soft-edge decisions themselves are mostly conservative, but the summary/reasoning should avoid asserting link evidence that is not present in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:43299|issue:43931", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:39404|issue:44671", + "issue:44671|issue:44991", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "602ff621902f2f5fe0ca033c45e2055532c05a6aa241d4563b76e3a97867ec53", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37359, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers 5.x regression reports, not a tight duplicate set. The only clear duplicate-like pairs are the two `resize_token_embeddings` bugs and the two Qwen3-VL MoE loading failures.", + "confidence": 0.31, + "canonical_issue_reason": "`issue:43646` is the broadest umbrella-style report in the set: a generic Transformers 5.0 custom-model initialization breakage, without being tied to one narrow model or environment.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43646` is the best single representative of the cluster because it is the most general and reusable issue title among mostly unrelated regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Different custom-model save/load failures: permissions propagation vs wrong module resolution after save." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated regressions in different model families and config paths." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash vs Gemma FSDP shared-state bug; different code paths." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init regression vs Trainer `max_steps` resume math; unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom model init issue vs `extra_state` save/load handling; different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report `resize_token_embeddings` not propagating to downstream tied/output embeddings." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch vs meta-device loading failure; different mechanisms." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "One is a tokenizer vocab/special-token mismatch; the other is a broader model loading failure." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility vs dtype mismatch under autocast; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different checkpoint-loading failures in different model families." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "`flex_attention` compile failure vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error vs mmap OOM workaround; unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline flag regression vs tokenization-version behavior change; different symptoms." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility issue vs Gemma4 forward device mismatch; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading break vs notebook custom-model initialization; not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility vs image preprocessor/model dtype mismatch; unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different errors: Qwen3.5 cache group-type failure vs template compilation failure." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The second is a specific PagedAttentionCache crash; the first is only a reproduction of a different issue." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression vs MXFP4 quantization loading problem; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Export/check-wrapper failure vs Perceiver resolution handling bug; different paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression vs mask-shape IndexError; different failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed/changed pipeline APIs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical outputs vs `ModelOutput` key bookkeeping; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility vs TRL unpacking bug; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both describe Qwen3-VL MoE checkpoint loading failures, with the latter giving a concrete shape-mismatch manifestation." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup error vs non-template node compilation error; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel indexing bug vs compiled flex_attention failure; different code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` save/load handling vs `from_config` `text_config` unwrapping; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer class conflict on load vs gguf loader regression; different issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression vs CamemBERT masked-LM prediction regression; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Model prediction quality issue vs tokenizer load failure; different layers of the stack." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency vs Strix Halo mmap OOM workaround; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The representative issue choice is grounded in the packet, and the cluster summary stays conservative. The accepted soft pairs are plausibly same-bug duplicates, while the rejected pairs avoid over-merging distinct failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:36032|issue:42915", + "issue:42175|issue:46178", + "issue:43643|issue:44530", + "issue:43883|issue:44488", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:44464|issue:45987", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:44849|issue:45325", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:43089|issue:45987" + ], + "prepared_review_unit_hash": "faa10cc6c766b7d77080acb1c1c9a7f5f6c93189f391bd5c497183b72471c059", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37339, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct regressions spanning different subsystems and failure modes. The only strong duplicate-like edge is the GGUF loading regression pair; the rest lack enough code-path overlap to merge.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43452 is the broadest and most representative report in the GGUF-loading subcluster: it describes a generic `gguf_file` breakage across tokenizer and causal-LM loading, which the more specific model report appears to instantiate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best issue to anchor the duplicate cluster because it states the underlying loader regression in the most general, actionable form.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a Mistral regex-patch crash and the other is a general v5 tokenizer regression for a different model; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper `return_language` pipeline behavior are unrelated code paths and symptoms." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch CPU/offload behavior, but they are model-specific failures with different root causes and call sites." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` flag breakage are separate regressions." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Token mapping failure and compiled flex_attention failure are unrelated changes in different subsystems." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading failures, but the model, stack, and likely root cause differ." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Generic model-loading failures for different repos; no concrete shared bug is shown." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on one model is unrelated to runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base-model-prefix loading issues and non-persistent-buffer corruption are different v5 regressions." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and template-node compilation failure do not share a code path." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The titles suggest related audio code, but the second issue is too vague to \u092a\u0941\u0937\u094d\u091f\u093f same underlying bug with confidence." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token name conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "These are different backend installation/mapping errors, not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing config fields from `trust_remote_code` and PagedAttentionCache group-type errors are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on Molmo and a model-loading failure for a different repo are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multi-image IterableDataset finetuning failures are different bugs." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is `batch_decode` skipping special tokens and the other is empty-transcription generation after alignment; different failures." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading failures for different models with no shared concrete loader defect are not enough to merge." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen and attention/cache features, but the failures are different and not the same code-path bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped-mm tracing failure and non-template-node compilation error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward and `get_seq_length()` returning a tensor are different cache/compile issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-initialization regressions, but one concerns junk buffers while the other concerns custom model initialization; not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF-loading regression in transformers v5; 43452 is the generic loader breakage and 43482 is a model-specific manifestation." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior and Qwen2.5-VL rope/indexing logic are different model-specific bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized-model offload failure and GGUF loading failure are different loading paths and failure modes." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different loading surfaces (model vs tokenizer) with no shared concrete defect." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Non-template-node compilation error and GraniteMoEHybrid invalid method are separate issues." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for a different model are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI batched-vs-single mismatch are different bugs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead from GPU syncs and a cache-length return-type bug do not appear to share the same root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate edge, issue:43452 \u2194 issue:43482, is plausibly the same GGUF-loading regression and looks mergeable as a single bugfix. The other soft-edge rejections are appropriately cautious given the titles and available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663" + ], + "soft_pairs": [ + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44079|issue:45663", + "issue:41553|issue:43582", + "issue:44683|issue:45020", + "issue:33666|issue:40444" + ], + "prepared_review_unit_hash": "2cdec7d7eb74e1265c0a7d610730dfd1f6db9b8ef161173f1982a56150924b83", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37465, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and contains many likely false-positive similarities. Two soft duplicates stand out: a Qwen3.5 `save_pretrained` regression and a Qwen2.5-VL/Qwen3-VL temporal-position regression. No pull requests are present.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 44479 is the broadest and most representative concrete bug here: a 5.3.0 regression affecting multiple Qwen VL variants, with a nearby narrower duplicate candidate (45325) that points to the same `get_rope_index`/temporal-position code path.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the best issue candidate because it describes a broad, version-specific regression across several models and has a clear near-duplicate in 45325; the other items are mostly unrelated or only share a subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: custom model initialization breakage vs junk-filled non-persistent buffers." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Only broad v5 breakage overlap; the concrete failures are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a model-specific tying bug and the other is a save/serialization inconsistency; not the same code path." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: Llava loading segfault vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision model issues: bad inference output vs processor/model image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure and template-compilation failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model correctness issues, but they affect different models and different internals." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compatibility vs processor output size mismatch are separate problems." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated model loading failure vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different failure modes; one is remote_code loading, the other is tokenizer patching." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve initialization/quantization-adjacent code, but the specific bugs are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is the follow-up symptom about incorrect visual encoder keys." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated v5 initialization flag breakage vs Strix Halo mmap/OOM workaround." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer/add-token bug vs remote_code loading regression." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method conflict is unrelated to MobileLLM loading KeyError." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8, but one is a config failure and the other is a missing storage-object runtime error." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen VL 5.3.0 regression around temporal/video position handling; 45325 narrows the root cause in `get_rope_index`." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both concern tied weights, but they are different bug classes and different workflows." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated model-loading failure vs sliding_window issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same general Qwen2.5-VL area, but these describe different symptoms and code paths." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict and Qwen auto-device-map CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "No underlying bug overlap; MoE sliding-window vs config strictness." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading issue is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and loading noise are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly and Whisper batch_decode option handling are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: `_is_hf_initialized` flag vs non-persistent buffer values." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different objects and bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared-kv reconstruction." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error message and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on new torch and remote_code breakage are separate issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but the concrete failure modes and model generations differ." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is indeed heterogeneous, the Qwen 5.3.0 temporal-position regression pair is a reasonable soft duplicate, and the Qwen3.5 save_pretrained pair is plausibly related without overreaching. The remaining soft-edge verdicts are conservative, and there are no PRs to merge." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:35707|issue:40444", + "issue:44462|issue:45812", + "issue:43381|issue:45923", + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:43818|issue:45357", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:40444|issue:45381", + "issue:43531|issue:44291", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45381", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482" + ], + "prepared_review_unit_hash": "d97ee3524d51146e1aedae51805c2d8ca1d8efd7621398ee1befe7635f073222", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated standalone issues. The cluster appears to center on tokenizer/loading regressions, with issue:45812 as the broadest Granite reference even though it is closed. Only the Granite tokenizer pair and the Qwen2.5-VL position-id pair look like plausible duplicates; the rest are too dissimilar on titles alone.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45812 is the broadest tokenizer-loading regression in the packet. It is closed, but its Granite AutoTokenizer symptom best captures the cluster\u2019s main theme better than the narrower repository-tokenizer report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest overall issue representative because it states the broadest user-visible regression and cleanly subsumes the narrower tokenizer-loading symptom, despite being closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is a runtime post-processor sync bug and the other is special-token insertion behavior; the titles point to different fixes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is a generic noise report and the other is a specific tokenizer loading regression; no clear same bug." + }, + { + "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:44462", + "right": "issue:45812", + "accept": true, + "reason": "The titles suggest the same AutoTokenizer/tokenizer-loading regression affecting Granite token IDs, with 45812 as the broader symptom report." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are distinct API problems." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging TensorFlow with the torch extra and a tensorboard-only backend error are different dependency issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading bugs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing corruption is not the same bug as Qwen3.5 visual-encoder key serialization." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading failure and Qwen3 MoE memory usage are different load/perf issues." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration and single-label zero-loss behavior are different training bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "_is_hf_initialized handling and missing Float8 storage object are distinct load-time errors." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and a missing pad_token_id attribute are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal-state bugs." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and Gemma3 NaNs from all-padding windows are different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-mapping asserts and Mistral regex patch crashes are different subsystems." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure and video vision_position_ids errors are not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP RAM-efficient loading and ModelOutput key handling are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key handling are unrelated regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both titles describe the same Qwen2.5-VL position-id / rope-index computation bug in different modalities." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow extra packaging and PaddleOCR-VL loading in vLLM are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and bf16 dtype mismatches are different Transformer v5 regressions." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "These sound like related init/load regressions, but the titles are too broad to confirm the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and torch.device(\"meta\") loading breakage are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver resize/interpolation failure are separate vision-model problems." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR long-input index errors are different model-specific bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Runtime lm_head tying and serialization-by-device differences are related in theme, but not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the canonical issue rationale is not grounded in the packet because issue:45812 is listed as closed, not open. The rest is broadly plausible, but the summary should not overstate that state. Also, the two accepted soft edges are somewhat assertive given only title-level evidence; they should be framed more conservatively if retained." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:43873|issue:45701", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43257|issue:45923", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "issue:43749|issue:44534", + "issue:43296|issue:44877" + ], + "prepared_review_unit_hash": "0770f1834a0cc4bc44de4c77b580470e44b6104c0e60c909af5002ac1d2f3719", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36542, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like true duplicates; most matches only share a broad subsystem (loading, offloading, tokenization, multimodal) rather than the same concrete bug. There are no PRs in the set.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate issue exists for this set; if a representative must be chosen, issue 45920 is the strongest anchor because it describes a broad, clearly reproducible multi-model tokenizer regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global representative of the set because it is broad and actionable, while the rest are either narrower single-model failures or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs a generic torch/transformers version incompatibility; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch vs Qwen2.5-VL rope-index scaling bug; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression in Qwen-VL family vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights _is_hf_initialized TypeError vs strict granite_speech config loading; unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model load failures for unrelated models; no shared failure mode." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch vs torch.export/torch_compilable_check export failure; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs PEFT checkpoint loading; different issues." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading bug vs tokenizer-version regression; no common concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss vs Whisper empty-transcription failure; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs generation with inputs_embeds/past_key_values; different paths." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens issue and the other is a broad wrong-token-IDs regression; not the same concrete bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeds/past KV vs Qwen3 device-map cudaErrorAssert; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs export failure around torch_compilable_check; different failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload mismatch vs DAC.from_latents/STE mismatch; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map/placement, but one is Qwen3 cuda assert and the other is Gemma4 forward mismatch; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/text generation issue vs torch.compile SDPA failure; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors vs Qwen2.5-VL multi-image finetuning failure; different tasks." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask bug vs OmDet-Turbo processor resolution mismatch; unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "LM-head weight tying vs dtype mismatch under bf16 inference; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint; not the same concrete failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs composite Qwen config unwrapping; different config bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched MIMI encoder outputs vs Perceiver non-default resolution classification; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly vs PEFT gradient checkpointing ineffectiveness; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading issue vs missing supports_gradient_checkpointing flag; unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault vs sinq save/load quantization breakage; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Molmo all_tied_weights_keys attribute error; unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying bug vs BitNet packed-weight unpacking issue; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different multimodal loading failures with different symptoms and models; not duplicate." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure vs tokenizer loading failure; unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs non-persistent buffer initialization; too broad to merge." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs granite_speech config strictness; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:40990|issue:45701", + "issue:44008|issue:45823", + "issue:44387|issue:45704", + "issue:44186|issue:45072", + "issue:43404|issue:45357", + "issue:36331|issue:42617", + "issue:43577|issue:43708", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:42617", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:45081|issue:45812", + "issue:36010|issue:42617", + "issue:43531|issue:43572", + "issue:43316|issue:44913" + ], + "prepared_review_unit_hash": "e8d80f3a40135dad77033a2c2a6d18bc457f88b40729f20d83a8df937be06974", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37220, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad subsystem vocabulary (tokenization, quantization, multimodal models, offloading) but do not look like the same underlying bug or change. No true duplicate hub stands out.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest current regression report and has the most cross-cutting discussion, but it is not a true duplicate canonical for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5-related serialization, but one is tied-weight serialization on device and the other is incorrect visual encoder keys; different failures and code paths." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 and flash-attention generation failure are unrelated runtime bugs." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are different model/setup issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model/dataset is not the same as a tokenizer-version behavior change." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n audio_mel_mask collision and Gemma4 PLE device mismatch are different Gemma-family bugs." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization OOM and apex RMSNorm memory leak are distinct memory issues with different causes." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is not the same as Qwen3.5 visual-encoder save_pretrained key handling." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature breakage and 3d_parallel.py runtime failure are different trainer/utility problems." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and resume_from_checkpoint max_steps calculation are unrelated training/load issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are different config/tokenizer problems." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss-signature incompatibility and Qwen3Moe FP8 load failure do not share the same code path." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading regression and mmap-caused OOM on Strix Halo are only broadly memory-related, not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and packed-weight unpacking during accelerate loading are different mechanisms." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug and tokenizer-version behavior change are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different processor/serve failures." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation from save_pretrained are unrelated filesystem issues." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and inability to run 3d_parallel.py are different failures." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and TRL SFT embedding unpacking failure are separate Qwen3.5-related bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo output size mismatch and Perceiver non-default-resolution failure are different vision preprocessing/model-size issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and Bark CPU-offload device mismatch are different runtime/load paths." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and OmDet-Turbo processor resolution mismatch are unrelated vision/tokenizer bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 load failure and dequantized-model CPU/GPU offload failure are both loading-related but not the same concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "processor.tokenizer regression and tokenization changes across versions are different symptoms with different scopes." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "A800 auto device mapping crash and GPT-OSS MoE tensor-parallel issue are separate distributed inference bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are different image processor/model load issues." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch failure and Granite tokenizer ID regression are both tokenizer-related but distinct code paths and failures." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated import/runtime issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are different config/model issues." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload bug are unrelated config serialization problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:43421|issue:45812", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:36331|issue:41720", + "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:43421|issue:45701", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:43782|issue:45381", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:43531|issue:44589" + ], + "prepared_review_unit_hash": "43e7790650c09d76bd56a46b7941a9b6e77fa645f99d6b7b6efacc780b587ffc", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and does not form a single duplicate cluster. I only accept one clear duplicate pair: the two Qwen2.5-VL `apply_chat_template(..., padding=False)` crashes. All other soft edges are false positives across different models, APIs, or bug classes.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44545 is the cleanest canonical for the only true duplicate pair: it describes the same batched `padding=False` crash as 44514 and has slightly more reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest issue anchor in this set because 44514 is an exact duplicate; the bug is concrete and narrowly scoped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and failure modes: Qwen3OmniMoe video input processing vs Qwen3VL `weight_only` load error." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor syncing and the other is a Granite token-ID regression; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and symptoms: LayoutLMv2 NER/padding crash vs MLuke task `AttributeError`." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Training API signature mismatch vs Qwen3 auto device-mapping CUDA assert; not the same problem." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both touch tokenizers, but one is slow/fast inconsistency and the other is a T5 load-time method conflict." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Gather-for-metrics label truncation is a batching/eval bug; SAM3 text+boxes is a multimodal input issue." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` is a processor initialization bug, not the same as Qwen3.5 streaming chat-completions failure." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A MacOS bus error in CLIP loading is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and Bark audio voice preset handling are different subsystems." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert from device mapping is not the same as GraniteSpeech PEFT local-checkpoint loading failure." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but Bark CPU offload mismatch and BitNet packed-weight unpacking are distinct root causes." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device-mismatch offload bug vs tokenizer special-token registration; no shared underlying code path." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token/post-processor syncing is different from a broad tokenization regression across versions." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to T5 using `apex.FusedRMSNorm` and leaking memory." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and docs mentioning removed pipeline tasks are both documentation-ish, but not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch is unrelated to BigBirdTokenizer's mask-token registration problem." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning has nothing to do with undefined video-branch variables in `_get_num_multimodal_tokens`." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Audio processor voice preset failure and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is a different bug from `AutoModelForCausalLM.from_config` not unwrapping `text_config`." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count bookkeeping is unrelated to generation with `inputs_embeds` and cached keys/values." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title, same batched `padding=False` `apply_chat_template` crash, and clearly the same underlying bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both mention tokenizer metadata, but runtime post-processor updates and save/load token-ID loss are different defects." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is Qwen3.5 config propagation of `num_labels`; the other is a general single-label classification loss degeneracy across models." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation at non-default resolution and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but different repos and likely different incompatibilities; not the same concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL `weight_only=True` load error and Qwen2.5-VL video position IDs are separate Qwen-VL bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "`post_init` validation for patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping for multimodal Qwen models and CPU-offload incompatibility in rotary embedding are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: 44514/44545 are the only clearly matching pair, and the other soft-edge rejections are conservative given the distinct titles and bug classes. No overclaiming beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:43746|issue:46050", + "issue:43421|issue:43653", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43531|issue:43645", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:39692|issue:43873", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:43653|issue:43720", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "ffce6be5044d523e4b3d197c82d306b441c14ea1fa4b634314f1c07470d9b0d9", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37211, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, vision, multimodal, distributed-training, and docs issues. None of the soft edges look like the same underlying bug/change, so I would not deduplicate any pair here and there is no good single canonical issue/PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: loading `physical-intelligence/fast` vs PIL image processors incorrectly requiring `torchvision`." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different areas and symptoms: LoRA warning about `tie_word_embeddings` vs incorrect visual encoder keys saved in Qwen3.5." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument collision is unrelated to inability to load `vesteinn/ScandiBERT`." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` is a different code path from `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT-adapter checkpoint loading is distinct from save/load corruption in sinq-quantized models." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer special-token behavior, but one is runtime post-processor updates and the other is BigBird mask-token registration." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example mismatches and quantization errors are unrelated to OmDet-Turbo's processor/model input-size mismatch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 Apex RMSNorm memory leak is unrelated to a missing `supports_gradient_checkpointing` flag in a trust-remote-code model." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Unpacking Qwen3.5 input embeddings in TRL is a different bug from `trainer.evaluate()` failing after `trainer.train()`." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared-kv state rebuilding is unrelated to a missing gradient-checkpointing capability flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline mode, but one is generic cache loading and the other is the specific `_patch_mistral_regex` `model_info()` call path." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing is unrelated to abnormal gradient growth under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor refresh is not the same bug as LayoutLMv2 NER/padding/truncation crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 wrong outputs and CamemBERT masked-LM regressions are different model-specific inference bugs." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "RMSNorm memory leak in T5 is unrelated to CPU-offload incompatibility in Qwen3.5 MoE rotary embedding." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert with Qwen3 auto device mapping is a different failure from an Apex RMSNorm leak in T5." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter custom-model initialization breaking in Transformers 5.0.0." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are different problems." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer/Mistral-regex warnings, but one is an AttributeError in regex patching and the other is a Kimi-K2.5 codec/regression issue." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel initialization and `_torch_extract_fbank_features()` are unrelated code paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example/quantization issues are unrelated to offloading behavior with quantization." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset failures are unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression around codec handling is not the same as `list_repo_files` failing to forward `revision`." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and `GenerationMixin` import errors are entirely different issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different bug from DAC latent decoding mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction is unrelated to `add-new-model-like` failing inside `TOKENIZER_MAPPING_NAMES`." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode behavior is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation is unrelated to Gemma 3n's `audio_mel_mask` name collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIP attentions assignment is unrelated to RTDetrV2 output differences in v5." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and single-label-classification zero-loss behavior are distinct bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43388|issue:46032", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:43716|issue:44008", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:43335|issue:43756", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43950|issue:45987", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:43606|issue:45072" + ], + "prepared_review_unit_hash": "3352a414815bd78650a470c62e42218d82888df24de4ef7614787f1b4ba2720f", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35499, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: nearly every soft pair is about a different model, tokenizer, or failure mode, so I reject all candidate duplicate edges. There are no PRs in the cluster. If a single issue must be picked as a representative, 45081 is the closest fit because it directly centers the shared `_patch_mistral_regex` code path, but the overall cluster still does not form one coherent bug thread.", + "confidence": 0.9, + "canonical_issue_reason": "No true cluster-wide canonical issue exists; 45081 is only the closest representative because it is the most concrete `_patch_mistral_regex` failure and aligns with the only clearly related pair in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "45081 is the best representative of the narrow Mistral-regex subthread: it names the exact failing helper and a specific loading path, whereas the rest of the items are unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different models and different failure modes: SDPA/torch.compile issue vs bfloat16 dtype mismatch in a separate wrapper." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths: metric gathering drops tuple labels in the last batch, while Mamba2Mixer returns incorrect cache results for seq_len > 1." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is a Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated bugs: torch.compile+SDPA failure versus DAC latent/STE forward mismatch." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both touch multimodal inputs, but the bugs differ: dtype mismatch in preprocessing versus an AttributeError from a variable name collision." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizer loading, but one is an AddedToken keyword conflict and the other is a model-specific load failure; not the same underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A segfault while loading Llava Next is not the same as an MPS histogram/int limitation in MoE code." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different configuration bugs: sparse layer creation at zero layers versus RoPE layer count mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to Perceiver interpolation failures on non-default image sizes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration/decoding is unrelated to the DAC missing-STE latent path." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "A from_pretrained buffer corruption regression is unrelated to StaticCache returning a tensor instead of an int." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE and trust_remote_code config field loss are different subsystems and bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "They share `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is a missing `backend_tokenizer` attribute; related helper, distinct failures." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields from trust_remote_code is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal paths and errors: video input parsing in Qwen3OmniMoe versus wrong vision_position_ids in Qwen2.5-VL." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "These are different regression symptoms across different models: Pegasus output drift versus CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updating is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight-only loading failure and Qwen3.5 flash-attention generation issues are separate bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Auto device-mapping cuda asserts and tokenizer loading for a specific model are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation/example mistakes are not the same as a long-OCR input indexing bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template compilation TypeError are completely different failures." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading are distinct regression classes." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in bark-small 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": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43577|issue:43582", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:44485|issue:44509", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:43526|issue:44554", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "1e5639b7cf01eab508519037682b7ddb794ea313abf2b131e6883aa46572cc35", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35502, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of issues with a few weak duplicate-like pairs. The clearest matches are tokenizer spacing/inconsistency (#28218/#29159) and v5 pipeline-removal docs/error-message cleanup (#43825/#43827). The rest look like false-positive similarity across unrelated subsystems.", + "confidence": 0.64, + "canonical_issue_reason": "No single cluster-wide canonical issue: the items split into unrelated topics. If forced to pick a representative, #29159 is the best fit for the tokenizer duplicate subgroup because it states the broader slow/fast inconsistency that subsumes #28218.", + "canonical_pr_reason": null, + "best_issue_reason": "#29159 is the strongest issue representative among the clear duplicates: it is broader and more canonical than #28218 for the tokenizer-spacing/inconsistency bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related remote-code breakage, but #45020 is a broader umbrella report and not clearly the same concrete code-path as the is_torch_fx_available removal in #44561." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are model/input regressions, but they involve different models and failure modes; no evidence they are the same underlying bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Shared mention of pipeline() is too broad; one is a v5 error-message/docs cleanup issue, the other is a model output regression." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Completely different problems: BLIP2 dtype handling versus an Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated: BarkProcessor voice_preset behavior versus a GenerationMixin import error." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures in different code paths; one is a mask shape/indexing error, the other is train-then-evaluate failure." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Too vague to treat as the same bug; one is a CamemBERT MLM regression, the other is a broad tokenization-version complaint." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "Unrelated: GLM-5 RoPE discussion versus docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": true, + "reason": "Both track the same v5 pipeline-removal cleanup: stale translation/summarization pipeline references, one in runtime messaging and one in docs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Same tokenizer symptom family; #29159\u2019s slow-vs-fast inconsistency is the broader statement of the added-token extra-space bug in #28218." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference regressions, but they affect different models and different tensor/dtype paths." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: packed-weight loading for BitNet versus dtype mismatch in inference." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs with different failure modes; not the same underlying change." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated dependency/backend packaging issue versus a tokenizer regex crash." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but they are distinct loader code paths and distinct failures." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different processor/tokenizer crashes with unrelated causes." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "No meaningful overlap: allocator warmup on Apple Silicon versus float16 AMP loss crash on CUDA." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No substantive duplicate signal; one is a placeholder-like issue, the other is a reproduction of a separate bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different domains and failure modes: audio processor sampling-rate defaulting versus DAC latent conversion mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision-model bugs; one is label reduction in an image processor, the other is an RT-DETRv2 output regression." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but the concrete causes and affected code paths differ." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely unrelated: BarkProcessor behavior versus Trainer compute_loss signature breakage." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs in different subsystems; tokenizer special-token registration versus MXFP4 quantization loading." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No overlap beyond both being model bugs; the code paths are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Loading a specific MobileLLM checkpoint is not the same concrete issue as the broader remote_code regression report." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated template compilation error versus CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different areas entirely: multimodal token counting versus auto-mapping references." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the ambiguous pairs. The two accepted duplicate-like pairs are reasonably supported, and the rest are appropriately rejected as weak or unrelated similarities." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:44387|issue:44617", + "issue:43638|issue:44936", + "issue:45459|issue:45803", + "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:43550|issue:44912", + "issue:43854|issue:44977", + "issue:43257|issue:43329", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:36010|issue:36331", + "issue:43454|issue:43577", + "issue:43257|issue:43696", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "881ead1cbc360c7662fbd9df84a5ff786572f93755faeaf8e607968ade0150cd", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36621, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated transformers bugs across tokenizer loading, training, vision/audio processors, quantization, and model-offload paths. Only one soft pair looks like the same underlying regression (video-path handling in VLM processors); the rest should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report in the set and the only one phrased as a cross-version tokenizer regression, so it is the least-bad anchor even though the cluster is too heterogeneous to truly canonicalize around it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best overall anchor available: open, broad, and already referenced by multiple related reports, but it still only fits a small slice of the set rather than the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: local PEFT checkpoint loading vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: Float8 storage lookup vs PIL backend incorrectly requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf_file/from_pretrained breakage and the other is a tokenizer regression for a specific model." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different problems: int4 quantization memory growth vs a video model OOM." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Separate training bugs: Zero3/BERT index error vs evaluate() failing after train()." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both hide errors, but in different tokenizer/tensor conversion functions and with different triggers." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: GenerationMixin import failure vs Jupyter custom-model initialization." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model-specific bugs: DAC latent reconstruction vs DiaConfig save/load token IDs." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Separate model-path failures: torch.compile/SDPA on Bamba vs MXFP4 loading fallback on gpt-oss." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7-Flash load issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE loading/conversion vs multimodal video token counting." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to gpt-oss quantization fallback." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different defects: BitNet packed-weight loading vs OmDet processor image-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "No shared underlying bug: zero probabilities in SigLIP2 vs wrong processor shape for OmDet." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error and custom trainer signature change are distinct regressions." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model issues: AyaVision weight tying vs BLIP2 dtype remaining float32." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3-MoE load/conversion bug and GPT-oss OOM are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the PIL/torchvision dependency regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio-related, but sample-rate defaults and batch_decode skip_special_tokens are different bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same broken video-path handling in VLM/Qwen video processing; a fix to the video branch could plausibly cover both." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning and Qwen3-MoE weight conversion are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading bugs: missing fields from trust_remote_code vs unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and disabling mmap on Strix Halo are different memory/loading issues." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting and gpt-oss perplexity are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video token-count helpers and batched video processor shapes are different defects." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but Bark device mismatch and Qwen3_5Moe rotary embedding incompatibility are different model-specific issues." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Distinct tokenizer regressions affecting different models and different failure mechanisms." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3-MoE loading/conversion and Qwen3-VL weight-shape mismatch are separate model-loading problems." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is not the same as the broad tokenizer-version-change report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair (43329/44479) is plausibly the same video-path regression, and the rest of the rejections are appropriately cautious. The anchor/canonical issue choice is defensible as a broad version-regression umbrella, with the limitation that it only fits part of the cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:29159|issue:34567", + "issue:44568|issue:45488", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:43697|issue:45357", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:43540|issue:44479", + "issue:42175|issue:43824", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:44987|issue:45907", + "issue:43257|issue:43756", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:43577|issue:45072", + "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:43906|issue:45381", + "issue:42915|issue:43749", + "issue:42175|issue:44488", + "issue:28282|issue:29127", + "issue:43404|issue:45987", + "issue:43582|issue:43782", + "issue:44737|issue:45588" + ], + "prepared_review_unit_hash": "2b1bcfb690569fcf50f00c1bd5026452cde78ddb5bb59a064d14e5ecaf201ea9", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated bugs: tokenizer regressions, model-loading failures, quantization/device-map issues, DeepSpeed/FSDP problems, and a few video-input issues. I found one plausible duplicate subgroup in the Qwen VL video regression area; the rest are too different to merge.", + "confidence": 0.95, + "canonical_issue_reason": "If a representative is needed, issue 44479 is the best umbrella for the only clear duplicate subgroup: it covers the broader Qwen VL video-input regression, while 45381 is a narrower model-specific repro. The overall cluster is too heterogeneous for a single true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest representative issue among the items because it is the broadest and most actionable report in the only plausible duplicate subgroup. It is not a good representative for the rest of the cluster, which is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token-count tracking; different subsystems and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a pre-tokenizer override bug in LlamaTokenizer; not the same underlying change." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and different loading failures: Qwen3Moe FP8 config vs MobileLLM key error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor URL-loading behavior." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast vs CLIPTokenizer max_length constant bug; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading issue vs Apple Silicon warmup TypeError; different code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert with auto device mapping vs Qwen3OmniMoe video ValueError; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression in v5.3.0, centered on incorrect video position IDs; one is the umbrella report and the other a specific repro." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load custom-token-ID corruption vs MXFP4 quantization fallback to bf16; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP model loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max_length bug do not share a concrete code path." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen model families and different symptoms; not a single duplicate fix." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package/backend dependency issue vs missing Qwen2_5_VL class export; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Video-input ValueError and StopIteration in Qwen3-vl-embedding are separate regressions." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure vs tokenizer max_length bug; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression vs repository listing not forwarding revision; different APIs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE deepspeed loading issue and Smollm3 RoPE-layer mismatch are unrelated model bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument TypeError vs tokenizer loading failure for a specific model; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs tokenizer consistency issue; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs PEFT version bump issue; not the same underlying problem." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and code paths." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic missing-PyTorch ImportError vs Llama 3.2 Vision model-loading regression; different causes." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Key error on MobileLLM loading is unrelated to unexpected init_empty_weights argument handling." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of an older issue vs Qwen2.5-VL video-position regression; not the same report." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading bug are distinct distributed-loading issues." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging mismatch is unrelated to loading a specific model that fails." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found ImportError and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying bug and StaticCache seq_length contract bug are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs Qwen3VL weight_only loading error; different layers of the stack." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU allocation bug and flash_attention s_aux=None crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, issue:44479 vs issue:45381, is well supported by the titles and the clustering signal as a Qwen VL video-input regression subgroup. The rest of the pairwise rejections are cautious and consistent with the packet\u2019s heterogeneous issue set. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46170" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:43540|issue:45823", + "issue:43526|issue:45479", + "issue:43493|issue:43994", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:44913|issue:46121", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45357|issue:45920", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43643|issue:45375", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:44625|issue:44877", + "issue:44514|issue:45381", + "issue:24643|issue:29127", + "issue:43720|issue:44898", + "issue:45372|issue:46170", + "issue:41762|issue:44936", + "issue:43688|issue:43749", + "issue:44514|issue:45290" + ], + "prepared_review_unit_hash": "b1d580b78ec9f3ade0a4eb821d72e8eb8146f0e86d5336b5091c3fe7eeed619f", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are related only at the subsystem or model-family level and should stay separate. I\u2019d merge only the SigLIP2 pair and the remote-code config-field-loss pair; the rest are distinct bugs or features.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43643 is the best canonical target because it describes the underlying config-field loss on `AutoConfig.from_pretrained(..., trust_remote_code=True)` in a broad, reusable way, and the Qwen3_5MoeVision report is a specific manifestation of that same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "43643 is the strongest standalone issue here: it has a clear reproduction, a concrete loader/deserialization failure, and broad impact across remote-code configs, making it the best duplicate target overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image models, but they describe different failures on different architectures and code paths; too broad to treat as duplicates." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different symptoms: video-input processing in Qwen3OmniMoe versus a Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a Beit image-processor label-reduction bug; the other is a sequence-classification loss issue across models. Not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 implementation problem: one report compares HF vs JAX outputs, the other reports nonsensical outputs from the same model family and likely the same broken code path." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/position IDs, but they are different models and different logic paths; not the same concrete defect." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting and custom `compute_loss` keyword-argument handling are unrelated trainer issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both are about rope/config handling, but one is config reload persistence and the other is a type error in rope validation inputs; different defects." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` during model loading is unrelated to loading `AutoImageProcessor` from a URL." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the concrete causes differ: `AddedToken` argument duplication versus a Mistral regex patch hitting a missing backend tokenizer." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failures; one is a janus test case, the other a Phi-4 multimodal load regression." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are regressions, but one is about Qwen3.5 checkpoint saving and the other is a tokenizer token-ID regression across several models." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the gguf/AutoTokenizer issue and the sleng-bert load failure do not point to the same underlying bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image-processor torchvision requirements and Mistral regex patching are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time failures with different causes: MobileLLM key lookup versus missing Float8 storage type." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": true, + "reason": "Same underlying config-field-drop bug: both report that strict remote-code/config handling silently removes expected fields; 45375 is a specific instance of the broader 43643 failure." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "A Qwen3-MoE sliding-window issue is unrelated to loading an image processor from a URL." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Both touch package/config metadata, but one is a dependency version bump and the other is stale auto-mapping references; different fix scopes." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen-related regressions: RTDetrV2 output changes versus Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "`num_labels` propagation and strict config loading are separate config bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is a chat-template batching crash and the other is a video position-id regression; different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and a LayoutLMv3 box validation message issue are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading has nothing to do with Perceiver image-classification interpolation." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure and Windows/ROCm torch.distributed dependency problems are unrelated platform/library issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Loading Gemma3 with ZeRO-3 and trainer.evaluate after train are different failures in different layers of the stack." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templating, but one is a batching/padding crash and the other is assistant tool-call handling; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The rejected pairs are justified by clearly different titles/code paths, and the two accepted pairs are plausible same-bug duplicates based on the issue titles: SigLIP2 implementation/output mismatch, and the remote-code config field being dropped on reload. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46178" + ], + "soft_pairs": [ + "issue:43452|issue:44843", + "issue:44493|issue:46050", + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:44484|issue:44704", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:28282|issue:32090", + "issue:41720|issue:43906", + "issue:28282|issue:33357", + "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:43653|issue:44568", + "issue:45491|issue:46002", + "issue:43577|issue:43697", + "issue:43688|issue:45704", + "issue:44843|issue:44991", + "issue:43688|issue:45440", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "8919651775d99f095e9b1aed4335c7a89047ec36665218e1b3cf39fa9843343d", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37016, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers regressions, with some broad overlap around tokenizer/loading/version-5 behavior but no pair that clearly looks like the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45701 is the broadest representative of the cluster\u2019s recurring tokenization-regression theme, but it is still too generic to serve as a true duplicate anchor for most of the items here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most general issue in the set and best matches the common surface theme (version-dependent tokenization changes), though it is not a strong duplicate target for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer/from_pretrained, but one is about gguf_file handling and the other about offline model_info lookup; different failure modes and code paths." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both concern loading/serialization problems, but one is about unexpected position-id keys and the other about sinq quantization state after save/load; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Unrelated issues: tokenizer/model loading breakage versus Blip2 dtype not propagating correctly." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend/TF optional dependency issues, but they affect different backends and different checks; not the same concrete defect." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Completely different functionality: DAC latent conversion versus Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a device-dependent lm_head serialization bug and the other is a broader v5 translation-model issue; insufficient evidence of the same code-path problem." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about max_shard_size defaulting, the other about AutoProcessor not forwarding kwargs; different APIs and failures." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train versus Gemma4 device-mapping forward mismatch are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map failure versus Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different root causes (processor/tokenizer API regression vs codec/mistral-regex handling)." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/statefulness, but one is compiled forward chunked generation and the other is Qwen3.5 recurrent-state reset; different concrete paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug and MLukeTokenizer task AttributeError are unrelated tokenizer issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizers and different failure modes: task-time AttributeError versus loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch missing ImportError versus Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "The latter is only an isolated reproduction of another issue; there is no evidence it matches the Qwen3 auto-device-map cudaErrorAssert bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different platform/runtime failures: missing PyTorch ImportError versus Mac bus error on a CLIP model." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in a vision model is unrelated to the processor/tokenizer regression." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch versus post_init reinitializing output embeddings are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but BigBird mask-token registration and mdeberta-v3 add_special_tokens behavior are different bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head init/checkpointing; not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is not the same as T5 using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call in a regex patch and the other is a model-specific tokenizer load failure; different causes." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "DeepSeekV3MoE divergence and MoE auxiliary-loss normalization may be in the same broad area, but the titles indicate different concrete defects; not enough to merge." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are separate regressions." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency issue versus MacOS bus error are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models and generic tokenization changes do not describe the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both affect token-related behavior, but one is special-token registration and the other is custom token IDs being lost on save/load; different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba versus DiaConfig token ID loss on save/load are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:45357", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:43122|issue:43906", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43452|issue:44451", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43262|issue:43295", + "issue:44849|issue:45357", + "issue:43278|issue:43688", + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:43756|issue:44913", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44568|issue:45812" + ], + "prepared_review_unit_hash": "eb7ad6c5acb0d4121860a11969f4fed1629bd932bde5ccd7fc56bc782d3753ea", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: the items cover unrelated tokenizer, config, model-loading, training, and device-mapping regressions. None of the soft pairs look like the same concrete bug/change, so I did not merge any of them.", + "confidence": 0.39, + "canonical_issue_reason": "No single true canonical issue stands out across the whole set; issue 45812 is the closest representative because it is a concrete, high-signal tokenizer regression with multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best overall issue candidate: it is specific, user-facing, and has broader impact than the other tokenizer-related candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is about missing config fields from AutoConfig and the other about removing is_torch_fx_available breaking remote-code models; different root causes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "One is a video-input regression across Qwen VL variants, the other is num_labels propagation in Qwen3.5; unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping on A800 and chunked generation with compiled forward are different code paths and symptoms." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only an isolated reproduction reference; without matching details to 43122, there is not enough evidence they are the same underlying tokenizer bug." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype mismatch and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "One is a model dtype loading issue, the other an attention correctness issue on MPS." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and num_input_tokens_seen not updating are different trainer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure in Beit and unpacking packed BitNet weights during accelerate loading are different load-time issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained preset loading and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy field loading bug and OmDet-Turbo image-size mismatch are different processor/model issues." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but one is tied-weight serialization varying by device and the other is quantized-model reload breakage." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast failure and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error on load and AutoImageProcessor-from-URL failure are different loading paths and errors." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch with auto device mapping and quantized save/load breakage are distinct problems." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is unrelated to the ScandiBERT load failure." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight handling in BitNet accelerate loading and DiaConfig token-id loss on save/load are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to DiaConfig custom token IDs being lost." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-to-tokenizer regression are separate processor issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and incorrect visual encoder keys on save_pretrained are different regressions." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype changing in eval and auxiliary-loss normalization are unrelated model-training issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute regressions, but one is pad_token_id on Llama4 and the other pad_token_idx on StableLm; no evidence they share a single fix." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads upon checkout/init." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE layer-count behavior and GPTNeoX rotary_pct reload default are different rotary-related issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are unrelated trainer bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior and MacOS bus error in CLIP loading are different failures." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "One is missing BOS/EOS insertion for mdeberta-v3-base, the other is wrong token IDs for Granite models; same broad area, but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987", + "issue:46050" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:43334|issue:43572", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43756|issue:45083", + "issue:45803|issue:45987", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:43873|issue:46050" + ], + "prepared_review_unit_hash": "3e2167382281f6c68c6305a1f912e546d2b04d7fa3624849fe27f9091bf22174", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous mix of model-specific regressions and doc/test issues; only the Qwen multimodal composite-config loading pair looks like a true duplicate.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45759 best captures the only clear overlap: Qwen multimodal/composite-config loading via AutoModelForCausalLM.from_config.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the broadest version-regression report and the most useful triage anchor, even though the cluster overall is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: Phi-4 multimodal loading failure vs an unreleased PEFT version bump." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example problem and the other is an implementation discrepancy." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and different failures: video-input processing vs flash-attention generation behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a token-id defaulting bug and the other is a multi-GPU OOM." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading, but the specific failure modes and code paths are not shown to be the same." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy vs a ZeRO-3 gradient anomaly; no shared underlying bug is evident." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute regressions after v5, but they hit different models and different missing fields." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO-3 gradient increase report." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is weight conversion with accelerate/deepspeed and the other is a model-loading regression." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Completely different models and code paths." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Different APIs and failures: tensor conversion exception handling vs cache length return type." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": true, + "reason": "Same composite Qwen multimodal loading path; a fix to unwrap or handle text_config correctly could plausibly address both." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example errors are not the same bug as the Qwen processor/tokenizer regression." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but OOM during inference and device-mismatch in forward are different concrete problems." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but custom model init and device-dependent serialization are distinct code paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a specific class is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Bus error on Mac CLIP vs Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading and CPU-offload device mismatch are different bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/config failures with no clear shared root cause." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Storage lookup error vs Python 3.13 import-utils KeyError are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field after v5 and init_empty_weights argument handling are separate regressions." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked-generation inconsistency and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real runtime device mismatch is not the same as a stale CI test failure." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: BEiT preset loading vs tokenizer special-token registration." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM with tensor parallelism is unrelated to a dependency version bump." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT requirement bump." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output quality issue vs unexpected key/position-id issue are different bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but different endpoints and failure modes make them distinct." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offload behavior and save/load corruption after sinq are not the same concrete problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The chosen anchor issues and the single accepted soft edge (issue:43334 \u2194 issue:45759) are plausibly related by the shared Qwen multimodal/composite-config loading path, while the other pairwise rejections avoid overclaiming. The overall characterization as a heterogeneous cluster with only one clear overlap is supported by the titles and available metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:45406|issue:46121", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44315|issue:44849", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:43295|issue:43450", + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:45200|issue:45325", + "issue:45520|issue:46178", + "issue:43295|issue:43873", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "b1b38d7a5633dfb192b85f00825de34eda555e50a661d4cc307ad8dde8b6a5a8", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36489, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: the soft pairs mostly share a subsystem keyword, model family, or generic error shape, but they describe different code paths and different bugs. I would reject every soft edge.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across tokenizer, generation, multimodal, flash-attn, loading, and training subsystems, so there is no single representative duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here looks broadly canonical for the cluster; the apparent matches are superficial and do not collapse to one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failure vs MLflow reporting on failed training jobs; unrelated bugs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Missing processor _tokenizer attribute vs rope-validation TypeError; different subsystems and failure modes." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs quantized model save/load breakage; not the same code path." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning for local paths vs CUDA OOM on GPT-oss-20b; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero multimodal assistant masks and the other is a tokenization crash on tool-call messages; distinct bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training vs model loading import failure; different problem classes." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token vs trainer token count tracking; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs NoneType in GPU broadcast; no shared underlying defect." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue vs flex_attention import version check; different layers of the stack." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compile error vs flash_attn backend KeyError; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video input processing error vs Gemma4 mm_token_type_ids defaulting; different models and bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero probabilities; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs output_hidden_states regression; both generation-related but not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting vs Gemma4 PLE device mismatch; same family but different failure modes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash_attention_utils symbol vs meta-device model loading breakage; different import/load paths." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger kernel not applied in model_init vs Qwen3.5 hidden-state bug; no shared underlying issue." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression with images vs OmDet-Turbo processor size mismatch; both processor-related but distinct." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue vs Kimi-K2.5 tokenizer regression; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs video processor batch shape bug; different components and symptoms." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs loading physical-intelligence/fast on transformers>=5.1.0; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx config vs meta-device loading failures; different bugs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention utility import error vs missing Qwen2.5-VL class export; both import-related but not the same symbol or root cause." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 default mm_token_type_ids vs Qwen2.5-VL rope scaling for still images; unrelated model-specific behavior." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn backend mapping KeyError vs tensorflow_text backend mapping error; different backends and causes." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantization offloading not working; unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure vs RT-DETR memory not released; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:46170" + ], + "soft_pairs": [ + "issue:44466|issue:45127", + "issue:43550|issue:43844", + "issue:44792|issue:45563", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43975|issue:45520", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:44514|issue:44521", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:45290|issue:45381", + "issue:45127|issue:45245" + ], + "prepared_review_unit_hash": "f86b1da8801abe070f6155e6078ee6b3cb2ed3cd62ea06ee3e527c766a0c0c9c", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36881, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false positives: they share broad themes or model families in a few cases, but not the same concrete bug or fix path. No duplicate cluster is evident.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are heterogeneous and the proposed soft pairs do not share the same underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not actually a duplicate set; any choice would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights/vocab changes, but one is serialization depending on device and the other is LoRA merge collapse; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA failure vs. DeepSpeed ZeRO-3 gradient blow-up." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing janus test and a stale paged-generate warning are unrelated symptoms with different targets." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same missing-attribute symptom, but for different config classes/models; no evidence of one shared fix." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL symbol is unrelated to DeepSeek detokenization in v5." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8/Qwen3-MoE failure and a missing Qwen2.5-VL import are different issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Metric gathering drops tuple labels; BEiT fast processor reduces labels incorrectly. Different components and bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape handling and TP/OOM when loading a large model are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing slash warning vs. SigLIP2 implementation discrepancy; no shared code-path defect." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Dtype change during evaluate and MoE training memory inefficiency are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space detokenization and embedding reinitialization after resize are different layers and behaviors." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug and Python 3.13 flash_attn import key error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure do not share a fix." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; too different to duplicate." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2 tokenizer loading and Wav2Vec2 save/tokenization failures are different tokenizer issues." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input and the other yields zero assistant masks; not clearly the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import failure is unrelated to Windows AMD ROCm torch.distributed dependency issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability output and RT-DETR memory release behavior are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in a feature extractor and Whisper empty-transcription failure are different audio bugs." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different API removals and different pages; not the same change." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and video processor batch shape handling are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch and a GraniteSpeech CI test issue do not match." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Image size mismatch in OmDet-Turbo processor and LwDETR AMP/CUDA crash are different detector issues." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are separate audio-model bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Specific missing flash-attention symbol import and a broad Torch 2.10 incompatibility report are not the same concrete defect." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe length-helper behavior are different problems." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in one detector loss and missing auxiliary losses in another model are not duplicates." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call assistant-message crash and wrong vision_position_ids in Qwen2.5-VL are different multimodal issues." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-weights collapse and a 2^24 category limit runtime error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:29942|issue:32090", + "issue:45200|issue:45588", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:43278|issue:43825", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:44360|issue:44561", + "issue:43335|issue:45072", + "issue:43335|issue:44112", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:38175|issue:44493", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44448|issue:44977", + "issue:44857|issue:45072", + "issue:40444|issue:43526", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43723|issue:44554", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "87138ebebc4e05dc3ee3da3be67e2618a6c94b147916bbc1d5f2361de6b4a6c6", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38250, + "estimated_input_tokens": 9563, + "estimated_eval_tokens": 19382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad subsystem keywords. The only clear duplicate is the Qwen3.5 MoE from_pretrained error pair (45310/45478); all other soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the older report of the exact same Qwen3.5 MoE from_pretrained failure that reappears as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in this set since it has a direct duplicate (issue:45478) and the title matches the concrete bug exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are model-generation behavior bugs, but they describe different code paths and models: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Failing Flash Attention 2 tests and a Trainer _gpu_broadcast_one NoneType error are unrelated failures." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and flash_attention.py crashing on s_aux=None are different bugs in different components." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related regressions, but one is a flash-attention helper import and the other is HybridCache export removal; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are separate issues." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a pipeline() error message regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile/SDPA model failure and a stale CI device-override test do not look like the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch and unexpected position-id keys are different correctness problems." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and BEiT legacy-field load failure are different model-specific issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash attention / MoE models, but one crashes on s_aux=None and the other is a CPU-offload incompatibility in a rotary embedding path." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast NoneType are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same concrete failure: transformers>=5.4.0 Qwen3.5 MoE from_pretrained error; 45478 is a duplicate report." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe helper output-length behavior are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation errors and BeitImageProcessorFast reduce_labels bug are not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation-example failures and unexpected position-id keys are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech stale device-override CI failure are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and DeepSeek tokenizer regression are both tokenization/generation-adjacent, but they are distinct model-specific problems." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code models are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug and dtype mismatch in bfloat16 inference are different failures." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug and GraniteSpeech stale CI device override are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different symptoms and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash model-loading failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys across many models are not the same bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and post_init reinitializing output embeddings are different model-loading/initialization issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are different model issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch in inference are different problems." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image IterableDataset failure and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token and Trainer NoneType broadcast error are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and qwen3_omni_moe feature-length behavior are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading regression in v5 and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe helper behavior are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45310/45478 have the same title and are plausibly a duplicate pair, with 45310 correctly chosen as the older canonical issue. The soft-edge verdicts are conservative and generally rely only on title-level evidence, without overstating similarity. No mergeability issues apply here since this is an issue cluster, not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:43927|issue:45698", + "issue:44462|issue:44561", + "issue:37428|issue:44987", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:42490|issue:43575", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:44857|issue:45588", + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:45459|issue:45712", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:25251|issue:32090", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44186|issue:45198" + ], + "prepared_review_unit_hash": "af1c5d55b39c8765d27b05f1c804108c247f1a8c4d16ca9666e6dff9a155f940", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the items span unrelated models, tokenizers, export paths, attention kernels, and runtime errors. None of the soft pairs look like the same underlying bug or change, so no canonical issue/PR emerges.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Both are runtime failures, but one is Trainer/_gpu_broadcast_one NoneType handling and the other is a MacOS bus error with a community CLIP model; different code paths and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token embedding reinitialization during post_init; different subsystems and failure modes." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is removal of is_torch_fx_available breaking trust_remote_code models, the other is a DeepSeek tokenizer regression; no shared concrete bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and a multi-GPU CUDA OOM for Gemma4 are both memory-related but arise from different scenarios and likely different fixes." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is DiaConfig custom token IDs causing generation IndexError and the other is loading the wrong custom module after save_pretrained; distinct bugs." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer-loading bug, while is_torch_fx_available removal breaks remote-code imports; not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash-support import failure and a transformers>=5.1.0 model-loading regression for physical-intelligence/fast are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different model-specific inference failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression is unrelated to a stale warning in paged generate() for num_return_sequences." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mdeberta-v3 tokenizer not adding BOS/EOS is a tokenizer special-tokens regression, while Gemma3 NaN embeddings with mixed-length batching is an attention/masking numerical issue." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drifting to FP32 in evaluate and undefined variables in multimodal token counting are different problems in different paths." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert model issue and a torch.jit.script GeneratorExp export failure on ViT are unrelated model/export problems." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path trailing-slash import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common and flash_attention.py crashing on s_aux=None are separate dependency/runtime issues." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n ExecuTorch export issues (training guard, erfinv) are unrelated to flash_attention.py handling sink-less models." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save_pretrained/tokenization failure and FuyuBatchFeature.convert_to_tensors swallowing errors are different tokenizer/feature-extraction bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash is unrelated to flash_attention.py's s_aux=None AttributeError." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python 3.9/3.10 compatibility and DeepseekV3MoE divergence from remote implementation are unrelated issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading breaks on a missing ReasoningEffort import, while serve crashes because Gemma4Processor lacks _tokenizer; similar model, different failure." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking and leftover dummy classes in dummy_pt_objects.py address different layers and cannot be merged as one fix." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py sink-less-model crash and Gemma4 PLE device mismatch during forward are separate runtime bugs in different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift and gradient checkpointing being disallowed in eval mode are unrelated training/eval behavior bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4 vs v5 output differences and inconsistent lm_head.weight serialization depend on different model behaviors and fixes." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and qwen3_5 recurrent state reset with cache are unrelated tokenizer vs model-state issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime limit and a stale generate() warning are not the same problem." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer broadcast NoneType errors affect different APIs and outputs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and v5.3.0 video-input regression for multiple VLMs are different preprocessing bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy nn.Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs via AutoModel/pipeline are unrelated model-specific problems." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Missing ReasoningEffort import in Gemma4 processor loading and tokenizer protobuf error masking are separate dependency and exception-handling bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/batched padding crash and Wav2Vec2 save/tokenization failure are different tokenizer implementations and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44610", + "issue:44625", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:44871|issue:44977", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:33357|issue:39692", + "issue:29942|issue:30064", + "issue:43066|issue:44462", + "issue:29127|issue:34567", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43257|issue:43278", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:44610|issue:45412", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:44625|issue:45584" + ], + "prepared_review_unit_hash": "bf11c1feed5cd1e83475d309b6423032611b196b6ed4b3dc0424cd6be9674a9b", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous and does not look like a true duplicate set. Most items are unrelated across tokenizer loading, model architecture, quantization/offloading, export, training, and documentation bugs, so the soft edges should be rejected.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43873 is the broadest and most user-facing item in the set, centered on quantization/offloading behavior, so it is the closest thing to an anchor; however, the cluster is too mixed to treat it as a real duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global representative only by breadth, not because it is actually duplicate-linked to the others; most items are separate bugs in different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: a dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not being released." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: eos_token_id mismatch vs flash-attention generation breakage." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different code paths: base_model_prefix loading regression vs rope-parameter JSON list type error." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers/models and distinct failures: MLuke AttributeError vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is FineGrainedFP8 loading and the other is quantized model saving; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Unrelated issues: trainer NoneType broadcast error vs deepspeed Adafactor OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning on trailing slash paths is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc example errors are different problems, even if both are model-specific." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map preprocessing are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both touch tokenizer loading, but one is decoder type selection and the other is tokenizer.json being ignored." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different models and symptoms: nonsensical SigLIP2 outputs vs RT-DETR memory leak." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different subsystems: torch.export compatibility vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-architecture bugs, but they concern different models and different root causes." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Different issues: Qwen3 MOE weight conversion vs embedding dtype drift in eval." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates and Gemma3 NaN embeddings are separate runtime bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2_5_VL import is not the same as a generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and behaviors: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to a CLIP bus error on MacOS." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are different regressions." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are distinct preprocessing failures." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure involve different components." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Image processor label reduction and LayoutLMv2Tokenizer crashing on NER inputs are separate bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:43334|issue:43531", + "issue:44442|issue:45072", + "issue:44977|issue:45245", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:44464|issue:45491", + "issue:42490|issue:43381", + "issue:43575|issue:43701", + "issue:43262|issue:44206", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:43761|issue:44079", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:44479|issue:45290", + "issue:43232|issue:43388", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:43761|issue:44188", + "issue:43381|issue:43873", + "issue:44442|issue:45803" + ], + "prepared_review_unit_hash": "6ce309191023d43b055e78f670ed4c89e16de2235a3b34bd5452132906734e33", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36489, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft pairs are broad thematic similarities, not the same underlying bug or change. I would treat the set as a loose memory/quantization-heavy grouping, with no duplicate-merge candidates among the listed pairs.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #43873 is the best representative anchor in this set: it is broad, actively discussed, and has inbound references, so it most plausibly serves as the cluster\u2019s canonical issue despite the surrounding heterogeneity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 is the strongest global issue choice here because it has the broadest problem statement and the most cross-link activity among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems and failure modes: LayoutLMv3 error messaging vs token embedding reinitialization in post_init." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen models, but one is a missing pad_token_id config attribute and the other is a sliding_window issue in Qwen3-MoE; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated components: tokenizer loading failure vs dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different problem classes: flash-attention generation bug vs category-count limit runtime error." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading failures, but one is FineGrainedFP8Config behavior and the other is a weight-shape mismatch for a different model." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different image-processing/training failures: label reduction bug vs AMP/CUDA crash." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different runtime paths: compiled forward chunked generation inconsistency vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode behavior are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on tensor-parallel model loading vs resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both audio/processor adjacent, but one is a default sampling-rate bug and the other is an unsupported argument passed by a feature extractor." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes differ: tensor-parallel loading vs increased reserved memory under int4 quantization." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in cache handling is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General v5 custom model init breakage and a specific model's post_init allowance are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken constructor failure is unrelated to list_repo_files missing revision forwarding." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a model-specific regression and the other is an integration crash on sink-less models with s_aux=None." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Possible loose relation through outputs, but one is CLIPVisionModel hidden_states regression and the other is a generic ModelOutput key assignment bug; not the same issue." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and single-label classification zero-loss behavior are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence from remote implementation are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen variants is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync behavior and metric gathering label truncation are different code paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image classification failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed/Adafactor OOM is unrelated to TrainerState token counting." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in deepspeed/Adafactor and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but they affect different model families and different missing behavior." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and recurrent-state caching bug are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading and a bare-except bug in Fuyu tensor conversion are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43701", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46170", + "issue:46178" + ], + "soft_pairs": [ + "issue:34689|issue:43611", + "issue:44987|issue:46178", + "issue:43720|issue:44442", + "issue:44077|issue:44479", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:42907|issue:45698", + "issue:34689|issue:36010", + "issue:43316|issue:45759", + "issue:33290|issue:36331", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:25251|issue:28282", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:43295|issue:43825", + "issue:43316|issue:44877", + "issue:43316|issue:43716", + "issue:43550|issue:43701", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "520b2aec2609d5549f6793073e74b7dc971bf35dd59a45cb2edfea8fe4d23012", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35415, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired issues share only loose topical similarity (loading, config, multimodal, pipeline, etc.) but not the same concrete bug. I would reject all soft edges as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43749 is the most broadly impactful and heavily discussed report in the set, with multiple inbound references and a clear regression description, so it is the best representative issue for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest standalone issue here because it is open, well-documented, and appears to have the widest external impact compared with the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they involve different model families and different failure modes/causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "One is a model load regression; the other is a backend-mapping error for tensorflow_text. No shared underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate-loading bitnet weights vs tokenizer loading for FastSpeech2Conformer are unrelated code paths." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen video-input regression are separate issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen models, but one is a weight-shape load mismatch and the other is a save_pretrained checkpoint regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline docs referencing removed APIs are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different bugs." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A model-loading regression is not the same as an import error for GenerationMixin." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern multimodal config APIs, but they affect different config behaviors and code paths." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and CustomTrainer signature mismatch are unrelated training failures." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and eos_token_id config mismatch do not describe the same defect." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are distinct load-time problems." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Config fields missing with trust_remote_code and rotary_pct resetting on reload are different serialization issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in an example script and model-type recognition in config.json are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing failure and DeepSpeed ZeRO3 deque error are completely different failures." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting and missing PyTorch dependency are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different Qwen processor/video bugs with different triggers and symptoms; not the same code-path bug." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d implementation issue and a CUDA OOM report are not duplicates." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and a janus test failure concern different models and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer regression and a pipeline error-message docs issue are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and granite_speech config loading failure are separate config issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "A text-config API discrepancy is unrelated to a dtype mismatch between image preprocessor and model." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch do not share a concrete root cause." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing KeyboardInterrupt and Windows ROCm torch.distributed import problems are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Missing weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different issues." + }, + { + "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." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698", + "issue:46050", + "issue:46178" + ], + "soft_pairs": [ + "issue:43606|issue:43701", + "issue:44077|issue:44534", + "issue:44871|issue:45584", + "issue:43673|issue:44743", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:41950|issue:43475", + "issue:43295|issue:44871", + "issue:43388|issue:43688", + "issue:43761|issue:44479", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:32090|issue:35141", + "issue:44617|issue:45584", + "issue:44734|issue:45406", + "issue:45563|issue:45584", + "issue:43761|issue:44242", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:43931|issue:44060", + "issue:43906|issue:45290", + "issue:44479|issue:44734", + "issue:44464|issue:45563", + "issue:44190|issue:44964", + "issue:44534|issue:44913" + ], + "prepared_review_unit_hash": "550411b878de3bd02b45c93ca7c14149934d35f9397f8156aa9c08a57ea57ecf", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35898, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like the same underlying bug/change. The set is a heterogeneous mix of loading/serialization regressions, multimodal processor issues, generation/cache bugs, and unrelated training/runtime failures.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best single representative because it is a clear, active save/load custom-module regression, but the cluster is too mixed to justify a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init removal for patchtsmixer is a different problem from non-persistent buffers being filled with junk." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache, but one is chunked_prefill GenerationMixin cache loss while the other is recurrent-state reset in Qwen3.5; different code paths and symptoms." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running 3d_parallel.py failing is unrelated to Qwen2-57B-A14B-Instruct OOM on tensor-parallel loading." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during large-model loading is not the same as a key error loading MobileLLM." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline using the wrong processor type is unrelated to Sam3VisionEncoderOutput missing an attribute." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom model init regression is not the same as Gemma eos_token_id mismatch." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states=None regression is unrelated to Qwen VL video-input regression." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file load-path breakage is different from missing model_type in config.json." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Token-id configuration mismatch is unrelated to save/load breakage for sinq-quantized models." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is not the same as rotary_pct resetting on reload." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to an unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field pretrained load failure and wrong custom-module selection after save_pretrained are different serialization bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer gpu_broadcast NoneType error is unrelated to output embeddings being reinitialized in post_init." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM is unrelated to Whisper empty-transcription crash." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is unrelated to the Whisper empty-transcription failure." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to load-balancing loss suppression when output_router_logits=False." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is not the same as Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading/config issues." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another issue is not evidence of the same assistant-message/tool-call crash." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen VL video-input regression is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation output inconsistency is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an image-classification script is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to rotary_pct not persisting on reload." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:41628", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43827", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44521", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:44521|issue:45381", + "issue:44792|issue:45600", + "issue:41720|issue:45245", + "issue:44855|issue:45588", + "issue:43065|issue:44610", + "issue:35141|issue:42490", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:45127|issue:45357", + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:44938|issue:45542", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43295|issue:45276", + "issue:43650|issue:44220", + "issue:45245|issue:45584" + ], + "prepared_review_unit_hash": "95853638655552f5a3e585b4a59828d91174f23d19a89851c0f4a8ec66f453c6", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35645, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers bug reports, import issues, config regressions, and example-script failures. The soft links mostly reflect superficial keyword overlap rather than the same underlying defect, so none of the candidate pairs should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline, but one is about stale docs after v5 removals and the other is about a model/pipeline inference quality bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but the reported failures are different code paths: assistant masks vs video vision position ids." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different subsystems and failures: Janus image-generation test breakage vs removed Sam3LiteText entries in auto-mappings." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Completely different bugs: a Qwen3 CUDA assert under device mapping vs a category-count runtime limit." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: Python 3.13 import parsing for DebertaV2 vs flash-attention crashing on s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failure modes: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding reinitialization and local-path trailing-slash import warnings are unrelated bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing image_utils import is unrelated to a Qwen3.5 chat runtime crash." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config handling, but one is about optional post_init in patchtsmixer and the other about strict config loading for granite_speech." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different code paths: SwitchTransformers layer construction vs DebertaV2 import failure on Python 3.13." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "One is a torch.compile/SDPA model bug; the other is a dataset-loading problem in an example script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version related, but one is a packaging/runtime support issue and the other is a specific import parser failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload behavior are different config/state bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge corruption with extended vocab is unrelated to incorrect visual encoder keys being saved." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and a bare-except swallowing KeyboardInterrupt are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures in different paths: Qwen3OmniMoe video processing vs serve KV-cache continuation indexing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repository/API bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale CI test in GraniteSpeech is not the same issue as broken auto_mappings references for Sam3LiteText." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config validation errors, but they affect different parameters and code paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the tensorboard-without-TensorFlow backend error." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "An example classification script returning empty predictions is unrelated to loading a local dataset." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding-resize behavior and Whisper empty-transcription handling are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:42175|issue:44279", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:44246|issue:45003", + "issue:43404|issue:45216", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44734|issue:45632", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44561|issue:45632", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:43976|issue:44987", + "issue:42490|issue:45632", + "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:44016|issue:44062", + "issue:43673|issue:44336", + "issue:43824|issue:44933", + "issue:43335|issue:45593", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584" + ], + "prepared_review_unit_hash": "3dcc6d8a5db41c8b90fbb2d019978107ac583bbe7d8ef2691eddc513ea65f053", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37277, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: all proposed soft pairs describe different bugs, models, or code paths rather than the same underlying issue. No PRs are present. If a single issue must represent the set, issue 43824 is the strongest standalone regression report, but it is not a duplicate of the others.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43824 is the most concrete and broadly impactful report here: a clear ImportError on a named public model class, with multiple inbound references and substantial discussion. It is the best representative issue among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the strongest action-oriented issue in the set: specific failure, clear symptom, and useful external impact. It stands best as a representative issue, though not as a duplicate magnet for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different problems: pipeline image-processor lookup vs notebook syntax error." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols/modules and unrelated fixes." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency/backend complaint vs vague dependency issue; no shared concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: tokenizer padding/NER crash vs serving KV-cache continuation indexing." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same subsystem (flex_attention) but different concrete failure modes and fixes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness vs unsafe sys.modules access; not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different bugs: weight tying vs save_pretrained regression." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model outputs issue vs dummy Conv2d implementation detail." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serving tensor-indexing crash is unrelated to local trust_remote_code cache path collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Config object missing fields with trust_remote_code is distinct from missing model_type unrecognized-model loading." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different models and different breakages: Phi-4 load failure vs removed Sam3LiteText config refs in CI." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "trust_remote_code breakage from removed API is unrelated to cache-path collision behavior." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model load failures for different repositories and failure causes." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure is unrelated to Phi-4 loading regression." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility issue vs model-loading failure for a specific repo." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both involve local path handling, but trailing-slash warning and leaf-directory cache collision are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family only in name; save/dequantization and FlashAttention loading are distinct bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to Sam3LiteText auto-mapping cleanup." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression vs resize_token_embeddings not propagating to decoder embeddings." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch in text classification pipeline." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model loading vs PIL backend incorrectly requiring torchvision are separate issues." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken special-argument duplication." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI terminal output are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing export for a model class vs nonexistent import from image_utils are different import bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression is different from Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments ignored is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE denoising/aux-loss behavior." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs/behavior mismatch is unrelated to unrecognized-model config loading." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug is unrelated to Whisper empty-transcription generation failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44496|issue:45759", + "issue:43299|issue:45357", + "issue:43479|issue:43525", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:38175|issue:44617", + "issue:43976|issue:45405", + "issue:44279|issue:45405", + "issue:44683|issue:45542", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:43450|issue:44279", + "issue:41950|issue:43650", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:44466|issue:45276", + "issue:42994|issue:43317" + ], + "prepared_review_unit_hash": "e10170db0d967395039c18365e4aab115847a4fb68ee7295b903a91322fb644d", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35618, + "estimated_input_tokens": 8905, + "estimated_eval_tokens": 18066 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the candidates span distinct bugs in model loading, tokenizers, configs, docs, and runtime behavior. With no PRs in the set, issue 44521 is the best anchor candidate because it is specific, reproducible, and has the strongest ongoing discussion.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44521 is the most concrete and representative bug report here: it has a precise multimodal failure mode, clear repro value, and the most inbound references/discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best global issue candidate for triage because it is actionable, narrowly scoped, and likely to attract/absorb related reports better than the broader regression/meta issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: missing `model_type` in a specific model config vs. `from_config` failing to unwrap `text_config` for composite Qwen multimodal configs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.x, but one is a model-loading failure and the other is incorrect `save_pretrained` key serialization for visual encoder weights." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Unrelated config issues: default vision/audio sub-config initialization vs. missing `pad_token_id` on `Llama4Config`." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal paths: chat template assistant masks vs. Qwen2.5-VL rope-index scaling for still-image position ids." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Distinct model behaviors: MoE load-balancing loss gating vs. Gemma 4 token-type defaults for text-only fine-tuning." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "`HybridCache` import failure is one specific symbol error; 45278 reports a broader set of import errors after a major version update." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is not the same as the broad `remote_code` breakage regression." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different problems: BLIP-2 dtype propagation on load vs. Qwen3.5 checkpoint serialization regression." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Separate tokenizer regressions affecting different model families and outputs: DeepSeek tokenization vs. Granite token IDs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: pipeline processor selection vs. Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated failures: zero probabilities in SigLIP2 vs. CUDA OOM in Sam3Video." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility breakage is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as bumping `MIN_PEFT_VERSION` to an unreleased release." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlashAttention compilation on torch 2.9 is unrelated to the TensorBoard-without-TF backend error." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example/model mismatch and the other is stale pipeline docs wording." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression is distinct from DeepSeek producing wrong token IDs." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "The placeholder issue title is unrelated to an `AttentionInterface.register` behavior change." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring repository `tokenizer.json` and crashing in `_patch_mistral_regex` are different tokenizer-loading failures." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch is a serialization bug, not the same as AutoTokenizer ignoring `tokenizer.json` on load." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and `list_repo_files` revision forwarding are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Incorrect batched video processor shapes are unrelated to a dependency issue." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "A real pipeline bug is not the same as the placeholder `ADD THE DATA` issue." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and `init_empty_weights` TypeError are different failure modes in different artifacts." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI issues, but they target different files and failures and do not look like the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent `lm_head.weight` serialization and Gemma4 embedding resize behavior are different model-state bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model save failure and dequantized model offload/load failure are related to quantization broadly but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:43065", + "issue:43262", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:45823" + ], + "soft_pairs": [ + "issue:33290|issue:45656", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:43262|issue:44521", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:45561|issue:45563" + ], + "prepared_review_unit_hash": "a21032a41e4ee82229db6aac97917c56fb28f7d62b14cf2f1154aff0d2a53c82", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34896, + "estimated_input_tokens": 8724, + "estimated_eval_tokens": 17704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. The soft-similarity pairs share broad keywords (e.g. deepspeed, apply_chat_template, tokenizer, v5) but point to different code paths, models, or bug types, so none look like safe duplicate merges.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44521 is the most active and well-described report in the set, with multiple discussion entries and inbound references; it is the best available representative only because there is no clear duplicate cluster here.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the strongest standalone issue candidate: concrete repro, current open bug, and the most external attention among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer, but one is an Adafactor OOM and the other is a double-step bug; different failure modes and likely different fixes." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated topics: a placeholder/placeholder-like issue versus an apply_chat_template crash on tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "File-saving bug in processor.save_pretrained versus a Zero3 from_pretrained loading issue for Gemma-4; different surfaces and causes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to the Chinese report about slower data filtering after upgrade." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary loss behavior when denoising is disabled." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver interpolate_pos_encoding failure are different model bugs with no shared code path." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is a missing rms_norm_eps in MLA layernorm, the other is torch.split return handling in a MoE indexer; unrelated implementation bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both concern loading, but one is AutoTokenizer in v5 and the other is ESM2 being broken; different components and symptoms." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both touch attention kernels, but Ministral-3 FlashAttention failure and compiled flex_attention failure on torch>=2.9 are distinct compatibility issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging backend omission for TensorFlow in a torch install is unrelated to Python version compatibility in 5.1.0." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention apply_chat_template, but one is audio sample-rate defaulting and the other is multimodal assistant masks; different bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions in different models, but CamemBERT MLM predictions and Deepseek tokenizer outputs do not indicate the same root cause." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline is not the same as SigLIP2 producing nonsensical model/pipeline outputs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression during chunked prefill and CLIPVision hidden_states behavior are separate API regressions." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different import/backend failures: sentence-transformers hitting nn import error versus tensorboard-only install missing TensorFlow backend." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2.5-VL class is unrelated to Python 3.9/3.10 support mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Gemma-4 loading under Zero3." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug and Sam3Video CUDA OOM are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and glm-4v-9b loading failure are separate model-loading issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch and slow import performance are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config loading, but one is a specific missing pad_token_id in Llama4Config and the other is generic missing fields with trust_remote_code; not the same bug." + }, + { + "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": "AutoImageProcessor import failure is unrelated to Python version support in 5.1.0." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are different runtime failures." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and a stale warning in paged generate() are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:43531|issue:45362", + "issue:42886|issue:46132", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:44246|issue:44871", + "issue:43673|issue:44561", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:43352|issue:45250", + "issue:44779|issue:45292", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:43901|issue:45003", + "issue:45412|issue:46123", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:45987|issue:46082", + "issue:45292|issue:45701", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:45375|issue:45759" + ], + "prepared_review_unit_hash": "c5ab0e72b7e35b0b5dedcb5f3d45a126519fe2c5fae67593e42f43260a0732e5", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct bug reports with only loose thematic overlap in a few Qwen/config-loading items. None of the soft pairs look like the same concrete bug or change closely enough to merge.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45701 is the broadest open regression report in the set, with multiple inbound references and a generic title about version-dependent tokenization changes, so it best serves as the umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best global representative because it is open, broadly scoped, and most likely to absorb related duplicate reports about tokenization regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading regressions, but one is a LoRA compatibility problem and the other is a Qwen3VL MoE load failure; too different to treat as one bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-color output in loading_report and a wrong position_ids docstring are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error and a Gemma-4 Zero3 from_pretrained failure are different code paths and symptoms." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "These are different model-specific loss computation issues, not the same underlying bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and an unrecognized-model/config loading error are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "A video-classification pipeline processor lookup bug is not the same as an audio fbank feature extraction issue." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen, but one is a sliding_window bug in Qwen3-MoE and the other is a chat crash in Qwen3.5-35B; not the same failure." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction and unsafe sys.modules access are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are separate import errors from different modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "These are different missing-symbol import failures involving unrelated APIs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI escaping and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist file race are different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma-3 eos_token_id mismatch are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing and removal of is_torch_fx_available breaking trust_remote_code are separate regressions." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A Qwen2_5_VL import error and a DeepSpeed ZeRO3 BertModel IndexError do not share the same code path." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss handling and an AMP CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a specific model saying Flash Attention 2.0 is unsupported; the other is only a generic Flash Attention 2.0 issue/request." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 token-type defaults are different model issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error and a slowdown after upgrading transformers are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A documentation mismatch and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention and MaskGenerationPipeline dropping the final partial batch are different problems." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings behavior and Whisper empty-transcription generation are different issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both concern strict config handling, but they affect different models and failure modes; not enough to merge." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache sequence-length contract and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings output propagation is not the same as a broad tokenization regression." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaults and import slowdown are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed and a ZeRO3 deque IndexError are different failures." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "A missing strict-field in Qwen3_5MoeVisionConfig and composite Qwen multimodal text_config unwrapping are related only at a high level, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44530", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46170" + ], + "soft_pairs": [ + "issue:44987|issue:45459", + "issue:43232|issue:44336", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:45137|issue:45600", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:44530|issue:46170", + "issue:43065|issue:46123", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482" + ], + "prepared_review_unit_hash": "279eacdbe34cd80074f7369c3647efb355ff0b85cb298fd0a1e5c9aa5f9d53bb", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37279, + "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 is very heterogeneous: most items are unrelated regressions, model-specific bugs, or config/loading issues. None of the soft edges look like true duplicates; they only share broad Transformer/v5 theme words. If forced to pick a representative, the broad v5 model-initialization regression is the best umbrella issue.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the closest fit for a mixed cluster of v5 regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most suitable cluster representative because it is general, version-level, and can loosely cover several of the other v5-related breakage reports, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Different failures: model loading regression vs tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Unrelated code paths: generation kwargs update after sync_gpus vs ANSI logging in loading_report." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different models and bugs: stale indexer cache in GlmMoeDsa vs Gemma 4 token-type handling." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "No shared underlying bug: video-input regression in Qwen models vs Windows/ROCm import dependency issue." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same product family but different problems: dummy Conv2d implementation vs model-type mismatch warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different components and symptoms: missing fpn_position_embeddings vs video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading issue is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder weights." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different DeepSpeed-related failures: from_pretrained on Gemma-4 vs duplicate optimizer stepping." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as the broader ESM2 breakage report." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Distinct issues: tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy change." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime bugs, but one is stale cache indexing and the other is flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Warning-only tied-embeddings issue vs actual generation failure with flash-attention; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque underflow is unrelated to stale auto_mappings references for removed Sam3LiteText configs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different generation behavior: config warning spam vs stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech has nothing to do with Windows ROCm torch.distributed import errors." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache, but they are different code paths and concrete failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Shape-mismatch loading error for Qwen3-VL is unrelated to tied-embedding warning noise." + }, + { + "left": "issue:44530", + "right": "issue:46170", + "accept": false, + "reason": "PagedAttentionCache group-type crash in Qwen3.5 is not the same as the Windows ROCm dependency issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Both touch masks/pipelines, but one is a dummy layer in SAM3 and the other is partial-batch result dropping." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Removed import from image_utils is unrelated to tokenizer protobuf error handling." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer failures: trailing replacement-character decode crash vs codec-handling regression in Kimi-K2.5." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer config mismatch and the other is missing processor files." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to post-upgrade filtering slowdown." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation internals, but the concrete bugs are different cache/state issues." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic v5 initialization regression is not the same as the ESM2-specific breakage report." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are separate configuration/API issues." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and double optimizer stepping are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade vs DeepSpeed double-step bug; no shared code-path problem." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Both are upgrade regressions, but one is slowdown and the other is Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different lifecycle stages and causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123" + ], + "soft_pairs": [ + "issue:43475|issue:45381", + "issue:45230|issue:45397", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:46077|issue:46123", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:42994|issue:43824", + "issue:44964|issue:45137", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:43673|issue:44188", + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43377|issue:44242", + "issue:42175|issue:44933" + ], + "prepared_review_unit_hash": "f450c8740cd80c49d19e8745ce0d954d46d5e1d6ccc4131fcf230e87058105a1", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it\u2019s a loose collection of unrelated Transformers issues with superficial title overlap (mostly import/load/model-name phrases). No soft edge looks like the same underlying bug or change, so all candidate links should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/video model issues, but one is a missing attribute on Sam3 output objects and the other is a qwen2.5-vl video position-id bug; different code paths and failures." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic placeholder report vs a DeepSpeed ZeRO3 gemma-4 loading bug; no shared concrete failure mode." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "AutoModel missing PyTorch dependency error vs Sentence Transformers loading hang; unrelated symptoms and likely different causes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe transformers 5.0 bug vs processor.save_pretrained missing files; different functionality and different failures." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute vs AutoConfig.from_pretrained dropping fields with trust_remote_code; unrelated object/model-config issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional attention mask bug vs MaskGenerationPipeline final-batch handling bug; different subsystems and failure semantics." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure vs nonexistent import from image_utils; both import-related, but not the same missing symbol or file." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 backend settings complaint vs old InternVL2 remote-code/meta-init incompatibility; no shared code path." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Missing Sam3 output attribute vs add-new-model-like failing in TOKENIZER_MAPPING_NAMES; different object model and registry logic." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure vs Llama4Config missing pad_token_id; saving quantization state and config attribute access are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and similar title, but the first is a missing config field dropped by strict handling while the second is a from_pretrained error in a later transformers version; not enough evidence they are the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs auto_docstring crash under future annotations; completely different mechanisms." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error and the other is a missing vision config field; not the same concrete issue." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior vs incorrect LLM output under pipeline parallelism; different runtime problems and likely different fix locations." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache/update bug vs attention kernel divergence under torch.compile; unrelated generation vs attention compilation paths." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import failure vs HybridCache import failure; both are import errors but for different classes and modules." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same title about Qwen3ForCausalLM VRAM leaks, but the second appears to be a later report; without concrete evidence of the same root cause, do not merge." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs FP8 save_pretrained on moe; one is numerical correctness, the other persistence/saving." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism incorrect output vs infinite loop on a specific image; different user-visible failures and different triggers." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained moe vs Qwen3.5 Moe from_pretrained error; one is saving, the other loading." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure vs AutoImageProcessor import failure; both imports, but different missing names and likely unrelated breakages." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2_5_VLForConditionalGeneration import failure; unrelated save vs import problems." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure vs DeepSpeed ZeRO3 deque IndexError; no shared code path." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Tensorflow missing from torch extra install vs leftover dummy classes leaking into dir(transformers); different packaging problems." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs failed janus image generation test; no evidence of the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is a Transformers 5.0 bug with Qwen3-VL-Moe and the other is a Qwen3.5 MoE from_pretrained error; too broad to merge." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache missing in v5.0.0 during chunked_prefill vs attention-kernel divergence under torch.compile; distinct generation and attention issues." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained loading preset issue vs pytest-xdist race in captured_info.txt; unrelated model loading and test harness problem." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config.json issue vs pytest-xdist file race; no shared underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs xdist captured_info.txt race; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI encoder padding-mask discrepancy vs load-balancing loss omitted when output_router_logits=False; different models and failure types." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in extras install vs stray image_utils import export; packaging/backend issue vs API surface issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:30333|issue:33290", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:44190|issue:46082", + "issue:44222|issue:44623", + "issue:30333|issue:36331", + "issue:45245|issue:46132", + "issue:30333|issue:34689", + "issue:22355|issue:28282" + ], + "prepared_review_unit_hash": "25258e982438d14adb3e20d49daebde4d5d026e77680e857dc62a42a1b65480a", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37644, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grouping of unrelated Transformers issues, with several tokenizer/v5 regression topics but no pair that looks like the same concrete bug. I would use the broad tokenizer-regression issue as the representative issue, but not as a duplicate target for the others.", + "confidence": 0.71, + "canonical_issue_reason": "issue:42898 is the broadest and most central tokenizer-regression ticket in the set, and it best represents the recurring v5 behavior-change theme across several nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best overall representative because it covers the widest shared theme in this cluster (tokenizer behavior regressions in v5), even though it is not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: vitpose model breakage vs Gemma 4 missing mm_token_type_ids defaulting." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer v5 regressions, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility failure vs a missing import/export from image_utils; unrelated failure modes." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang is not the same as output embedding reinitialization after resize." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig None-handling and Whisper timestamp decode crash affect different code paths." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default initialization is unrelated to ModelOutput key assignment semantics." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during eval is unrelated to the DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission and Qwen3.5 MoE from_pretrained failure are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they are different concrete issues: whitespace cleanup vs Granite token IDs." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring typo for position_ids." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed AdaFactor OOM are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "sentence-transformers import failure due to nn missing is not the same as a missing Qwen2_5_VL export." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to the auto_docstring future-annotations crash." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading issue in v5 is different from add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regressions, but one is a generic v5 cleanup behavior change and the other is Kimi-K2.5 codec handling/fix_mistral_regex behavior." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Deepseek tokenizer correctness regression is a different concrete bug from clean_up_tokenization_spaces behavior changes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing get_number_of_image_patches and remote-code/meta-init incompatibility are different multimodal issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT minimum version bump and leftover dummy classes are unrelated repository hygiene/dependency issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different Qwen3-family bugs." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Pegasus v4/v5 output differences are not the same bug as clean_up_tokenization_spaces behavior changes." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered position_ids buffer and optimizer step being called twice are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression is not the same as AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils and dummy classes leaking into dir(transformers) are separate import-surface bugs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained/moe handling and tokenizer_class mismatch in tokenizer_config.json do not describe the same failure." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to DeepSpeed optimizer double-stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig None defaults and non-persistent buffer junk are different initialization bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained/moe and processor save_pretrained missing files are different save-path bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow not being reported after failed training and Llama 3.2 Vision loading regression are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:35141", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44206|issue:45103", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:42831|issue:44038", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42757|issue:45278" + ], + "prepared_review_unit_hash": "1b444b0ac3dfc300b64c3e24853f3ceb4739b774cd997604e5634c41721cf05e", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are superficially similar only because they involve Transformers regressions, but they describe different code paths, models, and failure modes. I do not see any soft pair that is confidently the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue stands out because the set spans unrelated topics (imports, tokenizer loading, generation, save/load serialization, config validation, and model-specific regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the broadest user-facing regression in the set, but it is only a loose representative rather than a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different symbols from different packages and likely different breakages." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "One is a v5 type-checking regression in PretrainedConfig; the other is a LlamaConfig head_dim validation issue." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "These concern different problems: one is a feature extractor crash, the other an auto-docstring annotation bug." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch import error vs MLflow reporting on failed training jobs; no shared code path." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow status reporting and embedding resize/post_init behavior are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Qwen3.5 from_pretrained loading failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer-loading regression vs flash-attention generation failure; different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs a question about shard size; not the same underlying issue." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update logic and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in an indexer is not the same as meta-init incompatibility for remote-code checkpoints." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are distinct bugs." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request validation failure vs Gemma4Processor missing _tokenizer attribute; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered position_ids buffer and processor.save_pretrained missing files are not the same failure." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring typo does not match a RoPE implementation bug." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat-template crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and eos_token_id inconsistency are different issues." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is torch.split return handling and the other is a missing ReLU; not the same bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different symptoms: meta-init incompatibility vs incorrect visual encoder keys on save." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and SigLIP2 zero-probabilities are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load of quantized models, but the model types and reported failures differ too much to merge confidently." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they affect different models and the titles do not indicate the same root cause." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer loading failure and FastSpeech2ConformerTokenizer failure may both be tokenizer-related, but there is no evidence they share the same underlying bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm precision issue and InternVL2 meta-init incompatibility are different model bugs." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention 3 training degeneration and NaNs during checkout/init are different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy concerns and Qwen3.5 moe from_pretrained errors are not the same problem." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different API layers; no shared bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default subconfig initialization and GPTNeoX rotary_pct reloading are unrelated config bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe v5 bug are different issues." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer return-value handling and a docstring issue are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping bug and missing BOS/EOS tokens are both tokenizer-related but not the same defect." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import and a broad upgrade causing many import errors are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44829", + "issue:44945", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:42886|issue:43066", + "issue:42831|issue:45753", + "issue:43756|issue:44060", + "issue:22355|issue:28218", + "issue:44671|issue:46132", + "issue:43122|issue:44521", + "issue:43576|issue:43784", + "issue:44117|issue:44704", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:44261|issue:44373", + "issue:43784|issue:45600", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200" + ], + "prepared_review_unit_hash": "d5d59ef1a98c2a995a99726242f42507b26aa6e3e8038de2c2704af4c7c1e7a1", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35083, + "estimated_input_tokens": 8771, + "estimated_eval_tokens": 17798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive similarity mix: tokenizer regressions, generation bugs, import errors, vision/model-specific issues, quantization problems, and training/runtime issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44521 is the best representative available because it is active/open, has the most discussion/inbound references, and sits on a broadly relevant apply_chat_template/tokenizer path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest global issue candidate for triage, but only as a loose representative; the cluster is too heterogeneous for a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to quantized model saving." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg update logic is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizers, but one is cache/offline loading and the other is decoder type selection." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to a multimodal infinite-loop bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer handling and Qwen3-Next tied-weights warnings are different model bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx import and added-token spacing are unrelated tokenizer issues." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "CamemBERT MLM output regression is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization version differences and multimodal assistant-mask zeros are distinct failures." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug and AutoProcessor kwargs forwarding are different code paths." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading stall and MacOS bus error are different runtime failures." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access issue for position_ids and tokenizer_class mismatch are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwarg propagation and chat-template tool-call crash are different processor bugs." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation sync_gpus kwargs handling and Qwen3.5 recurrent-state reset are different logic errors." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized save failure and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output changes across versions and batched chat-template crash are different issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure is not the same as broad upgrade-time import errors." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failing to load a specific model are unrelated tokenizer/model-loading bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallelism output errors are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layer norm precision/config bug and a docstring issue are not duplicates." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers and stale auto_mappings references are different breakages." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning and missing fpn_position_embeddings are separate SAM3 bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping regression and multimodal assistant-mask zeros are distinct tokenizer/template bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are different issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Classification example script returning empty results and Gemma 4 token-type defaults are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:44360|issue:44485", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:43278|issue:44945", + "issue:22355|issue:29159", + "issue:43122|issue:44977", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:43992|issue:44704", + "issue:22355|issue:29127", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43116|issue:43493", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "59c5711e754ab1b3ff2dee735d7c12fb070bdab60d7fc51004964fa2e53be704", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35266, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers regressions and model-specific import/load/save bugs. The soft pairs mostly share broad themes (tokenizers, v5 regressions, Qwen/MoE) but do not look like the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43122 is the best cluster representative because it is a broad tokenizer-regression report and sits near several other tokenizer-related items, while still being concrete enough to describe the main recurring theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 best captures the recurring user-facing problem space in this set: tokenization changes/regressions around the v5 transition. It is the most central among the provided issues without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different bug areas: a missing ReLU in DSA indexer vs GLM-5 RoPE implementation. Same general model-internals theme, but not the same underlying problem." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failures: dequantized Ministral/Devstral save issue vs Phi-4 multimodal loading issue." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "One is a Qwen3-VL-Moe model/runtime bug; the other is tokenizer.save_pretrained metadata mismatch. No shared concrete code path." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug vs Sentence Transformers load hang; unrelated symptoms and subsystems." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer read error are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a generic version-to-version difference and the other is Deepseek-specific incorrect output. Too broad to treat as one bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Save/dequantization problem for Ministral/Devstral is not the same as gguf_file loading failures in AutoTokenizer/AutoModel." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example-script multi-label classification output issue are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same model family and MoE wording, but one is a Qwen3-VL-Moe behavior bug and the other is FP8 save_pretrained. Not enough to unify." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different release breakages." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 around v5.4.0, but one is checkpoint saving and the other is from_pretrained loading. Related, but not the same concrete bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different dependencies/symbols; no indication of one underlying defect." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "sentence-transformers import NameError and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "dtype mismatch in evaluation vs incorrect LLM output under pipeline parallelism are different failure modes and code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenization-related in v5, but one is a generic tokenization change and the other is a Qwen3.5 flash-attention generation issue. Not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow extra-install packaging and Python 3.14 load failure are different compatibility problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific multimodal issues: SigLIP2 implementation discrepancy vs Qwen3_5 image loop." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM and dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer behavior in v5, but one is decoder-type metadata and the other is model output/tokenization correctness. Too different to merge." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Single missing import symbol vs broad many-import-errors report; the latter is a superset-style release complaint, not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in from_pretrained and AutoProcessor kwargs forwarding are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different areas entirely: ONNX import error vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are distinct defects." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same GLM-5 umbrella, but GenerationConfig validation and RoPE implementation are separate code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support/load failure is unrelated to the flex_attention PyTorch version check bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Both involve model-specific breakage, but one is vitpose loading issues and the other is Ministral-3 flash-attention failure. Not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label output issue and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and missing get_number_of_image_patches are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43064|issue:43673", + "issue:44038|issue:45478", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:44117|issue:45588", + "issue:42673|issue:43906", + "issue:43937|issue:44977", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:42222|issue:46178", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42673|issue:43582", + "issue:42617|issue:45341", + "issue:44484|issue:45310", + "issue:42490|issue:42673" + ], + "prepared_review_unit_hash": "7c0c565f1462e8914811b04cf97b18bcfca9359edfa8a93ee2d6af059560ee44", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35782, + "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 mostly a noisy mix of unrelated Transformers bugs; the only clear thematic pocket is tokenizer-related regressions, but none of the soft pairs look like true duplicates or mergeable PR equivalents.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44779 is the best anchor for the tokenizer-regression subtheme: it is a concrete v5-vs-v4 correctness regression with a specific failing model, and it is broader than the more narrow tokenizer symptoms nearby.", + "canonical_pr_reason": null, + "best_issue_reason": "44779 is the most representative standalone issue in the cluster because it states a clear regression, has a user-visible failure mode, and could plausibly subsume nearby tokenizer reports better than the more specialized ones.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different training-path bugs: unused SGD args vs evaluate() failing after train(); no shared code path." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Unrelated areas: FSDP/PEFT optimizer-state handling vs generation cache missing during chunked prefill." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen MoE, but they describe different model/version failures and different load paths; not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained serialization of visual encoder keys is a different code path from from_pretrained loading failure." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script output bug vs pipeline() error-message/docs issue; same area, not the same underlying defect." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 Omni feature-extraction helper vs flex_attention import version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation warnings/errors, but one is invalid GenerationConfig and the other is a stale num_return_sequences warning." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Attention-related regressions, but different models, configurations, and failure mechanisms." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading regression and the other is offset_mapping correctness; not clearly the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer symptoms on different models: wrong offset_mapping vs general incorrect outputs; too broad to treat as duplicates." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline removal issue vs PyTorch version-check bug; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs flash_attention crash on sink-less models; no common code path." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForausalLM use vs isolated reproduction of a different issue; insufficient evidence of sameness." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but the concrete failures differ substantially and do not point to one fix." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Type-related v5 regressions, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; distinct failures." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processing shape bug vs AutoProcessor import crash without torchvision; different symptoms and fixes." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights vs NaNs in classification heads after checkout/init; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Both mention versioning, but one is an unreleased PEFT dependency bump and the other is a backend import version check." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug and a pytest-xdist race are not the same underlying defect." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Completely different areas: vitpose model breakage vs backend mapping error for tensorflow_text." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer lookup fallback vs Mistral regex patch crash; related domain, different bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols/modules; no shared fix implied." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model/component failures; one is missing projections, the other is from_pretrained loading error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration vs incorrect saved checkpoint serialization; not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset_mapping regression and runtime special-token post-processor update bug are different tokenizer behaviors." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in dataloader-threaded generation vs Apple Silicon TypeError in allocator warmup; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel execution failure and a testing_utils bug do not share an underlying code path." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size default question vs Qwen3.5 loading error; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash local-model import warning and Qwen3 VRAM leak are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "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:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46123", + "issue:46172" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43408|issue:43742", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:42222|issue:45542", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:42175|issue:42222", + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:43012|issue:43577", + "issue:44410|issue:45478", + "issue:43673|issue:45341", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:43931|issue:44410", + "issue:43931|issue:44038", + "issue:43673|issue:46123", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:43874|issue:44263" + ], + "prepared_review_unit_hash": "ce0970f47a3f890de64636028d93201baf8d6bb0716bb435eefcd115ebf0dc8e", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37837, + "estimated_input_tokens": 9460, + "estimated_eval_tokens": 19176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers regressions; the soft edges are generally too weak for duplicate merges, and the Qwen3.5 chat/completions pair is not strong enough to accept here. No PRs are present.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering the general post-v5 import/regression theme better than the narrower, model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative single issue for the cluster because it captures the widest user-facing upgrade regression pattern among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 backend-setting guidance and MLA q_a_layernorm rms_norm_eps precision are different defects." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning vs MobileLLM key error; same area, different bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "45278 is broad import breakage, but 44933 is a specific missing export; not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a config symbol and audio feature extraction failure are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and missing TensorFlow in a tensorboard-only install are different packaging/model issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized Olmo model loading are different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "They both mention chat/completions and Qwen3.5, but the packet does not give enough endpoint-level evidence to treat them as the same underlying bug." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is decoder-type metadata and the other is changed tokenization output." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend-install packaging issue vs broken VitPose model loading are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API warning and FineGrainedFP8 accuracy regression are not the same defect." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD arguments and double optimizer.step() under deepspeed are distinct optimizer bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time float32 warning and BLIP2 dtype propagation bug are different precision issues." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-next/Qwen3.5 loading failures; not the same code-path problem." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size default behavior has nothing to do with Qwen3.5 MoE loading." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Embedding-tie API removal and unexpected position-id keys are different regressions." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking are separate issues." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing multimodal patch helper and MLA precision/config behavior are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling and GLM-5 RoPE implementation are not the same defect." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig type-checking regression and undefined tf backend error are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model-internal math paths; no evidence of one shared bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in DSA indexer vs DeepSeek-V4 transpose issue are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 warning and SAM3 tracker model-type mismatch are different problems." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures on different models and symptoms are not mergeable as one fix." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-next missing projections are distinct loading bugs." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen model families with different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache regression and pipeline final-batch handling are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to PreTrainedConfig type checking." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tie API removal and gguf_file/from_pretrained breakage are different problems." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug and testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to a testing utility bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and a specific model-loading failure are not clearly the same defect." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "SAM3 tracker warning and Qwen3.5 tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to max_shard_size defaults." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing multimodal-token helper and GlmMoeDsaIndexer torch.split behavior are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is mostly grounded, but one soft-edge verdict is too strong for the packet: issue:44483 vs issue:45464 only clearly share the chat/completions area and Qwen3.5 context, not enough to confidently call them the same endpoint bug. The packet does not provide merge-level evidence for that duplicate claim, so the analyst is overstating the match. The rest of the false negatives look conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44938", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46132", + "issue:46172", + "issue:46178" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:44938|issue:46178", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43352|issue:44380", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:43352|issue:43976", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "389f86bb5f3cb3da4d64a62e52292e2b846e81e5679fbb282a9140faa83e2e5d", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "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 is not a coherent duplicate cluster: the items span many unrelated Transformers bugs (imports, model-specific inference/training, saving/loading, attention backends, docs, and environment issues). No soft edge looks like the same underlying bug or change, so there is no good canonical representative here.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different model-specific bugs in unrelated code paths; both mention DeepSeek-family models but one is a native-vs-remote implementation mismatch and the other is a dtype/transpose issue." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Completely different topics: a Qwen3-MoE sliding-window bug versus a small testing utility bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different failures: AutoProcessor/torchvision handling for video models versus a mistral_common import error affecting Gemma 4 loading." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules and likely unrelated fixes." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific implementation bugs: MLA layer norm epsilon handling versus GLM-5 RoPE behavior." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-stack problems; one is wrong optimizer state placement under FSDP2/PEFT, the other is Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model persistence, but one is a removed config option and the other is a quantized-model save/load regression; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: missing/removed config behavior versus a flash_attention.py crash on sink-less models." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer-related, but one is an AddedToken constructor argument clash and the other is TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model config bugs: missing attention projections in qwen3next versus a silently dropped vision config field." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing names and do not look like the same code-path failure." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen-family issues affecting different model variants and different symptoms." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is an offline/local-files-only network leak, the other is a pretrained weight-loading omission." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different loading/memory-management concerns; one is a removed API/config path, the other is quantization offloading behavior." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different areas entirely: AutoProcessor kwargs forwarding versus auto_docstring crashes with future annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Unrelated: video processor/torchvision crash versus tokenizer mapping returning None." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are loading-related, but one is a missing model class import and the other is a torchvision-dependent AutoProcessor crash." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Insufficient evidence that these are the same bug; they appear to be separate tokenizer/upgrade issues." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different environment/backend failures: Python 3.14 load failure versus an unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model-specific training/inference bugs affecting different architectures and code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Different save/load mechanics; missing embed_tokens.weight is unrelated to the default max_shard_size behavior." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different pipeline issues: incorrect translation-task messaging versus inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning from bfloat16 compilation is not the same bug as a Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but the underlying problems are unrelated and in different subsystems." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention backends, but one is explicit lack of FlashAttention 2 support and the other is GPT2 attention-scaling config being ignored." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Completely different issues: save_pretrained failure on dequantized models versus an image-triggered infinite loop in Qwen3_5." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is about dequantized model persistence and the other about serializing Pipeline objects." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and failure modes; no shared underlying bug is evident." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Different surface areas: a Whisper model cannot run versus a mask generation pipeline batch-finalization bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different problem classes: model support for FlashAttention 2 versus a Python version compatibility/load failure." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Related only by attention naming; one is a config-scaling bug, the other is register() changing callback behavior." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated: attention backend config bug versus a sequence-classification loss degeneracy." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems and symptoms; training-state corruption is not the same as attention scaling being ignored." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45593", + "issue:45698", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46172" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:36683|issue:43475", + "issue:43901|issue:44655", + "issue:45276|issue:46077", + "issue:43299|issue:45753", + "issue:42994|issue:44655", + "issue:42898|issue:43066", + "issue:36010|issue:42757", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:46077|issue:46082", + "issue:43352|issue:45593" + ], + "prepared_review_unit_hash": "2b3c03b9665932338b42bfeda36e44a93bdf3b362b00a1ae8fe160387f5dfc5e", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and model-specific bugs, with only one plausible duplicate pair around CLIP v5 output regressions.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43761 is the clearest duplicate target here: it reports the CLIP v5 forward/output regression, and issue:43618 appears to be the same missing-output bug on the same CLIP code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Among this mostly unrelated set, issue:43761 is the best representative because it is a concrete, reproducible regression with a clear duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request handling vs chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 MoE save/load, but one is save_pretrained FP8 failure and the other is a from_pretrained load error." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config vocab_size error and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "bf16 warning during compile and flex_attention compile failure are different bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning and bf16 compilation warning are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different modules; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression where requested model outputs are no longer populated." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom-module loading after save_pretrained is unrelated to the DeepSeek transpose bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression and GPT2 attention scaling ignored are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and FP8 inference support request are not the same concrete defect." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation and local_files_only still making API requests are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Request validation failure and assistant tool-call chat-template crash are different problems." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "API request acceptance and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3.5 loading regression and sorted state_dict load error are different failure modes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and GLM-5 RoPE discussion are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 vocab_size error and SAM3 missing fpn_position_embeddings are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores and pipeline save_pretrained failure are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize bug and bidirectional attention-mask bug are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3.5 model loading regression and infinite-loop-on-image bug are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but quantized model saving and pipeline object saving are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior change and wrong tokenizer decoder type are different issues." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different modules; not the same underlying bug." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init validation and GPT2 attention scaling are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attr error and PatchTSMixer post_init validation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig invalid are different model-specific bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict load error and Qwen3.5 save_pretrained checkpoint regression are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and pipeline save_pretrained serialization are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but they target different versions and different failures." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask bug and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Nemotron FlashAttention support and D-FINE auxiliary-loss behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls are conservative overall. The CLIP pair (43618/43761) is a reasonable same-regression call based on the titles, and the rest of the pairwise rejections are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44484", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132" + ], + "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:42490|issue:44075", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:43576|issue:46132" + ], + "prepared_review_unit_hash": "b8fc394db51711eda0d21e2d19937f2bd6a1b923404ef2e6a19d38605b3b697c", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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 a mixed bag of v5-era regression reports around model loading, config/schema mismatches, tokenizer/import breakages, and a few unrelated performance/test issues. The titles are thematically similar, but the concrete root causes are usually different, so the soft edges should stay split.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the best umbrella issue: it explicitly captures the broad cross-version import breakage pattern that many nearby reports resemble, without being as narrowly model-specific as most others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest triage anchor for the cluster because it summarizes the general upgrade regression pattern and is broad enough to represent the surrounding loading/import complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config attribute errors, but they affect different models and missing fields (`vocab_size` vs `pad_token_id`), so they do not look like the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is about `CLIPOutput.attentions` not being assigned; the other is a Qwen3.5 `save_pretrained` regression. Different code paths and symptoms." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "A missing config attribute for Gemma3 is unrelated to MoE load-balancing loss handling." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "These are separate model-loading failures: Flash Attention 2 support gating for NemotronH vs a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`@torch.no_grad` on cache/layer updates is a different fix from broad import failures after upgrading to v5." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve loading, but one is a missing `embed_tokens.weight` in UMT5 and the other is a Qwen3.5 MoE `from_pretrained` regression." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A sorted-state-dict loading error and a missing `deepstack_visual_indexes` config field are different failure modes." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-Python import errors and the Python 3.13 `@torch.jit.script` indentation parsing issue are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention slow import paths, but one is specifically about removing `import *` usage while the other is a general import-sometimes-slow report." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky integration test due to missing seeds is unrelated to xdist races on `captured_info.txt`." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing config attributes and wrong optimizer states on nonzero ranks are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failures and `PretrainedConfig` type-checking breakage in v5.4.0 are different regressions." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "A model-load error from sorted state dicts is unrelated to the `max_shard_size` question." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "A missing attentions assignment in CLIPOutput and an AMP/CUDA crash in LwDetrImageLoss are different subsystems and bugs." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "The DSA indexer ReLU discussion is unrelated to DeepseekV3MoE behavioral divergence." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Missing CLIP attentions and Qwen3.5 flash-attention generation failures are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ test and a Phi-4 multimodal loading failure do not share a code-path." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A missing `set_seed()` in tests is unrelated to the GraniteSpeech stale device-override failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test flakiness and broken `auto_mappings.py` references are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still causing network requests and the `AddedToken(..., special=...)` argument conflict are distinct tokenizer/loading bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and reloading old checkpoints after upgrading are related in theme but not the same concrete defect." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken `transformers env` command and changed `AttentionInterface.register` behavior are separate API/CLI regressions." + }, + { + "left": "issue:43931", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 loading, but they describe different symptoms: weight-shape mismatch vs `from_pretrained` error in v5.4+." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "These are both Qwen3.5 regressions, but one is incorrect saved checkpoint keys and the other is incorrect visual encoder keys; they are not clearly the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "A missing config field dropped by strict validation is different from the Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "The DSA indexer ReLU discussion is unrelated to a model implementation divergence." + }, + { + "left": "issue:45561", + "right": "issue:46132", + "accept": false, + "reason": "A pytest-xdist file race and altered attention registration behavior do not match." + }, + { + "left": "issue:44242", + "right": "issue:43576", + "accept": false, + "reason": "Load-balancing loss computation and the `transformers env` command are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different missing attributes/loading failures; not the same underlying issue." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bugs and OOM during TP loading of Qwen2-57B are not the same failure mode." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Importing AutoModel without PyTorch and tokenizer-loading regression are different loader paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46143", + "issue:46144", + "issue:46178" + ], + "soft_pairs": [ + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:44222|issue:44230", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:44961|issue:45468", + "issue:44355|issue:46178", + "issue:38617|issue:43576", + "issue:46143|issue:46144", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:43673|issue:44492", + "issue:36296|issue:43901", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "1abeb4feb866930594be1dcd96b3b4cddab5150c6a6b782485eacaed6e1db0ba", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 37920, + "estimated_input_tokens": 9480, + "estimated_eval_tokens": 19216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers issues with overlapping wording around v5 regressions, imports, loading, and model-specific bugs, but the soft pairs do not describe the same concrete defect.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43576 is the closest umbrella representative because it is a broad v5 breakage report with downstream references, but the overall set is too heterogeneous to treat as one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best global representative of the shared v5-regression theme, even though it should not be used as a duplicate target for the narrower import/model/test reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both involve tests, but one is flaky SAM HQ integration due to missing seeds while the other is a specific testing_utils bug; different code paths and failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One reports int4 quantization OOM from higher CUDA reserved memory, the other a checkpoint reload regression after upgrading to v5.2/v5.3; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention MoE/FP8-adjacent areas, but one is save_pretrained behavior and the other tensor-parallel loading support; distinct issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad behavior and a dummy Conv2d in Sam3PixelDecoder are unrelated implementation bugs." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules and likely unrelated export regressions." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only triggering API calls is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a post-upgrade filtering slowdown are different symptoms in different areas." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE, but one is missing tensor-parallel metadata and the other is a from_pretrained error on newer transformers; not clearly the same fix." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting after failed training and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/caching, but one is about no_grad decoration on cache updates and the other about sync_gpus/generation kwargs handling." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE tensor-parallel support and a missing config field in Qwen3_5MoeVisionConfig are different model/config bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs and documentation for forward arguments are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "A local_files_only network leak and FP8 save_pretrained behavior are not the same underlying defect." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but one is Qwen3VL MoE-specific and the other is generic checkpoint reload compatibility." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing image-patch helper in GLM46V are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied in model_init and a missing ReLU in the DSA indexer are different subsystems and bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only API leakage and an unrelated placeholder issue have no shared bug." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting and tensor-parallel training are different training-time problems." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python-file errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "One is about running compiled Python files, the other about saving Pipeline objects; distinct behaviors." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading regression are both load-related but not the same concrete issue." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and broken transformers env command are different package-level issues; no evidence they are the same root cause." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained support and the other is inference support for specific Qwen3 variants." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but one is the env command and the other is PretrainedConfig typing; too broad to merge as duplicates." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading and tensor-parallel training are separate concerns." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and Qwen2_5_VL import failure are both v5-era issues, but they affect different symbols and flows." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors from transformers, but they involve different missing classes and no shared concrete code path is shown." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder racoon and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46178", + "accept": false, + "reason": "Compiled-file errors and a BACKENDS_MAPPING tensorflow_text ValueError are different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "A missing configuration_utils export and a broken env command are not the same bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "One is kwargs propagation through RoFormer methods, the other is the attention implementation bypassing the attention interface; related area, but distinct defects." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue do not match." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a typo in cache strategies are different problems." + }, + { + "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 and BeitImageProcessorFast label reduction are separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861" + ], + "prepared_review_unit_hash": "f580c72f94649c3c341fbfe545185e43bfa6816e94400a6b0a4a14ba3e59185f", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38837, + "estimated_input_tokens": 9710, + "estimated_eval_tokens": 19676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers v5 regression reports across different models and APIs; the soft edges are mostly theme-level similarity rather than true duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it is broad, version-regression focused, and overlaps with several other v5 breakage reports without being tied to one narrow model or API.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful anchor for triage because it is concrete enough to identify the failure mode (post-upgrade import/regression breakage) while still capturing the cluster\u2019s shared v5 migration theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both are general v5 complaints, but one is a specific Qwen3.5 chat crash and the other is a broad \u201cmany models break\u201d report; different symptom and scope." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is about processor.save_pretrained missing files; the other is an unspecified bug report with no evidence of the same code path." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorFlow-backend error are unrelated failure modes." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different model families and different problems: Qwen3-VL-Moe bug versus missing tensor-parallel plan." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/loading mechanics, but one is lazy-loading correctness and the other is unsafe sys.modules access; not enough to be the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL bounding-box output issue is not the same as a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a DeepSeek weight-conversion question are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a 2D box output problem and the other is an infinite-loop case on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 breakage reports, but one is the transformers env command and the other is checkpoint reload after upgrade; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad \u201cmany models break\u201d complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* performance problems and a missing GenerationMixin cache in chunked_prefill are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 incompatibilities, but one is generic checkpoint reload failure and the other is a specific InternVL2 remote-code/meta-init incompatibility; not clearly the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A StableLmConfig pad_token issue is a specific config regression, not the same broad v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a general \u201ctoo many models break\u201d issue." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Same general v5 regression theme, but one is a concrete import/regression report and the other is a vague umbrella complaint; not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import time being slow is a performance issue; lazy loading not working is a correctness issue." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and a scheduler kwarg being ignored are unrelated test vs scheduler issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs handling and inverse_sqrt scheduler kwargs handling are different APIs and code paths." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning and Liger Kernel not applied with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL bounding-box generation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as an unspecified bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env command breakage and scheduler kwargs ignored are different features." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access and an unspecific bug report do not indicate the same issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* slowdown and cannot import HybridCache are both import-related, but one is performance and the other is a missing symbol/export issue." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A cache-strategy typo is not the same as incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing get_number_of_image_patches in Glm46V is a specific multimodal processor bug, not a broad v5 regression complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-related, but one is a bounding-box output issue and the other is a from_pretrained error for Qwen3.5 MoE; different failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init on patchtsmixer and _tied_weights_keys list handling are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-* slowdown and scheduler kwargs ignored are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around forward args and a tokenizer loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application via model_init and flash_attention_3 causing degenerate training are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and broken lazy loading are both v5 behavior complaints, but they affect different subsystems and failure modes." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and _tied_weights_keys being a list are unrelated save/load vs weight-tie internals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 49, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172" + ], + "soft_pairs": [ + "issue:45230|issue:45310", + "issue:46018|issue:46172", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "0002cfd7da7225bb6a3cff6cb05791323d8cca0e79e6f5be9a9d3e073d07a3d1", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40652, + "estimated_input_tokens": 10163, + "estimated_eval_tokens": 20582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Noisy cluster with one dominant theme: Transformers v5-era model/tokenizer loading regressions and compatibility breakages. The items are mostly distinct bugs, docs, or model-specific edge cases, so the soft pairs should not be merged as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the shared theme of many models breaking after the v5 changes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the clearest concrete loading regression in the cluster, with a specific versioned from_pretrained failure that is easier to anchor on than the broader complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; not the same failure mode." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are deepseek-v4 related, but one is about shared expert gating and the other about a dtype/transpose bug; different code-path issues." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion for forward args vs a model-loading regression; not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue vs a VRAM leak in Qwen3ForCausalLM; different changes." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward doc wording vs flash-attention import error; no shared code path." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger kernel application in model_init and remote-code/meta-init incompatibility are different model setup bugs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are separate model implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under multi-threaded dataloaders vs RoPE math bug; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support request vs a DeepSeek-V4 weight conversion question." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access bug vs Qwen3VL timestamp calculation; different behaviors." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance vs VRAM leak; not duplicates." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation vs processor.save_pretrained missing files; different processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp math and multi-thread VRAM leak are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs Gemma-4 positional encoding; different models and failures." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values bug vs Gemma-4 positional encoding issue." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm rms_norm_eps precision issue vs Gemma-4 audio positional encoding; different bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer v5 changes, but one is a broad behavior difference and the other is a specific decoder type mismatch; not enough to merge." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated placeholder issue titled 'Unemployment'." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling crash vs chat template tool-call crash; different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue vs broad Transformers-v5 breakage complaint; not a real duplicate pair." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Placeholder issue vs a testing_utils bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id missing vs tied-weight key crash; unrelated config/model issues." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing vs tied-weight key handling; different config failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading vs an ImportError for configuration_utils; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 support request vs processor.save_pretrained missing files; different topics." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job-status reporting vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading vs tensor-parallel training bug; different areas." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading slowdown vs documentation confusion." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 inference support request vs a from_pretrained loading error; not the same issue." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "General checkpoint load slowness vs tokenizer loading regression; both loading-related but different failures." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs qwen3-vl-fp8 support; separate feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "init_weights usage in Mamba vs RoFormer attention interface; different model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value bug vs DeepSeek-V4 shared expert gating; unrelated model-specific issues." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps type hint vs tokenizer regex warning after 4.57.3; different areas." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value bug vs kwargs not passed to loss calculation; not the same code path." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation vs RoFormer attention implementation; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug vs tokenizer regex warning; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value bug vs RoFormer attention interface issue; different subsystems." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug vs a typo in quantization_operation naming; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation vs config type-hint issue; different layers." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT type hint mismatch vs quantization-operation typo; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 50, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43668" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "7eda760011a00e52f5194029e60cb55f2be571c9831d452a51316005d8a1c065", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2312, + "estimated_input_tokens": 578, + "estimated_eval_tokens": 1412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are three separate model/config issues affecting different code paths; they do not look like duplicates. The Mask2Former ignore_value report is the most concrete and actionable item in the set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #42936 is the clearest standalone bug report: it names a specific model, a specific unused parameter (`ignore_value`), and an obvious fix path. The other two are different concerns in different components.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different problems: one questions whether a normalization layer is RMSNorm, the other reports an incorrect type hint on `norm_eps`. No shared bug path." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former `ignore_value` usage and ModernBERT `norm_eps` typing are unrelated issues in separate modules; they would not be fixed by one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "683f91ca1b32065c453a502ecad4db58025f348fed2a2baaa81354ee9b9173fa", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are unrelated feature requests: tokenizer truncation direction, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. They do not describe the same underlying bug or change, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the clearest and most concrete standalone request, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features in different areas: truncation strategy vs. extracting word start/end offsets from Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation behavior is unrelated to ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared code path or concrete bug: learning-rate scheduling vs. Wav2Vec2 timing offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "7af7b406f16d8e6620d408c0c6be4717354456e0810feccf7de9642a00438969", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely related by theme (model/tokenizer loading and Hugging Face behavior), but they describe different problems: tokenizer mismatch, private-model auth messaging, and a generic model-loading failure. No soft edge should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-sounding report in the set, with the strongest discussion activity and a direct user-facing model-loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue because it captures the core user impact most directly and is the most general of the three.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying problems: tokenization behavior vs. model loading failure. They are related only at a high subsystem level." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about the error message for unauthenticated private-model downloads, not the same bug as failing to load 'bert-base-uncased'." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "deccf97fac43f88b3bce2c79e66d743fc054665489cdf4486b3b3124a8cb59e3", + "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 separate community-contribution feature requests for different model/runtime capabilities: Flash Attention 2 support vs. GGUF support. They share only a broad pattern (\u201csupport for more architectures\u201d), not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 33260 is the broader, more current request and has more inbound references, so it is the better representative issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 33260 is the stronger cluster representative because it is more recent, broader in scope, and has external references indicating more interest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different concrete requests: Flash Attention 2 support vs. GGUF support. Same general theme, but not the same bug or change and not mergeable as one issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-6", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "7d977b86cf86c9ac5df485698254f767883c21c2280563def0945950980a0ecb", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8792, + "estimated_input_tokens": 2198, + "estimated_eval_tokens": 4652 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8792, + "estimated_input_tokens": 2198, + "estimated_eval_tokens": 4652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all docs-translation request issues, but they appear to be separate language-specific tickets or generic template placeholders rather than true duplicates. The similarity is largely templated wording, not the same underlying request.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 27088 is the clearest concrete example: it names a specific language and has a normal, non-placeholder title. The others are either different languages or generic template-style issues, so they are not the same issue.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the best representative of the cluster because it is specific and actionable, while the others are either unrelated language requests or placeholder-form titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request; one is Turkish and the other is a generic placeholder-style issue, so they are not the same underlying ticket." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different request and not clearly the same language or change; the title similarity is only from the shared template." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different translation request; the placeholder title does not establish the same underlying issue as the Turkish ticket." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian translation requests are distinct issues, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are separate language-specific tickets, not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder ticket; similarity comes from the template, not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "These do not identify the same language or change; likely separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Generic placeholder-style issue is not enough to treat it as the same as the Spanish translation request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is distinct from a generic template issue; no evidence of the same underlying ticket." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is not the same as another placeholder-form issue without language evidence." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "These are template-similar but not demonstrably the same translation request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look like placeholder-form issues, but there is no evidence they represent the same language request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Same template wording is not enough to conclude the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Placeholder-style titles only show shared structure, not the same concrete 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": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "76f0171434f47504d8977e1c1019d029f26a79ac8c4234950e43f6bf878eda6a", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21652, + "estimated_input_tokens": 5413, + "estimated_eval_tokens": 11082 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21652, + "estimated_input_tokens": 5413, + "estimated_eval_tokens": 11082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly broad model-request issues, but they point to different model families and sometimes different modalities (ASR, TTS, OCR, vision-language, etc.). No pair looks like the same underlying change, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43671 is the most central representative of the request-style cluster, but only as an anchor for triage; the set is too heterogeneous to treat it as a true duplicate bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the best single representative because it is a clear, discussion-active model support request and sits near the center of the soft-similarity graph, even though the related issues are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert config vs DEIMv2); same broad category only, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work and Qwen3-TTS support are unrelated model integrations." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Separate model requests for EuroBert and RF-DETR; no shared code-path bug/change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model additions, not one duplicate request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR model support and LFM2.5 Audio support are different model families and integration paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer request are unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models and different implementation targets." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision-model support is not the same change as Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and sparse-transformer support are different code changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model support requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different models, not the same fix." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work is not the same as Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse-transformer request target different model types." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT models are separate additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are different model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model integrations." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate support requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like RoPE handling are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "RoPE-related BERT-like models and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are different modalities and likely separate integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio TTS support and sparse-transformer support are not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models with different implementation work." + }, + { + "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:45322", + "accept": false, + "reason": "ASR support and EUPE vision-language encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and sparse-transformer support do not share the same code path." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer work and EUPE support are separate changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different models and different tasks." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language oriented, but they are still distinct model requests and not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "953bfe76bf03bf54c147a838f37222fb423514f42dcf0fa2b482c4436ed9a47d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is about block decoding, the other about DeepSeek v3.2 model support. They do not describe the same underlying bug or change, so this cluster should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue 43037 is the more specific and self-contained request, so it is the better representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different problem areas and intents: block decoding vs. model support. No evidence they refer to the same bug or code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "6db3dbb8242898c73acf46fc1ba9cecceb00a7472f428a24be4c8faa8c82eca1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are thematically adjacent because both concern custom trainers and Trainer behavior, but they describe different bugs: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43598` is the better representative of the cluster theme because it directly targets Trainer customizability and the `remove_unused_column` behavior, which is the broader API concern tying the cluster together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Reject: the issues point to different underlying behaviors. `43598` concerns whether Trainer should let custom trainers control `remove_unused_column`; `43600` concerns FLOPS accounting/estimation for custom trainers. Same subsystem, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "53884ef994484163cfedf887ff1a69d24f08709e7956c8b8f39d092fe0da5dff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are related to Qwen model support, but they target different model families and different AutoModel heads: Qwen3-Omni registration vs. Qwen3.5 sequence classification. They do not appear to be duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43684 is the broader and more central request, focused on adding Qwen3-Omni registration to core auto-model classes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best representative issue because it captures the broader auto-class registration gap rather than a single task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 AutoModelForSequenceClassification support. Same ecosystem, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "97b0dbdaedcf6e4545c23c74acdac62f1a66c197d76e2c7ca59d511ad2872b65", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "43835 looks separate. 43845, 43846, and 43859 are likely related based on the identical title, but only 43845\u219443846 is strong enough to call a duplicate with confidence; 43859 is a weaker match because its body length differs and it appears later.", + "confidence": 0.76, + "canonical_issue_reason": "43845 is the earliest issue in the likely duplicate \"huggingface\" set and is the best representative of that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best overall issue candidate because it is the earliest clear member of the likely duplicate group and has the strongest evidence of matching the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no supporting evidence that it is the same report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no supporting evidence that it is the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no supporting evidence that it is the same report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Identical titles, nearly identical timestamps, and matching body length make these look like the same report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the later timestamp and different body length make the duplicate link less certain without body text." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the later timestamp and different body length are not enough to confidently treat them as the same report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster call is partly grounded (43845/43846/43859 all share the same title), but the explanation overstates the evidence. The packet does not show body text, so claims like \"same sparse placeholder content\" and \"placeholder Hugging Face report\" are not supported. Also, 43859 is much later and has a different body length, so saying there are \"no signs\" it differs is too strong. The 43835 separation is reasonable, but the duplicate judgments should be stated more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "31739a27fac7ff8fafc47a0a3b32e19e779226cfda3aac666ce92dc4b39d12dd", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal noise: three items are explicit spam placeholders, one is a generic documentation suggestion, and one is a vague quoted-name title. They do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44418 is the only item with a concrete, non-spam title, so it is the least-bad representative for triage; the rest are generic spam-like placeholders or unrelated vagueness.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the most semantically meaningful issue in the set and the best anchor if a single representative must be chosen, though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' placeholders with no body detail, but that is insufficient to prove the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam placeholder pattern, but there is no evidence of a shared bug, feature, or code path." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a documentation suggestion; these are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are unrelated and lack any shared technical problem statement." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request does not match a generic spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No shared subject matter beyond being low-content issues; not the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete evidence they refer to the same bug or request." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a vague branded title are not enough to infer a duplicate relationship." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles are too different and too vague to indicate one concrete shared 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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "acbcc5a092a7a08d306bbcfd98248225789d55945d564752e7ffd48695046111", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair is strongly similar at the title level and in body size, but the packet only provides soft-similarity evidence. There is not enough to call them definite duplicates; they look related / possibly duplicate reports of the same theme.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the slightly better representative because it has one inbound reference, but this is only a weak preference, not evidence that it is definitively the canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and similar body length suggest related reports, but there is no explicit duplication, shared target, or content overlap shown. Soft similarity alone is insufficient to conclude they are the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the evidence shown. The packet only gives a soft-similarity signal, matching titles, and similar body lengths; it does not show explicit duplication, shared targets, or body content. A more conservative assessment would be that these issues are likely related / possibly duplicates, not definitively the same report." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "2df1c0cfe5cecea6e275345234fb83631e1bcd423a666f9b46ba3b613e24674f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two distinct 4-bit inference bugs, not duplicates: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-module handling bug that removes the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue #45674 is the broader and more generally actionable report, but it still describes a different failure mode from #45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different code paths and symptoms: Gemma4 audio uint8/torch.finfo TypeError vs. BitsAndBytesConfig lm_head exclusion AssertionError. They share only the broad 4-bit inference context." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "1b03dd1042037761a69301a8c567b069c1b1fc8b54ce539b060df2acf2cd651e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated nominal-name entries with different people and dates; there is no evidence they describe the same bug, request, or workflow.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles only contain different personal names and birth dates; with no body, links, or shared technical context, they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "59f04c7c74e72ea031fce02741b24c0a1181fef531105fc74ad15dad7a28afb9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two empty, name-and-date-only issues with no technical content or shared target; they do not appear to describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue contains a problem description, reproduction, or actionable target, so there is no meaningful canonical technical issue to choose.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a better canonical candidate than the other; both are equally non-technical and empty.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are just different personal names with different dates and there is no body or shared technical context, so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "5b7d6c05bfd3ce525361df58abb0ce4a42087b397fb0b79ec7d92ba9c8d3aaec", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two clear duplicate issue pairs stand out: 45870/45871 and 45872/45873. The financial dataset issue 45869 is only thematically related to the others and should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45870 is the better canonical representative for the 'Example: Financial time series prediction with DataForge' duplicate pair: it was opened earlier and has more discussion activity, while 45871 is identical in title/body.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the strongest global issue representative among these items because it is a clear duplicate target for 45871, is slightly more established (earlier and discussed), and is cleaner than the broader dataset-sample request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related finance/DataForge topic, but one is a dataset offer and the other is an example request; different underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: topical similarity only, not the same concrete request or bug." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching body length indicate the same issue duplicated verbatim." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and financial time series, but one is an example request and the other adds a scraping service; different change/request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Close topic match only; the scraping-service component makes this a different request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different feature/request despite shared DataForge/finance context." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different feature/request despite shared DataForge/finance context." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and body length; these look like the same duplicate issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The duplicate calls are conservative enough: 45870/45871 and 45872/45873 have identical titles, matching body lengths, and strong textual similarity, while 45869 is only thematically related. The representative choice for 45870 over 45871 is also supported by earlier creation and slightly more discussion activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46067" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46067", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "1f9840280d06e94123677c71d993cbc70eeeedf2a549aafb2180199859e39b1a", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: model additions, refactors, test updates, and unrelated bugfixes. The only true duplicate-like pair is the two fixed_cross_entropy kwargs PRs (43251 and 43254), which patch the same loss code path for the same issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest canonical duplicate candidate because it explicitly targets issue 43240 and implements the same fixed_cross_entropy kwargs fix as 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative PR in this cluster because it is tied to a concrete issue and matches the only clear duplicate change; the rest of the items are unrelated to each other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model addition and an Executorch dynamic-shape test are unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions for MistralCommon do not match a new MobileLLM model implementation." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fill-in and an Executorch export test are different code paths and problems." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and adding MobileLLM are different changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Cross-entropy kwargs handling is unrelated to conversion loading/base_model_prefix fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs support and a new model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "fixed_cross_entropy kwargs and Mistral4 test fixes do not target the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "Executorch dynamic-shape export tests and conversion loading fixes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export coverage and Mistral4 test fixes are different issues." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export tests and MobileLLM implementation are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and fixing cls.config resolution are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model code and Falcon output-interface refactoring are different changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "MobileLLM addition and base_model_prefix conversion fixes are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output refactoring and Mistral4 test fixes are not the same underlying change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactoring and the model-creation skill are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test fixes and conversion base_model_prefix fixes address different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests and layrnorm->layernorm renaming are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and cls.config resolution order fixes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests and the model-creation skill do not patch the same concrete bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A MobileLLM implementation and the model-creation skill are not the same code change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify src/transformers/loss/loss_utils.py to pass supported kwargs through fixed_cross_entropy for the same issue 43240." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is supported by shared target 43240 and the same loss_utils.py kwargs fix. The rejected soft edges are also reasonably conservative: they describe distinct model additions, refactors, or tests that do not look mergeable into one bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "8cc36cca083bf72b7a329a7271c6488ab2eb19679219319360bc859cecc92ace", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the base VibeVoice implementation, the other adds a realtime variant plus additional tokenizer/generation pieces. They touch overlapping files, but the underlying changes are different enough that they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the broader foundational VibeVoice implementation and is the more natural canonical reference for the base model work; PR 42781 is a later extension focused on realtime support rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the better representative of the core VibeVoice integration overall. PR 42781 is a narrower follow-on adding realtime-specific functionality, so it should not replace the base implementation as the main PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files alone are not enough: 40546 implements VibeVoice, while 42781 adds VibeVoice Realtime and an acoustic tokenizer. Different scope and code paths, so they are not the same PR-level change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "3f3fea03a19b2b9170ed41eabc3471f191537430da492ee20c1d67a520046c88", + "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": "These two pull requests are unrelated model-feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different code paths, filenames, and use cases, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the narrower, more self-contained change, but neither PR is a true canonical for the cluster because they address different models and different functionality.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes: TimesFM forecasting-with-covariates versus DINOv3 image-classification support. They do not fix the same bug or implement the same feature and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "73cc1fa1416b20fd4e66f7dfa8a67e6baa83d8971c2b9df77328471020fba70c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated \u201cadd new model\u201d PRs for different architectures (DeepSeek OCR, Isaac, Kimi2-6). They share only generic Hugging Face integration scaffolding such as auto-mapping and docs registration, not the same underlying bug or feature change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR exists because the changes target different models and code paths; if one must be chosen as the cluster representative, PR 45630 is the broadest and most substantial integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the strongest representative by scope and review activity, but it is still just one of several unrelated model-addition PRs rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and implementations; overlap is limited to shared registration/docs scaffolding, which is not enough to treat them as the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Both add new models, but Isaac and Kimi2-6 touch different configs, model files, processors, and tests, so they are not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "02d05e162fbb0437282329cd912aaf43359c5b91454fec0b8e30575a0d0b033b", + "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": "These are two separate dependency-upgrade PRs for GitHub Actions, not the same underlying change. PR 42975 is a broad Node 24 compatibility sweep across many workflow actions, while PR 42976 is a docker/build-push-action version bump in Docker image workflows.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the broader representative of the cluster because it updates many workflow actions for a single compatibility goal, whereas PR 42976 is a narrower Docker-action version bump. They are still not duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: one targets GitHub Actions Node 24 compatibility across workflows, the other upgrades docker/build-push-action in Docker image workflows. They share workflow files but do not fix the same code-path problem 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46162" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46162" + ], + "prepared_review_unit_hash": "1962ced8303af3368c34c10fea4565bc901280f7011899d0557e059d4609904d", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16485, + "estimated_input_tokens": 4122, + "estimated_eval_tokens": 8500 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16485, + "estimated_input_tokens": 4122, + "estimated_eval_tokens": 8500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all separate additions or maintenance changes across different models/tests, with only broad thematic overlap around model integration and docs. None look like the same underlying change or bug fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 is the strongest standalone representative: it is a substantial, high-activity model addition with broad integration across config, modeling, processing, auto mappings, docs, and tests. Even so, it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the best single PR in the set to represent the cluster because it has the most discussion/review activity and the broadest, most complete model-implementation footprint.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registration patterns are generic for new-model PRs, not evidence of the same code change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo2) with distinct files and implementation details. Similarity is only at the level of adding a new model package." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions; shared auto/docs plumbing is too broad to indicate a duplicate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with different processors and architectures; not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM target different domains and code paths. Similar repository boilerplate does not make them duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model integrations with different model code, processors, and tests." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46162", + "accept": false, + "reason": "CTSM model addition versus a small XPU test-maintenance PR; these are clearly 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": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "8e1cbed050e200304ac7307098d9597661706f1cff90c7af2debe7fdd52d8f64", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9390, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9390, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates of one another: they target different subsystems (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequantization, and FSDP tied-weights handling). The cluster looks like a loose similarity group rather than a single underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the cluster because the items are unrelated in code path and purpose; there is no shared underlying fix to consolidate.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the most substantive standalone change set, but it is not a good canonical representative of the cluster because it addresses FP8 dequantization only and is unrelated to the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding changes and CLIP/ViT test edits are unrelated; both are test-focused but not the same bug or mergeable change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding logic and FP8 dequantization/model-loading code fix completely different code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "Artificial test failures in CLIP/ViT tests do not correspond to FSDP tied-weights behavior." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test-only changes are not the same concrete fix as the FP8 dequantization/model-loading patch." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "ce0f3ab9a1c980f51bdd05828127d4b843fe4d537fbdaae5b1a90591760805ee", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only PRs 46100 and 46114 are a clear duplicate pair: they have the same exact ViT test diff. PR 45932 is broader, and the packet does not show the same test-migration hunk, so it should not be treated as the same change. The remaining pairs are unrelated workflow/setup/test changes that only share a file or subsystem.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the cleanest canonical representative because it has the exact same ViT test diff as 46114; the broader 45932 PR is not evidenced in the packet as containing that same hunk, so it should not drive canonical selection.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best anchor for the cluster because it matches 46114 exactly at the concrete code change level, while the other PRs are distinct workflow/setup/demo edits rather than the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are do-not-merge style PRs, but 43488 is setup/dependency and ViT test noise, while 43532 rewires workflows and testing utilities. Not the same underlying change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "They only share the ViT test file; 43488 is a repo-bot/setup change, while 46114 is a test-migration edit. Different concrete changes." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "43532 changes CI/workflow plumbing and helpers, whereas 46114 only adds failing assertions in a ViT test. Not the same fix." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "The packet shows 46100 and 46114 have the same exact ViT test diff, but it does not show that 45932 contains that same migration hunk. 45932 is too broad to call a true duplicate here." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "Exact match on the ViT test migration diff in the same file; these are effectively duplicate PRs for the same concrete change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The review is mostly conservative, but it overstates the evidence for the 45932/46100 edge. In the packet, 46100 and 46114 clearly have the same exact ViT test diff, but 45932 is a much broader PR and the packet does not show that it contains the same test-migration hunk. So calling 45932/46100 a true duplicate is not grounded enough. The other rejected pairings look fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "fcf294a9c7de39cd164232768bed083126e7e701e33bc385c5a8da0a69d6078d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two 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 patterns, but they target different tasks, model integrations, and tests, so they should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: concept segmentation vs visual segmentation. Shared pipeline/doc infrastructure is not enough to merge them as the same 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": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "47db4df68974acf6058322c62dd13e38ef87bc84101421646ae9d6d41221b903", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch `Trainer`, but they solve different problems: `43651` changes gradient-accumulation loss scaling, while `43663` adds a hook for signature-column filtering. They are not duplicates and should not be merged together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better cluster representative because it makes an explicit behavioral change in the main training step; PR 43663 is a separate extension point for column filtering, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the stronger global representative only because it addresses a concrete runtime behavior in the core training path. PR 43663 is still distinct and should not be treated as the same PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and different user-facing changes: one adjusts loss normalization during training, the other refactors signature-column discovery for filtering. They are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "ca6a5c5df9e96edbd730890f0819dc0d2f9da45c0e164c634e364b931ef65c32", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and the TypeAdapter typing area, but they fix different NameError scenarios. They are related, not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more focused fix: it directly handles the `TypeAdapter` NameError when `pydantic` is absent via a `TYPE_CHECKING` import and quoted annotation. PR 43656 is a broader typing/future-annotations cleanup and is not the same concrete fix.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative PR in this cluster because it has the clearest runtime bug target, a narrow patch, and an explicit issue link. It addresses a specific `pydantic`-related `TypeAdapter` import/annotation failure.", + "soft_edge_verdicts": [ + { + "left": "Fix TypeAdapter NameError in transformers CLI", + "right": "fix(cli): Fix TypeAdapter NameError when pydantic is not installed", + "accept": false, + "reason": "Same file and related symbols, but the patches target different underlying causes: one broadens typing via `__future__` annotations, the other guards the `TypeAdapter` import for missing `pydantic`. They are not the same concrete bug fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "26fc85d01a68781d9cea865250a0d5d47f7fc352b7001706a0d2f6bb1afa8837", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75097, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad family of standardized output-tracing refactors across many unrelated model implementations. Only the GPT-J/CodeGen and GPT-Neo pairs look like true duplicates; the rest share the same tracking theme but not the same concrete code path.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the clearest superseding GPT-J/CodeGen refactor and overlaps directly with the earlier GPT-J variants (44066, 44085).", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best representative of the true duplicate subgroup because it is the latest and most complete version of the repeated GPT-J/CodeGen output-tracing change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (FNet/CVT vs GPT-J); they only share the broad output-tracing theme and tracking issue." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families (FNet/CVT vs DeBERTa V2); same refactor theme, not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J's modeling_gptj.py output-tracing refactor; 44066 just bundles an extra CodeGen update, so they plausibly collapse to one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR output-tracing work vs EfficientNet; same pattern, different code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet refactor vs GPT-J/CodeGen refactor; no shared concrete bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; only the generic standardized-output theme overlaps." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa V2; different implementations and different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; same tracking issue, but unrelated model code." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; too broad a similarity to be a duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in modeling_gpt_neo.py; the later PR looks like a rework of the earlier one." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; same refactor family, different model implementation." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; they do not fix the same code path." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; unrelated model code despite shared output-tracing theme." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet refactor vs GPT-J refactor; different model families and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; same pattern, but not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet refactor vs MPT refactor; unrelated concrete implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; different model-specific output tracing changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; they share a theme, not a code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; not the same bug or change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT refactor vs GPT-J/CodeGen refactor; unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; different model code and different output tracing implementation." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same umbrella refactor, not a duplicate." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44116", + "accept": false, + "reason": "MPT vs Flaubert/XLM; different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; only the standardized tracing theme overlaps." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; unrelated model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different architectures and concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor; not the same code path." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen; only a broad refactor pattern is shared." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5; different model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer vs VisualBERT; unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBERT; not the same underlying bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; same output-tracing theme, different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; unrelated model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5; not a duplicate." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBERT; different concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT vs SpeechT5; same theme, not the same code path." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; different model-specific output tracing work." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; same broad standardization effort, but different model code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; not the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; different model families and code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert vs GPT-Neo; unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT vs LongT5; only the refactor pattern overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT vs SegFormer; different model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa V2; different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 vs TextNet; unrelated refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor, same files and issue target; 44722 is a later update of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors touching the same model file; 44722 expands to CodeGen, but the overlapping GPT-J change is the same underlying refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; the shared issue target is too broad to make these duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT vs RegNet/ResNet/RT-DETR; separate model-specific output tracing changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT vs SpeechT5; unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 vs SpeechT5; different model families and code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 vs Vits; different model implementations and refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the many broad-theme pairs. The accepted duplicate pairs are supported by shared concrete files/code paths, and the rejects avoid overstating similarity across unrelated model families. The representative choice of 44722 is also reasonable given the later, broader GPT-J/CodeGen refactor shown in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "a5ce1a05bdcd3a07196e4ab9b0476bae566af32882640e64909ec06f6261d67a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all refactor model outputs toward standardized capture_outputs/can_return_tuple patterns, but they are model-specific changes across different code paths, so they are related theme-wise rather than duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44056 is a clean representative of the shared output-tracing migration pattern: focused model code, explicit _can_record_outputs wiring, and no extra test/doc noise.", + "best_issue_reason": null, + "best_pr_reason": "PR 44056 is the best single exemplar for this cluster because it cleanly shows the common refactor style and can stand in for the broader output-capture migration theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same general refactor theme, but they target different models (FocalNet vs ImageGPT) and different implementations, so they are not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both modernize output tracing, but they are separate model PRs (VisualBert vs TextNet); the TextNet diff also includes tests, so this is not one mergeable fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model code paths (MPNet vs VisualBert); shared decorator/migration language is not enough to treat them as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different implementation details; these are parallel refactors, not the same concrete bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the similar output-tracing migration does not make them the same PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch standardized outputs, but SqueezeBert and SpeechT5 are distinct code paths; SpeechT5 is also tied to a specific issue, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-14", + "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", + "pull_request:46106" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request:44027|pull_request:46106", + "pull_request:44026|pull_request:46106", + "pull_request:44001|pull_request:46106", + "pull_request:44002|pull_request:46106", + "pull_request:43998|pull_request:46106" + ], + "prepared_review_unit_hash": "f5e89693e63021029b322d5c8cbc1bc0cf46b4da33adf1d91264c165411106c1", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43781, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43781, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose thematic grouping of open PRs that all touch output-tracing/refactor plumbing, but they target different model families and code paths. 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Both refactor output handling, but they are separate model implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs `univnet`); not the same underlying bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and modules (`timm_backbone` vs `falcon_mamba`/`mamba`); too broad to merge as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different code paths (`timm_backbone` vs `rwkv`); both are output-tracing refactors, not duplicate fixes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated model implementations; shared refactor wording does not indicate the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems (`mobilenet_v1` vs `upernet`); similar output-tracing cleanup only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate model paths; not one concrete bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` vs `vision_encoder_decoder` are unrelated; same refactor motif is insufficient." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are distinct encoder/decoder stacks; not a duplicate PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); no shared code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model implementations (`vision_text_dual_encoder` vs `upernet`), despite similar output-tracing changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch unrelated model families (`vision_text_dual_encoder` vs `falcon_mamba`/`mamba`)." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are different model code paths; 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same broad refactor only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are distinct models; not the same underlying change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are separate model stacks; same output-tracing theme only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model families." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` do not share the same concrete code-path problem." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are different model implementations; not mergeable as one fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "`speech_encoder_decoder` code refactor vs a docs `_toctree.yml` edit; completely different artifact types." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "Documentation toctree cleanup is unrelated to `vision_encoder_decoder` output-tracing changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "`univnet` model code and docs navigation changes are unrelated." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "`upernet` model refactor and a docs toctree update are not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "`timm_backbone` code changes and docs navigation changes are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "50cd81dd3cba1e722fba5bd9b37fcfdb05676f060b80394b42ae718ca790b808", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share boilerplate registration/docs patterns, but they do not describe the same bug or change set, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each change introduces a different model integration and code path, so there is no single duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must be highlighted, 45075 is the most mature standalone model-addition change (broad implementation plus conversion and config checks), but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and behaviors: PenguinVL vs Voxtral TTS. They only overlap on generic auto-registry/docs scaffolding, not the same concrete code path or mergeable change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both add model packages, but for distinct architectures (PenguinVL vs DeepSeek-OCR-2) with different configs, processors, and tests. Not the same underlying change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model integrations touching different implementation and testing code paths; similarity is only at the framework boilerplate level." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "40f813087afa90c6a562a878580fa09e822457741ed11eab113c05f4aecc613e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about fusion, but they address different layers: one adds a generic Module Fusion API, while the other implements n-to-1 kernel fusion via KernelConfig. They are related in theme but not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational, self-contained change: it introduces the reusable module-fusion abstraction and accompanying tests, which is the broader core API rather than a specific integration path.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best representative for the cluster because it defines the central fusion abstraction and is more likely to serve as the base concept for nearby work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Reject: #44979 adds a generic module-fusion API in a new module, while #45363 wires a specific n-to-1 kernel-fusion flow through KernelConfig and related integration/modeling files. They are adjacent ideas but not the same concrete change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "834df15fa3b1a8322f90de541a4511d67eac803b93920e5d031e16604f405854", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs appear to fix the same Mistral regex AttributeError in the same code path; 45317 is the more complete version because it includes the same fix plus tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR: it implements the same one-line fix as 45086 and also adds test coverage, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best overall PR for this cluster because it addresses the same underlying bug as 45086 with the same file touch and adds validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same explicit issue target, and identical code-path change in the same file; 45317 just expands the fix with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "57a4824980adcd477bba74066efd2739e77f75d9f86f202935e9cccbf515eb07", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH PRs, but they are not duplicates: one is a focused refactor/backward-compat conversion-mapping change, while the other is a broader model split introducing dedicated dense/sparse variants plus docs/tests. ", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change: it introduces the dedicated dense/sparse model packages, updates auto/model plumbing, and adds documentation/tests. PR 45115 is a narrower refactor around inheriting GraniteMoeHybrid and checkpoint key conversion.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best standalone representative of the cluster because it covers the larger concrete product change and contains the model-structure evolution; 45115 is too implementation-specific and partial.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH internals, but the changes are not the same underlying fix/change. 45115 is mainly conversion-mapping and inheritance/refactor work; 45569 introduces separate nemotron_h_dense/nemotron_h_sparse implementations, docs, and tests. They would not plausibly collapse into one PR without broadening scope too much." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "df33f3ded2b903ddf98526f020512340d2dd13631f546ec86ddab8f30a5942a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: PR #45333 adds heterogeneous per-layer config plumbing, while PR #45332 builds on that foundation to add broader heterogeneous model/runtime support. #45332 is the broader superset and better canonical PR for the cluster.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader, more complete change set: it includes heterogeneous config handling plus cache/modeling/masking updates and tests. #45333 is narrower and appears to be a prerequisite/supporting piece rather than the same standalone change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative because it captures the full heterogeneous support effort, not just the config layer. It is the more complete implementation and subsumes much of #45333's direction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related work, but not the same underlying bug/change. #45333 is config-only plumbing, while #45332 adds broader modeling/cache/masking support on top of that. They could be sequenced, but they are not a single mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "99d137126da12193f72b193c149b78b1468a52117c34f8a61e488a572b360f53", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about typing work, but they are not the same change: #45415 is a broad type-checking sweep across many transformer modules plus pyproject ignore tuning, while #45425 adds shared typing protocols/aliases and a few targeted typing fixes. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the more coherent, self-contained PR focused on reusable typing abstractions and targeted fixes; #45415 is a much broader repository-wide typing sweep with unrelated mechanical edits.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the better representative because it has a focused code-change intent and a clearer review surface, whereas #45415 mixes many files and typing-ignore configuration changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They share a typing theme and a few files, but the underlying changes are different: #45415 is a broad type-checking pass, while #45425 introduces shared typing protocols/aliases and targeted fixes. Not the same concrete code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-5", + "nodes": [ + "pull_request:45487", + "pull_request:46101", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101", + "pull_request:45487|pull_request:46151", + "pull_request:46101|pull_request:46151", + "pull_request:46109|pull_request:46151", + "pull_request:46135|pull_request:46151" + ], + "prepared_review_unit_hash": "02c927f6fe0e3f13a3038f8b36108fd2de67f10a9b3cf0959f01da60a7038b94", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12533, + "estimated_input_tokens": 3134, + "estimated_eval_tokens": 6524 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12533, + "estimated_input_tokens": 3134, + "estimated_eval_tokens": 6524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes several unrelated device/parallelism and test-expectation changes across different model and test areas. The only soft-similar pair is still too broad to treat as the same underlying fix.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the best canonical representative only because it is the clearest concrete bug fix with model-code changes and tests; the other PRs are either unrelated models or mostly test expectation updates.", + "best_issue_reason": null, + "best_pr_reason": "45487 is the strongest standalone PR in the set: it addresses an actual device-placement bug in model code and is more substantive than the test-only or loosely related parallel/test changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Both are device-placement fixes in model code, but they affect different models and different code paths; this is a shared class of bug, not the same underlying change." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "AltCLIP/ChineseCLIP model-parallel device fixes are unrelated to pipeline token-classification test expectations." + }, + { + "left": "pull_request:46101", + "right": "pull_request:46151", + "accept": false, + "reason": "Qwen2 audio model-parallel tensor masking fix is a concrete model bug, while the other PR only updates pipeline test expectations; different artifacts and different problems." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "These are both test-related, but one targets distributed trainer parity checks and the other pipeline token-classification expectations; they do not fix the same issue." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "Kosmos2.5 integration-test XPU expectations are unrelated to pipeline token-classification expectations; same broad testing theme, different change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "ef8855766c01b5b66f0935ea3b13d219829ab18ae287fcdf12e01f0444a85ee5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same Mamba2 cached-forward bug for `use_cache=True` with `seq_len > 1`; the Qwen3.5 PR is a separate issue in a different model/code path. The Mamba2 pair is the only plausible duplicate pair here.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the best canonical representative: it addresses the same Mamba2 bug as #46084, is more explicit about the failure mode, and appears to be the more complete fix (including docs/tests).", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the strongest overall candidate for the cluster because it most clearly captures the underlying Mamba2 `use_cache`/`seq_len > 1` bug and the intended fix path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model families and different mechanisms: Qwen3.5 GDN linear attention vs. Mamba2 cache/SSM handling. Similar cached multi-token wording is not enough to treat them as the same bug." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Both PRs fix the same Mamba2 cached-forward `use_cache` bug for multi-token sequences in the same code path, and both target the same issue. They look like duplicate attempts at the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The Qwen3.5 PR is clearly a different model/code path from the Mamba2 PRs, and the two Mamba2 PRs share the same issue target, filenames, and bug description, so treating them as the same bugfix cluster is conservative and reasonable. I don\u2019t see evidence of overstatement or an unmergeable PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "815e24741ef4c32181c77c6deb4c162705d6995960fe534a2833b1c021a1bedc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about EP-related distributed loading, but they address different bugs in different code paths: one preserves distributed_config/has_ep for Accelerate + ZeRO-3 loading, the other fixes expert parameters being overwritten under FSDP2/rank-0 broadcast.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "45548 is a focused fix for preserving EP state during configuration serialization and loading via Accelerate/ZeRO-3, making it a cleaner representative of this EP-loading cluster.", + "best_issue_reason": null, + "best_pr_reason": "45548 is the better standalone representative because it targets a single concrete loading failure mode with a small, self-contained change; 45662 fixes a separate distributed-sharding bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related area, but not the same bug: 45548 handles missing distributed_config/has_ep during Accelerate+ZeRO-3 load, while 45662 prevents expert params from being clobbered in FSDP2 post-shard handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "d84c80570ebec0dbd546b55c72a538de7fad991d157ad145d2384bf8fbe44e26", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same captured_info / xdist collision problem in transformers testing utilities, but 45645 is the more complete fix because it includes the worker-safe file handling plus the CI/log aggregation changes needed to consume multiple artifacts.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR: it covers the same underlying xdist-safe captured_info fix as 45639 and also updates CI artifact collection so the new per-worker files are actually gathered and displayed.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative because it addresses the full end-to-end problem: avoiding collisions in testing_utils and preserving debug logs in workflow/notification code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accepted: both PRs fix the same concrete captured_info xdist collision path in testing_utils, and 45645 appears to be the broader implementation of the same fix rather than a different 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": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46069-3", + "nodes": [ + "pull_request:46069", + "pull_request:46073", + "pull_request:46154" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46073|pull_request:46154" + ], + "prepared_review_unit_hash": "81a8c3213dd09c3ed513ee2f49279d1105d55c5b13a9846810cde0fb11774fe3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7264, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7264, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are related thematically (attention-implementation dispatch / SDPA support), but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46154 is the most representative of the cluster because it is a concrete model-specific SDPA dispatch implementation with corresponding tests and docs; however, it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Same broad theme, but different models (ShieldGemma2 vs CTRL) and different dispatch code paths; not the same underlying change and not mergeable into one PR." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are attention-dispatch additions, but they apply to different architectures (ShieldGemma2 vs T5) and likely separate model-specific implementations; too broad to treat as one change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both mention SDPA dispatch, but CTRL and T5 have distinct model code paths and concrete fixes; they are similar feature work, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/manifest.json b/snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..41e139272f671602bbd7055c397db669a8c2e348 --- /dev/null +++ b/snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260525t000033z", + "artifacts": { + "hybrid": "snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-25T00:04:12Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260525T000033Z", + "variant": "hybrid" +} diff --git a/snapshots/20260525T000033Z/manifest.json b/snapshots/20260525T000033Z/manifest.json index a53a4cd9187b0ba0771ee1ee623dee82378cb7c5..c17bed5ea6138a8de593785d6810b9bd16d75a68 100644 --- a/snapshots/20260525T000033Z/manifest.json +++ b/snapshots/20260525T000033Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 102 }, "extracted_at": "2026-05-25T00:00:33Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260525t000033z", + "runs": { + "hybrid-model-20260525t000033z": { + "analysis_id": "hybrid-model-20260525t000033z", + "artifacts": { + "hybrid": "snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/manifest.json", + "model": null, + "published_at": "2026-05-25T00:04:12Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260525T000033Z", "watermark": {