| { | |
| "name": "toothfairy4-prototype-v1", | |
| "seed": 2026, | |
| "folds": 5, | |
| "preprocess": { | |
| "spacing_mm": [ | |
| 0.5, | |
| 0.5, | |
| 0.5 | |
| ], | |
| "shape_zyx": [ | |
| 112, | |
| 192, | |
| 192 | |
| ], | |
| "clip_percentiles": [ | |
| 0.5, | |
| 99.5 | |
| ], | |
| "orientation": "LPS", | |
| "dtype": "float16" | |
| }, | |
| "prototypes": { | |
| "max_prototypes": 1024, | |
| "min_support": 2, | |
| "embedder": "tfidf", | |
| "linkage_threshold": 0.62, | |
| "max_sentence_words": 60, | |
| "assign_threshold": 0.45, | |
| "tooth_aware": true | |
| }, | |
| "encoder": { | |
| "backbone": "slice2d", | |
| "timm_model": "convnext_tiny", | |
| "width": 32, | |
| "dropout": 0.2, | |
| "epochs": 40, | |
| "batch_size": 4, | |
| "accumulate": 2, | |
| "learning_rate": 0.0002, | |
| "weight_decay": 0.02, | |
| "warmup_ratio": 0.1, | |
| "label_smoothing": 0.02, | |
| "focal_gamma_negative": 2.0, | |
| "focal_gamma_positive": 0.0, | |
| "ema_decay": 0.999, | |
| "amp": true, | |
| "num_workers": 8, | |
| "min_head_support": 0, | |
| "seed": 2026 | |
| }, | |
| "llm": { | |
| "base_model": "Qwen/Qwen2.5-1.5B-Instruct", | |
| "enabled": false, | |
| "lora_rank": 32, | |
| "lora_alpha": 64, | |
| "epochs": 3, | |
| "batch_size": 4, | |
| "learning_rate": 0.0001, | |
| "max_length": 1536, | |
| "max_new_tokens": 512 | |
| }, | |
| "decode": { | |
| "strategy": "prototype", | |
| "clinical_weight": 0.8, | |
| "captioning_weight": 0.2, | |
| "calibration_rounds": 6, | |
| "refine_top": 250, | |
| "min_sentences": 4, | |
| "max_sentences": 16, | |
| "mbr_candidates": 24 | |
| } | |
| } | |