| { | |
| "model_type": "medicoder_complete", | |
| "architecture": "prototypical_network_with_embedded_prototypes", | |
| "base_model": "emilyalsentzer/Bio_ClinicalBERT", | |
| "embedding_dim": 768, | |
| "num_medical_codes": 57768, | |
| "num_prototypes": 57768, | |
| "performance": { | |
| "top_1_accuracy": 0.463, | |
| "training_approach": "few_shot_learning", | |
| "optimization_phase": 2, | |
| "contains_prototypes": true, | |
| "deployment_ready": true | |
| }, | |
| "prototype_info": { | |
| "prototype_shape": [ | |
| 57768, | |
| 768 | |
| ], | |
| "total_parameters": "~445M", | |
| "self_contained": true, | |
| "no_dataset_required": true | |
| }, | |
| "tokenizer_class": "BertTokenizer", | |
| "max_position_embeddings": 512, | |
| "vocab_size": 28996, | |
| "hidden_size": 768, | |
| "num_attention_heads": 12, | |
| "num_hidden_layers": 12, | |
| "type_vocab_size": 2, | |
| "initializer_range": 0.02, | |
| "layer_norm_eps": 1e-12, | |
| "pad_token_id": 0, | |
| "gradient_checkpointing": false, | |
| "use_cache": true, | |
| "version": "4.0_complete" | |
| } |