| from typing import Dict, List, Any | |
| import numpy as np | |
| from concrete.ml.deployment import FHEModelServer | |
| class EndpointHandler: | |
| def __init__(self, path=""): | |
| # For server | |
| self.fhemodel_server = FHEModelServer(path + "/compiled_model") | |
| def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]: | |
| """ | |
| data args: | |
| inputs (:obj: `str`) | |
| date (:obj: `str`) | |
| Return: | |
| A :obj:`list` | `dict`: will be serialized and returned | |
| """ | |
| # Get inputs | |
| encrypted_inputs = data.pop("encrypted_inputs", data) | |
| # Get keys | |
| evaluation_keys = data.pop("evaluation_keys", data) | |
| # Run CML prediction | |
| encrypted_prediction = self.fhemodel_server.run(encrypted_inputs, evaluation_keys) | |
| return encrypted_prediction | |