| from typing import Dict, List, Any | |
| import joblib | |
| import pandas as pd | |
| class EndpointHandler: | |
| def __init__(self, path=""): | |
| self.model = joblib.load(path + "/valid_trial_v3_2.joblib") | |
| def __call__(self, data: Dict[str, Any]) -> List[Any]: | |
| # get inputs | |
| s_in = data.pop("inputs", data) | |
| s_in = pd.Series(s_in) | |
| d_in = pd.DataFrame(s_in).transpose() | |
| # run normal prediction | |
| prediction = self.model.predict_proba(d_in)[:, 1] | |
| return prediction | |