mirror of
https://github.com/webclinic017/drift.git
synced 2026-07-28 19:27:47 +00:00
Mark Aron Szulyovszky
25 lines
665 B
Python
25 lines
665 B
Python
from __future__ import annotations
|
|
from typing import Literal, Optional, Union
|
|
from abc import ABC, abstractmethod
|
|
import numpy as np
|
|
|
|
|
|
class Model(ABC):
|
|
|
|
name: str = ""
|
|
data_transformation: Literal["transformed", "original"]
|
|
only_column: Optional[str]
|
|
predict_window_size: Literal["single_timestamp", "window_size"]
|
|
|
|
@abstractmethod
|
|
def fit(self, X: np.ndarray, y: np.ndarray) -> None:
|
|
raise NotImplementedError
|
|
|
|
@abstractmethod
|
|
def predict(self, X: np.ndarray) -> np.ndarray:
|
|
raise NotImplementedError
|
|
|
|
@abstractmethod
|
|
def predict_proba(self, X: np.ndarray) -> np.ndarray:
|
|
raise NotImplementedError
|