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from models import AnalyticUnitCache
from abc import ABC, abstractmethod
from pandas import DataFrame
from typing import Optional
class Detector(ABC):
@abstractmethod
async def train(self, dataframe: DataFrame, segments: list, cache: Optional[AnalyticUnitCache]) -> AnalyticUnitCache:
pass
@abstractmethod
async def predict(self, dataframe: DataFrame, cache: Optional[AnalyticUnitCache]) -> dict:
pass