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from models import ModelCache
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from abc import ABC, abstractmethod
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from pandas import DataFrame
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from typing import Optional, Union
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class Detector(ABC):
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@abstractmethod
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def train(self, dataframe: DataFrame, payload: Union[list, dict], cache: Optional[ModelCache]) -> ModelCache:
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"""
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Should be thread-safe to other detectors' train method
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"""
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pass
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@abstractmethod
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async def detect(self, dataframe: DataFrame, cache: Optional[ModelCache]) -> dict:
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pass
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@abstractmethod
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def consume_data(self, data: DataFrame, cache: Optional[ModelCache]) -> Optional[dict]:
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pass
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@abstractmethod
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def get_window_size(self, cache: Optional[ModelCache]) -> int:
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pass
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