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22 lines
633 B
22 lines
633 B
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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def detect(self, dataframe: DataFrame, cache: Optional[ModelCache]) -> dict: |
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pass |
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@abstractmethod |
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def recieve_data(self, data: DataFrame, cache: Optional[ModelCache]) -> Optional[dict]: |
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pass
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