from typing import Any, List from pydantic.v1 import BaseModel, Field class BaseEncoder(BaseModel): name: str score_threshold: float type: str = Field(default="base") class Config: arbitrary_types_allowed = True def __call__(self, docs: List[Any]) -> List[List[float]]: raise NotImplementedError("Subclasses must implement this method")