Source code for datapipes.initialize_datapipe

from typing import Any

from datapipes.datapipe import DataPipe
from datapipes.datapipe_types import DatapipeType
from datapipes.types import DATAPIPE_TO_CLASS


[docs] def initialize_datapipe( datapipe: str = DatapipeType.MEMORY, **kwargs: Any ) -> DataPipe: """ Initializes and returns an instance of a data pipe based on the specified 'datapipe' type. Args: datapipe (str , optional): A string specifying the type of data pipe to initialize (default is DatapipeType.MEMORY). Make sure you always use the DatapipeType enum and don't directly put the string names. kwargs (Any): Optional keyword arguments to be passed to the data pipe constructor. Return: DataPipe: An instance of the selected data pipe class. Raise: ValueError: If the specified 'datapipe' type is not valid, with a message listing valid types. Example: .. code-block:: python from datapipes.datapipe_types import DatapipeType memory = initialize_datapipe(datapipe=DatapipeType.MEMORY) """ if datapipe not in DATAPIPE_TO_CLASS: raise ValueError( f"Got unknown planner type: {datapipe}. " f"Valid types are: {DATAPIPE_TO_CLASS.keys()}." ) datapipe_cls = DATAPIPE_TO_CLASS[datapipe] datapipe = datapipe_cls() return datapipe