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Feast

Initialization for Feast integration.

The Feast integration offers a way to connect to a Feast Feature Store. ZenML implements a dedicated stack component that you can access as part of your ZenML steps in the usual ways.

FeastIntegration

Bases: Integration

Definition of Feast integration for ZenML.

Source code in src/zenml/integrations/feast/__init__.py 
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class FeastIntegration(Integration):
    """Definition of Feast integration for ZenML."""

    NAME = FEAST
    # click is added to keep the feast click version in sync with ZenML's click
    REQUIREMENTS = ["feast>=0.12.0", "click>=8.0.1,<8.1.4"]
    REQUIREMENTS_IGNORED_ON_UNINSTALL = ["click", "pandas"]

    @classmethod
    def flavors(cls) -> List[Type[Flavor]]:
        """Declare the stack component flavors for the Feast integration.

        Returns:
            List of stack component flavors for this integration.
        """
        from zenml.integrations.feast.flavors import FeastFeatureStoreFlavor

        return [FeastFeatureStoreFlavor]

    @classmethod
    def get_requirements(cls, target_os: Optional[str] = None) -> List[str]:
        """Method to get the requirements for the integration.

        Args:
            target_os: The target operating system to get the requirements for.

        Returns:
            A list of requirements.
        """
        from zenml.integrations.pandas import PandasIntegration

        return cls.REQUIREMENTS + \
            PandasIntegration.get_requirements(target_os=target_os)

flavors() classmethod

Declare the stack component flavors for the Feast integration.

Returns:

Type Description
List[Type[Flavor]]

List of stack component flavors for this integration.
Source code in src/zenml/integrations/feast/__init__.py 
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@classmethod
def flavors(cls) -> List[Type[Flavor]]:
    """Declare the stack component flavors for the Feast integration.

    Returns:
        List of stack component flavors for this integration.
    """
    from zenml.integrations.feast.flavors import FeastFeatureStoreFlavor

    return [FeastFeatureStoreFlavor]

get_requirements(target_os=None) classmethod

Method to get the requirements for the integration.

Parameters:

Name Type Description Default
target_os Optional[str]

The target operating system to get the requirements for.

 None

Returns:

Type Description
List[str]

A list of requirements.
Source code in src/zenml/integrations/feast/__init__.py 
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@classmethod
def get_requirements(cls, target_os: Optional[str] = None) -> List[str]:
    """Method to get the requirements for the integration.

    Args:
        target_os: The target operating system to get the requirements for.

    Returns:
        A list of requirements.
    """
    from zenml.integrations.pandas import PandasIntegration

    return cls.REQUIREMENTS + \
        PandasIntegration.get_requirements(target_os=target_os)