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Seldon

Initialization of the Seldon integration.

The Seldon Core integration allows you to use the Seldon Core model serving platform to implement continuous model deployment.

SeldonIntegration

Bases: Integration

Definition of Seldon Core integration for ZenML.

Source code in src/zenml/integrations/seldon/__init__.py 
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class SeldonIntegration(Integration):
    """Definition of Seldon Core integration for ZenML."""

    NAME = SELDON
    REQUIREMENTS = [
        "kubernetes==18.20.0",
    ]

    REQUIREMENTS_IGNORED_ON_UNINSTALL = ["kubernetes", "numpy"]

    @classmethod
    def activate(cls) -> None:
        """Activate the Seldon Core integration."""
        from zenml.integrations.seldon import secret_schemas  # noqa
        from zenml.integrations.seldon import services  # noqa

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

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

        return [SeldonModelDeployerFlavor]

    @classmethod
    def get_requirements(cls, target_os: Optional[str] = None, python_version: 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.
            python_version: The Python version to use for the requirements.

        Returns:
            A list of requirements.
        """
        from zenml.integrations.numpy import NumpyIntegration

        return cls.REQUIREMENTS + \
            NumpyIntegration.get_requirements(target_os=target_os, python_version=python_version)

activate() classmethod

Activate the Seldon Core integration.

Source code in src/zenml/integrations/seldon/__init__.py 
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@classmethod
def activate(cls) -> None:
    """Activate the Seldon Core integration."""
    from zenml.integrations.seldon import secret_schemas  # noqa
    from zenml.integrations.seldon import services  # noqa

flavors() classmethod

Declare the stack component flavors for the Seldon Core.

Returns:

Type Description
List[Type[Flavor]]

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

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

    return [SeldonModelDeployerFlavor]

get_requirements(target_os=None, python_version=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
python_version Optional[str]

The Python version to use for the requirements.

 None

Returns:

Type Description
List[str]

A list of requirements.
Source code in src/zenml/integrations/seldon/__init__.py 
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@classmethod
def get_requirements(cls, target_os: Optional[str] = None, python_version: 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.
        python_version: The Python version to use for the requirements.

    Returns:
        A list of requirements.
    """
    from zenml.integrations.numpy import NumpyIntegration

    return cls.REQUIREMENTS + \
        NumpyIntegration.get_requirements(target_os=target_os, python_version=python_version)