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Skypilot Aws

zenml.integrations.skypilot_aws special

Initialization of the Skypilot AWS integration for ZenML.

The Skypilot integration sub-module powers an alternative to the local orchestrator for a remote orchestration of ZenML pipelines on VMs.

SkypilotAWSIntegration (Integration)

Definition of Skypilot AWS Integration for ZenML.

Source code in zenml/integrations/skypilot_aws/__init__.py 
class SkypilotAWSIntegration(Integration):
    """Definition of Skypilot AWS Integration for ZenML."""

    NAME = SKYPILOT_AWS
    # all 0.6.x versions of skypilot[aws] are compatible
    REQUIREMENTS = ["skypilot[aws]~=0.6.0"]
    APT_PACKAGES = ["openssh-client", "rsync"]

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

        Returns:
            List of stack component flavors for this integration.
        """
        from zenml.integrations.skypilot_aws.flavors import (
            SkypilotAWSOrchestratorFlavor,
        )

        return [SkypilotAWSOrchestratorFlavor]

flavors() classmethod

Declare the stack component flavors for the Skypilot AWS integration.

Returns:

Type Description
List[Type[zenml.stack.flavor.Flavor]]

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

    Returns:
        List of stack component flavors for this integration.
    """
    from zenml.integrations.skypilot_aws.flavors import (
        SkypilotAWSOrchestratorFlavor,
    )

    return [SkypilotAWSOrchestratorFlavor]

flavors special

Skypilot integration flavor for Skypilot AWS orchestrator.

skypilot_orchestrator_aws_vm_flavor

Skypilot orchestrator AWS flavor.

SkypilotAWSOrchestratorConfig (SkypilotBaseOrchestratorConfig, SkypilotAWSOrchestratorSettings)

Skypilot orchestrator config.

Source code in zenml/integrations/skypilot_aws/flavors/skypilot_orchestrator_aws_vm_flavor.py 
class SkypilotAWSOrchestratorConfig(
    SkypilotBaseOrchestratorConfig, SkypilotAWSOrchestratorSettings
):
    """Skypilot orchestrator config."""
SkypilotAWSOrchestratorFlavor (BaseOrchestratorFlavor)

Flavor for the Skypilot AWS orchestrator.

Source code in zenml/integrations/skypilot_aws/flavors/skypilot_orchestrator_aws_vm_flavor.py 
class SkypilotAWSOrchestratorFlavor(BaseOrchestratorFlavor):
    """Flavor for the Skypilot AWS orchestrator."""

    @property
    def name(self) -> str:
        """Name of the orchestrator flavor.

        Returns:
            Name of the orchestrator flavor.
        """
        return SKYPILOT_AWS_ORCHESTRATOR_FLAVOR

    @property
    def service_connector_requirements(
        self,
    ) -> Optional[ServiceConnectorRequirements]:
        """Service connector resource requirements for service connectors.

        Specifies resource requirements that are used to filter the available
        service connector types that are compatible with this flavor.

        Returns:
            Requirements for compatible service connectors, if a service
            connector is required for this flavor.
        """
        return ServiceConnectorRequirements(
            resource_type="aws-generic",
        )

    @property
    def docs_url(self) -> Optional[str]:
        """A url to point at docs explaining this flavor.

        Returns:
            A flavor docs url.
        """
        return self.generate_default_docs_url()

    @property
    def sdk_docs_url(self) -> Optional[str]:
        """A url to point at SDK docs explaining this flavor.

        Returns:
            A flavor SDK docs url.
        """
        return self.generate_default_sdk_docs_url()

    @property
    def logo_url(self) -> str:
        """A url to represent the flavor in the dashboard.

        Returns:
            The flavor logo.
        """
        return "https://public-flavor-logos.s3.eu-central-1.amazonaws.com/orchestrator/aws-skypilot.png"

    @property
    def config_class(self) -> Type[BaseOrchestratorConfig]:
        """Config class for the base orchestrator flavor.

        Returns:
            The config class.
        """
        return SkypilotAWSOrchestratorConfig

    @property
    def implementation_class(self) -> Type["SkypilotAWSOrchestrator"]:
        """Implementation class for this flavor.

        Returns:
            Implementation class for this flavor.
        """
        from zenml.integrations.skypilot_aws.orchestrators import (
            SkypilotAWSOrchestrator,
        )

        return SkypilotAWSOrchestrator
config_class: Type[zenml.orchestrators.base_orchestrator.BaseOrchestratorConfig] property readonly

Config class for the base orchestrator flavor.

Returns:

Type Description
Type[zenml.orchestrators.base_orchestrator.BaseOrchestratorConfig]

The config class.
docs_url: Optional[str] property readonly

A url to point at docs explaining this flavor.

Returns:

Type Description
Optional[str]

A flavor docs url.
implementation_class: Type[SkypilotAWSOrchestrator] property readonly

Implementation class for this flavor.

Returns:

Type Description
Type[SkypilotAWSOrchestrator]

Implementation class for this flavor.
logo_url: str property readonly

A url to represent the flavor in the dashboard.

Returns:

Type Description
str

The flavor logo.
name: str property readonly

Name of the orchestrator flavor.

Returns:

Type Description
str

Name of the orchestrator flavor.
sdk_docs_url: Optional[str] property readonly

A url to point at SDK docs explaining this flavor.

Returns:

Type Description
Optional[str]

A flavor SDK docs url.
service_connector_requirements: Optional[zenml.models.v2.misc.service_connector_type.ServiceConnectorRequirements] property readonly

Service connector resource requirements for service connectors.

Specifies resource requirements that are used to filter the available service connector types that are compatible with this flavor.

Returns:

Type Description
Optional[zenml.models.v2.misc.service_connector_type.ServiceConnectorRequirements]

Requirements for compatible service connectors, if a service connector is required for this flavor.
SkypilotAWSOrchestratorSettings (SkypilotBaseOrchestratorSettings)

Skypilot orchestrator settings.

Source code in zenml/integrations/skypilot_aws/flavors/skypilot_orchestrator_aws_vm_flavor.py 
class SkypilotAWSOrchestratorSettings(SkypilotBaseOrchestratorSettings):
    """Skypilot orchestrator settings."""

orchestrators special

Initialization of the Skypilot AWS ZenML orchestrator.

skypilot_aws_vm_orchestrator

Implementation of the a Skypilot based AWS VM orchestrator.

SkypilotAWSOrchestrator (SkypilotBaseOrchestrator)

Orchestrator responsible for running pipelines remotely in a VM on AWS.

This orchestrator does not support running on a schedule.

Source code in zenml/integrations/skypilot_aws/orchestrators/skypilot_aws_vm_orchestrator.py 
class SkypilotAWSOrchestrator(SkypilotBaseOrchestrator):
    """Orchestrator responsible for running pipelines remotely in a VM on AWS.

    This orchestrator does not support running on a schedule.
    """

    DEFAULT_INSTANCE_TYPE: str = "t3.xlarge"

    @property
    def cloud(self) -> sky.clouds.Cloud:
        """The type of sky cloud to use.

        Returns:
            A `sky.clouds.Cloud` instance.
        """
        return sky.clouds.AWS()

    @property
    def config(self) -> SkypilotAWSOrchestratorConfig:
        """Returns the `SkypilotAWSOrchestratorConfig` config.

        Returns:
            The configuration.
        """
        return cast(SkypilotAWSOrchestratorConfig, self._config)

    @property
    def settings_class(self) -> Optional[Type["BaseSettings"]]:
        """Settings class for the Skypilot orchestrator.

        Returns:
            The settings class.
        """
        return SkypilotAWSOrchestratorSettings

    def prepare_environment_variable(self, set: bool = True) -> None:
        """Set up Environment variables that are required for the orchestrator.

        Args:
            set: Whether to set the environment variables or not.

        Raises:
            ValueError: If no service connector is found.
        """
        connector = self.get_connector()
        if connector is None:
            raise ValueError(
                "No service connector found. Please make sure to set up a connector "
                "that is compatible with this orchestrator."
            )
        if set:
            # The AWS connector creates a local configuration profile with the name computed from
            # the first 8 digits of its UUID.
            aws_profile = f"zenml-{str(connector.id)[:8]}"
            os.environ[ENV_AWS_PROFILE] = aws_profile
        else:
            os.environ.pop(ENV_AWS_PROFILE, None)
cloud: sky.clouds.Cloud property readonly

The type of sky cloud to use.

Returns:

Type Description
sky.clouds.Cloud

A sky.clouds.Cloud instance.
config: SkypilotAWSOrchestratorConfig property readonly

Returns the SkypilotAWSOrchestratorConfig config.

Returns:

Type Description
SkypilotAWSOrchestratorConfig

The configuration.
settings_class: Optional[Type[BaseSettings]] property readonly

Settings class for the Skypilot orchestrator.

Returns:

Type Description
Optional[Type[BaseSettings]]

The settings class.
prepare_environment_variable(self, set=True)

Set up Environment variables that are required for the orchestrator.

Parameters:

Name Type Description Default
set bool

Whether to set the environment variables or not.

 True

Exceptions:

Type Description
ValueError

If no service connector is found.
Source code in zenml/integrations/skypilot_aws/orchestrators/skypilot_aws_vm_orchestrator.py 
def prepare_environment_variable(self, set: bool = True) -> None:
    """Set up Environment variables that are required for the orchestrator.

    Args:
        set: Whether to set the environment variables or not.

    Raises:
        ValueError: If no service connector is found.
    """
    connector = self.get_connector()
    if connector is None:
        raise ValueError(
            "No service connector found. Please make sure to set up a connector "
            "that is compatible with this orchestrator."
        )
    if set:
        # The AWS connector creates a local configuration profile with the name computed from
        # the first 8 digits of its UUID.
        aws_profile = f"zenml-{str(connector.id)[:8]}"
        os.environ[ENV_AWS_PROFILE] = aws_profile
    else:
        os.environ.pop(ENV_AWS_PROFILE, None)