Skypilot Azure

zenml.integrations.skypilot_azure special

Initialization of the Skypilot Azure integration for ZenML.

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

SkypilotAzureIntegration (Integration)

Definition of Skypilot (Azure) Integration for ZenML.

Source code in zenml/integrations/skypilot_azure/__init__.py

class SkypilotAzureIntegration(Integration):
    """Definition of Skypilot (Azure) Integration for ZenML."""

    NAME = SKYPILOT_AZURE
    REQUIREMENTS = ["skypilot-nightly[azure]==1.0.0.dev20240716"]
    APT_PACKAGES = ["openssh-client", "rsync"]

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

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

        return [SkypilotAzureOrchestratorFlavor]

flavors() classmethod

Declare the stack component flavors for the Skypilot Azure integration.

Returns:

Type	Description
List[Type[zenml.stack.flavor.Flavor]]	List of stack component flavors for this integration.

Source code in zenml/integrations/skypilot_azure/__init__.py

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

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

    return [SkypilotAzureOrchestratorFlavor]

flavors special

Skypilot integration flavor for Skypilot Azure orchestrator.

skypilot_orchestrator_azure_vm_flavor

Skypilot orchestrator Azure flavor.

SkypilotAzureOrchestratorConfig (SkypilotBaseOrchestratorConfig, SkypilotAzureOrchestratorSettings)

Skypilot orchestrator config for Azure.

Source code in zenml/integrations/skypilot_azure/flavors/skypilot_orchestrator_azure_vm_flavor.py

class SkypilotAzureOrchestratorConfig(
    SkypilotBaseOrchestratorConfig, SkypilotAzureOrchestratorSettings
):
    """Skypilot orchestrator config for Azure."""

SkypilotAzureOrchestratorFlavor (BaseOrchestratorFlavor)

Flavor for the Skypilot orchestrator for Azure.

Source code in zenml/integrations/skypilot_azure/flavors/skypilot_orchestrator_azure_vm_flavor.py

class SkypilotAzureOrchestratorFlavor(BaseOrchestratorFlavor):
    """Flavor for the Skypilot orchestrator for Azure."""

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

        Returns:
            Name of the orchestrator flavor.
        """
        return SKYPILOT_AZURE_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="azure-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/azure-skypilot.png"

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

        Returns:
            The config class.
        """
        return SkypilotAzureOrchestratorConfig

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

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

        return SkypilotAzureOrchestrator

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[SkypilotAzureOrchestrator] property readonly

Implementation class for this flavor.

Returns:

Type	Description
Type[SkypilotAzureOrchestrator]	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.

SkypilotAzureOrchestratorSettings (SkypilotBaseOrchestratorSettings)

Skypilot orchestrator settings for Azure.

Source code in zenml/integrations/skypilot_azure/flavors/skypilot_orchestrator_azure_vm_flavor.py

class SkypilotAzureOrchestratorSettings(SkypilotBaseOrchestratorSettings):
    """Skypilot orchestrator settings for Azure."""

orchestrators special

Initialization of the Skypilot Azure ZenML orchestrator.

skypilot_azure_vm_orchestrator

Implementation of the a Skypilot based Azure VM orchestrator.

SkypilotAzureOrchestrator (SkypilotBaseOrchestrator)

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

This orchestrator does not support running on a schedule.

Source code in zenml/integrations/skypilot_azure/orchestrators/skypilot_azure_vm_orchestrator.py

class SkypilotAzureOrchestrator(SkypilotBaseOrchestrator):
    """Orchestrator responsible for running pipelines remotely in a VM on Azure.

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

    DEFAULT_INSTANCE_TYPE: str = "Standard_B1ms"

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

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

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

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

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

        Returns:
            The settings class.
        """
        return SkypilotAzureOrchestratorSettings

    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.
        """
        pass

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: SkypilotAzureOrchestratorConfig property readonly

Returns the SkypilotAzureOrchestratorConfig config.

Returns:

Type	Description
SkypilotAzureOrchestratorConfig	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

Source code in zenml/integrations/skypilot_azure/orchestrators/skypilot_azure_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.
    """
    pass