wallaroo.deployment_config

class DeploymentConfig(typing.Dict):
def guarantee_workspace_id( self, workspace_id: Optional[int]) -> wallaroo.deployment_config.DeploymentConfig:
Inherited Members
builtins.dict
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class DeploymentConfigBuilder:
DeploymentConfigBuilder(workspace_id: Optional[int] = None)
def image(self, image: str) -> wallaroo.deployment_config.DeploymentConfigBuilder:
def replica_count(self, count: int) -> wallaroo.deployment_config.DeploymentConfigBuilder:
def replica_autoscale_min_max(self, maximum: int, minimum: int = 0):

Configures the minimum and maximum for autoscaling

def autoscale_cpu_utilization(self, cpu_utilization_percentage: int):

Sets the average CPU metric to scale on in a percentage

def disable_autoscale(self):

Disables autoscaling in the deployment configuration

def cpus( self, core_count: int) -> wallaroo.deployment_config.DeploymentConfigBuilder:
def memory( self, memory_spec: str) -> wallaroo.deployment_config.DeploymentConfigBuilder:
def lb_cpus( self, core_count: int) -> wallaroo.deployment_config.DeploymentConfigBuilder:
def lb_memory( self, memory_spec: int) -> wallaroo.deployment_config.DeploymentConfigBuilder:
def python_load_timeout_secs( self, timeout_secs: int) -> wallaroo.deployment_config.DeploymentConfigBuilder:
def sidekick_cpus( self, model: wallaroo.model.Model, core_count: int) -> wallaroo.deployment_config.DeploymentConfigBuilder:

Sets the number of CPUs to be used for the model's sidekick container. Only affects image-based models (e.g. MLFlow models) in a deployment.

Parameters
  • Model model: The sidekick model to configure.
  • int core_count: Number of CPU cores to use in this sidekick.
Returns

This DeploymentConfigBuilder instance for chaining.

def sidekick_memory( self, model: wallaroo.model.Model, memory_spec: str) -> wallaroo.deployment_config.DeploymentConfigBuilder:

Sets the memory to be used for the model's sidekick container. Only affects image-based models (e.g. MLFlow models) in a deployment.

Parameters
  • Model model: The sidekick model to configure.
  • str memory_spec: Specification of amount of memory (e.g., "2Gi", "500Mi") to use in this sidekick.
Returns

This DeploymentConfigBuilder instance for chaining.

def sidekick_env( self, model: wallaroo.model.Model, environment: Dict[str, str]) -> wallaroo.deployment_config.DeploymentConfigBuilder:

Sets the environment variables to be set for the model's sidekick container. Only affects image-based models (e.g. MLFlow models) in a deployment.

Parameters
  • Model model: The sidekick model to configure.
  • Dict[str, str] environment: Dictionary of environment variables names and their corresponding values to be set in the sidekick container.
Returns

This DeploymentConfigBuilder instance for chaining.