wallaroo.deployment_config

class DeploymentConfig(typing.Dict):
Inherited Members
builtins.dict
get
setdefault
pop
popitem
keys
items
values
update
fromkeys
clear
copy
class DeploymentConfigBuilder:
DeploymentConfigBuilder(workspace_id: Union[int, NoneType] = None)
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 deployment_label(self, label: str) -> wallaroo.deployment_config.DeploymentConfigBuilder:
def gpus( self, gpu_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_gpus( self, model_version: wallaroo.model_version.ModelVersion, gpu_count: int) -> wallaroo.deployment_config.DeploymentConfigBuilder:

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

Parameters
  • ModelVersion model_version: The sidekick model to configure.
  • int core_count: Number of GPUs to use in this sidekick.
Returns

This DeploymentConfigBuilder instance for chaining.

def sidekick_cpus( self, model_version: wallaroo.model_version.ModelVersion, 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
  • ModelVersion model_version: 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_version: wallaroo.model_version.ModelVersion, 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
  • ModelVersion model_version: 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_version: wallaroo.model_version.ModelVersion, 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
  • ModelVersion model_version: 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.

def sidekick_arch( self, model_version: wallaroo.model_version.ModelVersion, architecture: wallaroo.engine_config.Architecture) -> wallaroo.deployment_config.DeploymentConfigBuilder:

Sets the machine architecture for the model's sidekick container. Only affects image-based models (e.g. MLFlow models) in a deployment.

Parameters
  • ModelVersion model_version: The sidekick model to configure.
  • Architecture architecture: Machine architecture for this sidekick.
Returns

This DeploymentConfigBuilder instance for chaining.

def sidekick_accel( self, model_version: wallaroo.model_version.ModelVersion, acceleration: wallaroo.engine_config.Acceleration) -> wallaroo.deployment_config.DeploymentConfigBuilder:

Sets the acceleration option for the model's sidekick container. Only affects image-based models (e.g. MLFlow models) in a deployment.

Parameters
  • ModelVersion model_version: The sidekick model to configure.
  • Acceleration acceleration: Acceleration option for this sidekick.
Returns

This DeploymentConfigBuilder instance for chaining.