AutoScaleSettings Class

Auto-scale settings for Synapse Spark compute.

Inheritance

builtins.object

AutoScaleSettings

Constructor

AutoScaleSettings(*, min_node_count: int | None = None, max_node_count: int | None = None, enabled: bool | None = None)

Keyword-Only Parameters

Name	Description
min_node_count	Optional[int] The minimum compute node count.
max_node_count	Optional[int] The maximum compute node count.
enabled	Optional[bool] Specifies if auto-scale is enabled.

Examples

Configuring AutoScaleSettings on SynapseSparkCompute.

   from azure.ai.ml.entities import (
       AutoPauseSettings,
       AutoScaleSettings,
       IdentityConfiguration,
       ManagedIdentityConfiguration,
       SynapseSparkCompute,
   )

   synapse_compute = SynapseSparkCompute(
       name="synapse_name",
       resource_id="/subscriptions/subscription/resourceGroups/group/providers/Microsoft.Synapse/workspaces/workspace/bigDataPools/pool",
       identity=IdentityConfiguration(
           type="UserAssigned",
           user_assigned_identities=[
               ManagedIdentityConfiguration(
                   resource_id="/subscriptions/subscription/resourceGroups/group/providers/Microsoft.ManagedIdentity/userAssignedIdentities/identity"
               )
           ],
       ),
       scale_settings=AutoScaleSettings(min_node_count=1, max_node_count=3, enabled=True),
       auto_pause_settings=AutoPauseSettings(delay_in_minutes=10, enabled=True),
   )