ComputeInstance Class

Compute Instance resource.

Inheritance

azure.ai.ml.entities._compute.compute.Compute

ComputeInstance

Constructor

ComputeInstance(*, name: str, description: str | None = None, size: str | None = None, tags: dict | None = None, ssh_public_access_enabled: bool | None = None, create_on_behalf_of: AssignedUserConfiguration | None = None, network_settings: NetworkSettings | None = None, ssh_settings: ComputeInstanceSshSettings | None = None, schedules: ComputeSchedules | None = None, identity: IdentityConfiguration | None = None, idle_time_before_shutdown: str | None = None, idle_time_before_shutdown_minutes: int | None = None, setup_scripts: SetupScripts | None = None, enable_node_public_ip: bool = True, custom_applications: List[CustomApplications] | None = None, enable_sso: bool = True, enable_root_access: bool = True, **kwargs: Any)

Parameters

Name	Description
name Required	str Name of the compute.
location Required	Optional[str] The resource location.
description Required	Optional[str] Description of the resource.
size Required	Optional[str] Compute size.
tags Required	Optional[dict[str, str]] A set of tags. Contains resource tags defined as key/value pairs.
create_on_behalf_of Required	Optional[AssignedUserConfiguration] Configuration to create resource on behalf of another user. Defaults to None.
network_settings Required	Optional[NetworkSettings] Network settings for the compute instance.
ssh_settings Required	Optional[ComputeInstanceSshSettings] SSH settings for the compute instance.
ssh_public_access_enabled Required	Optional[bool] State of the public SSH port. Defaults to None. Possible values are: False - Indicates that the public ssh port is closed on all nodes of the cluster. True - Indicates that the public ssh port is open on all nodes of the cluster. None -Indicates that the public ssh port is closed on all nodes of the cluster if VNet is defined, else is open all public nodes. It can be default only during cluster creation time, after creation it will be either True or False.
schedules Required	Optional[ComputeSchedules] Compute instance schedules. Defaults to None.
identity Required	IdentityConfiguration The identities that are associated with the compute cluster.
idle_time_before_shutdown Required	Optional[str] Deprecated. Use the idle_time_before_shutdown_minutes parameter instead. Stops compute instance after user defined period of inactivity. Time is defined in ISO8601 format. Minimum is 15 minutes, maximum is 3 days.
idle_time_before_shutdown_minutes Required	Optional[int] Stops compute instance after a user defined period of inactivity in minutes. Minimum is 15 minutes, maximum is 3 days.
enable_node_public_ip Required	Optional[bool] Enable or disable node public IP address provisioning. Defaults to True. Possible values are: True - Indicates that the compute nodes will have public IPs provisioned. False - Indicates that the compute nodes will have a private endpoint and no public IPs.
setup_scripts Required	Optional[SetupScripts] Details of customized scripts to execute for setting up the cluster.
custom_applications Required	Optional[List[CustomApplications]] List of custom applications and their endpoints for the compute instance.
enable_sso Required	bool Enable or disable single sign-on. Defaults to True.
enable_root_access Required	bool Enable or disable root access. Defaults to True.

Keyword-Only Parameters

Name	Description
name Required
description Required
size Required
tags Required
ssh_public_access_enabled Required
create_on_behalf_of Required
network_settings Required
ssh_settings Required
schedules Required
identity Required
idle_time_before_shutdown Required
idle_time_before_shutdown_minutes Required
setup_scripts Required
enable_node_public_ip	default value: True
custom_applications Required
enable_sso	default value: True
enable_root_access	default value: True

Examples

Creating a ComputeInstance object.

   from azure.ai.ml.entities import ComputeInstance

   ci = ComputeInstance(
       name=ci_name,
       size="Standard_DS2_v2",
   )
   ml_client.compute.begin_create_or_update(ci)

Variables

Name	Description
state	State of the resource.
last_operation	The last operation.
applications	Applications associated with the compute instance.

Methods

dump	Dump the compute content into a file in yaml format.

dump

Dump the compute content into a file in yaml format.

dump(dest: str | PathLike | IO, **kwargs: Any) -> None

Parameters

Name	Description
dest Required	Union[<xref:PathLike>, str, IO[AnyStr]] The destination to receive this compute's content. Must be either a path to a local file, or an already-open file stream. If dest is a file path, a new file will be created, and an exception is raised if the file exists. If dest is an open file, the file will be written to directly, and an exception will be raised if the file is not writable.'.

Attributes

base_path

The base path of the resource.

Returns

Type	Description
str	The base path of the resource.

created_on

The compute resource creation timestamp.

Returns

Type	Description
Optional[str]	The compute resource creation timestamp.

creation_context

The creation context of the resource.

Returns

Type	Description
Optional[SystemData]	The creation metadata for the resource.

id

The resource ID.

Returns

Type	Description
Optional[str]	The global ID of the resource, an Azure Resource Manager (ARM) ID.

last_operation

The last operation.

Returns

Type	Description
str	The last operation.

os_image_metadata

Metadata about the operating system image for this compute instance.

Returns

Type	Description
ImageMetadata	Operating system image metadata.

provisioning_errors

The compute resource provisioning errors.

Returns

Type	Description
Optional[str]	The compute resource provisioning errors.

provisioning_state

The compute resource's provisioning state.

Returns

Type	Description
Optional[str]	The compute resource's provisioning state.

services

The compute instance's services.

Returns

Type	Description
List[Dict[str, str]]	The compute instance's services.

state

The state of the compute.

Returns

Type	Description
str	The state of the compute.

type

The compute type.

Returns

Type	Description
Optional[str]	The compute type.