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Actualización de la administración del área de trabajo a la versión 2 del SDK

  • Artículo

El área de trabajo permanece sin cambios a nivel funcional con la plataforma de desarrollo V2. Pero sí hay cambios relacionados con la red que se deben tener en cuenta. Para obtener información, vea Cambio en el aislamiento de red con nuestra nueva plataforma API en Azure Resource Manager.

En este artículo se comparan los escenarios de SDK v1 con los de SDK v2.

Crear un área de trabajo

  • SDK v1

    from azureml.core import Workspace

ws = Workspace.create(
    name='my_workspace',
    location='eastus',
    subscription_id = '<SUBSCRIPTION_ID>'
    resource_group = '<RESOURCE_GROUP>'
)

  • SDK v2

    from azure.ai.ml import MLClient
from azure.ai.ml.entities import Workspace
from azure.identity import DefaultAzureCredential

# specify the details of your subscription
subscription_id = "<SUBSCRIPTION_ID>"
resource_group = "<RESOURCE_GROUP>"

# get a handle to the subscription
ml_client = MLClient(DefaultAzureCredential(), subscription_id, resource_group)

# specify the workspace details
ws = Workspace(
    name="my_workspace",
    location="eastus",
    display_name="My workspace",
    description="This example shows how to create a workspace",
    tags=dict(purpose="demo"),
)

ml_client.workspaces.begin_create(ws)

  • SDK v1

    from azureml.core import Workspace

ws = Workspace.create(
    name='my_workspace',
    location='eastus',
    subscription_id = '<SUBSCRIPTION_ID>'
    resource_group = '<RESOURCE_GROUP>'
)

ple = PrivateEndPointConfig(
    name='my_private_link_endpoint',
    vnet_name='<VNET_NAME>',
    vnet_subnet_name='<VNET_SUBNET_NAME>',
    vnet_subscription_id='<SUBSCRIPTION_ID>', 
    vnet_resource_group='<RESOURCE_GROUP>'
)

ws.add_private_endpoint(ple, private_endpoint_auto_approval=True)

  • SDK v2

    from azure.ai.ml import MLClient
from azure.ai.ml.entities import Workspace
from azure.identity import DefaultAzureCredential

# specify the details of your subscription
subscription_id = "<SUBSCRIPTION_ID>"
resource_group = "<RESOURCE_GROUP>"

# get a handle to the subscription
ml_client = MLClient(DefaultAzureCredential(), subscription_id, resource_group)

ws = Workspace(
    name="private_link_endpoint_workspace,
    location="eastus",
    display_name="Private Link endpoint workspace",
    description="When using private link, you must set the image_build_compute property to a cluster name to use for Docker image environment building. You can also specify whether the workspace should be accessible over the internet.",
    image_build_compute="cpu-compute",
    public_network_access="Disabled",
    tags=dict(purpose="demonstration"),
)

ml_client.workspaces.begin_create(ws)

Carga o conexión al área de trabajo mediante parámetros

  • SDK v1

    from azureml.core import Workspace
ws = Workspace.from_config()

# specify the details of your subscription
subscription_id = "<SUBSCRIPTION_ID>"
resource_group = "<RESOURCE_GROUP>"

# get handle on the workspace
ws = Workspace.get(
    subscription_id='<SUBSCRIPTION_ID>',
    resource_group='<RESOURCE_GROUP>',
    name='my_workspace',
)

  • SDK v2

    from azure.ai.ml import MLClient
from azure.ai.ml.entities import Workspace
from azure.identity import DefaultAzureCredential

# specify the details of your subscription
subscription_id = "<SUBSCRIPTION_ID>"
resource_group = "<RESOURCE_GROUP>"

# get handle on the workspace
ws = MLClient(
    DefaultAzureCredential(),
    subscription_id='<SUBSCRIPTION_ID>',
    resource_group_name='<RESOURCE_GROUP>',
    workspace_name='my_workspace'
)

Carga o conexión al área de trabajo mediante el archivo de configuración

  • SDK v1

    from azureml.core import Workspace

ws = Workspace.from_config()
ws.get_details()

  • SDK v2

    from azure.ai.ml import MLClient
from azure.ai.ml.entities import Workspace
from azure.identity import DefaultAzureCredential

ws = MLClient.from_config(
    DefaultAzureCredential()
)

Asignación de la funcionalidad clave en SDK v1 y SDK v2

Funcionalidad en SDK v1 Asignación aproximada en SDK v2
Método o API en la versión 1 del SDK (use vínculos a documentos de referencia) Método o API en la versión 2 del SDK (use vínculos a documentos de referencia)

Para más información, consulte: