def get_workspace(self, workspace_name):
"""
Authenticates and returns the AzureML workspace handle
:param workspace_name: The workspace's name
:return The workspace handle. None on failure
"""
if not self.valid_config:
print("Please configure your Service Principal before trying to access the workspace")
print("\nVisit this URL for further details about setting up a Service Principal in your own subscription:")
print("https://docs.microsoft.com/en-us/azure/machine-learning/how-to-setup-authentication")
return None
# Authenticate via principal's credentials
config_data = self.config_data
svc_pr = ServicePrincipalAuthentication(
tenant_id=config_data['tenantId'],
service_principal_id=config_data['clientId'],
service_principal_password=config_data['clientSecret'])
workspaces = [key for key in Workspace.list(config_data['subscriptionId'], auth=svc_pr).keys()]
if workspace_name not in workspaces:
print(f"Workspace {workspace_name} not found in workspace list. Please create the workspace or adjust the scripts accordingly.")
print("\nFollowing workspaces could be found:")
for workspace in workspaces:
print(f"- {workspace}")
return None
if self.workspace==None:
self.workspace = Workspace.get(name=workspace_name, auth=svc_pr, resource_group=config_data['resourceGroup'], subscription_id=config_data['subscriptionId'])
return self.workspace
def list_workspace(resource_group_name=None):
from azureml._base_sdk_common.cli_wrapper._common import get_cli_specific_auth, get_default_subscription_id, \
get_resource_group_or_default_name
auth = get_cli_specific_auth()
default_subscription_id = get_default_subscription_id(auth)
# resource group can be None, as we create on user's behalf.
resource_group_name = get_resource_group_or_default_name(
resource_group_name, auth=auth)
workspaces_dict = Workspace.list(default_subscription_id,
auth=auth,
resource_group=resource_group_name)
serialized_workspace_list = list()
for workspace_name in workspaces_dict:
for workspace_object in workspaces_dict[workspace_name]:
serialized_workspace_list.append(workspace_object._to_dict())
return serialized_workspace_list
