def register_datastore(ws, datastore, serviceprincipal_definition):
if datastore["adlsgen2_datastore_name"] not in ws.datastores:
#if the datastore is note registered then register it
Datastore.register_azure_data_lake_gen2(
workspace=ws,
datastore_name=datastore["adlsgen2_datastore_name"],
account_name=datastore["account_name"], # ADLS Gen2 account name
filesystem=datastore["filesystem"], # ADLS Gen2 filesystem
tenant_id=serviceprincipal_definition[
"tenant_id"], # tenant id of service principal
client_id=serviceprincipal_definition[
"service_principal_id"], # client id of service principal
client_secret=serviceprincipal_definition[
"service_principal_password"]
) # the secret of service principal
print("Mounted datastore " + datastore["filesystem"] +
"to workspace " + ws.name)
else:
print("Workspace " + ws.name + " already has datastore " +
datastore["filesystem"] + " mounted.")
ct = ComputeTarget.create(ws, ct_name, compute_config)
ct.wait_for_completion(show_output=True)
# create aks compute targets
if args.create_aks:
for ct_name in akscomputes:
if ct_name not in ws.compute_targets:
print(f"Creating AKS compute {ct_name}")
compute_config = AksCompute.provisioning_configuration(
**akscomputes[ct_name])
ct = ComputeTarget.create(ws, ct_name, compute_config)
ct.wait_for_completion(show_output=True)
if args.datalake_name not in ws.datastores:
print(f"Creating datastore {args.datalake_name}")
adlsgen2_datastore = Datastore.register_azure_data_lake_gen2(
workspace=ws,
datastore_name=args.datalake_name,
account_name=args.datalake_name,
subscription_id=ws.subscription_id,
resource_group=args.datalake_rg_name,
filesystem="datalake",
grant_workspace_access=True,
)
for env_file in Path("./environments/").glob("*.yml"):
print(f"Creating env {env_file.name}")
env = Environment.from_conda_specification(name=env_file.name,
file_path=env_file)
env.register(ws)
