def main():
workspace_name = os.environ['AML_WORKSPACE_NAME']
resource_group = os.environ['RESOURCE_GROUP']
subscription_id = os.environ['SUBSCRIPTION_ID']
spn_credentials = {
'tenant_id': os.environ['TENANT_ID'],
'service_principal_id': os.environ['SPN_ID'],
'service_principal_password': os.environ['SPN_PASSWORD'],
}
aml_interface = AMLInterface(spn_credentials, subscription_id,
workspace_name, resource_group)
aml_env = create_aml_environment(aml_interface)
aml_interface.register_aml_environment(aml_env)
def main():
storage_acct_name = os.environ['STORAGE_ACCT_NAME']
storage_acct_key = os.environ['STORAGE_ACCT_KEY']
workspace_name = os.environ['AML_WORKSPACE_NAME']
resource_group = os.environ['RESOURCE_GROUP']
subscription_id = os.environ['SUBSCRIPTION_ID']
dbname = os.environ['DBNAME']
user = os.environ['DBUSER']
host = os.environ['DBHOST']
password = os.environ['DBPASSWORD']
port = os.environ['DBPORT']
sslmode = os.environ['DBSSL']
spn_credentials = {
'tenant_id': os.environ['TENANT_ID'],
'service_principal_id': os.environ['SPN_ID'],
'service_principal_password': os.environ['SPN_PASSWORD'],
}
blob_storage_interface = BlobStorageInterface(storage_acct_name,
storage_acct_key)
aml_interface = AMLInterface(spn_credentials, subscription_id,
workspace_name, resource_group)
get_data(host, user, dbname, password, port, sslmode)
upload_data(blob_storage_interface)
register_dataset('data_new.csv', aml_interface, storage_acct_name,
storage_acct_key)
def main():
storage_acct_name = os.environ['STORAGE_ACCT_NAME']
storage_acct_key = os.environ['STORAGE_ACCT_KEY']
workspace_name = os.environ['AML_WORKSPACE_NAME']
resource_group = os.environ['RESOURCE_GROUP']
subscription_id = os.environ['SUBSCRIPTION_ID']
spn_credentials = {
'tenant_id': os.environ['TENANT_ID'],
'service_principal_id': os.environ['SPN_ID'],
'service_principal_password': os.environ['SPN_PASSWORD'],
}
blob_storage_interface = BlobStorageInterface(storage_acct_name,
storage_acct_key)
data_creator = get_data()
data_creator.upload_data(blob_storage_interface)
aml_interface = AMLInterface(spn_credentials, subscription_id,
workspace_name, resource_group)
aml_interface.register_datastore(TRAINING_CONTAINER, TRAINING_DATASTORE,
storage_acct_name, storage_acct_key)
def main(n):
# Retrieve vars from env
workspace_name = os.environ['AML_WORKSPACE_NAME']
resource_group = os.environ['RESOURCE_GROUP']
subscription_id = os.environ['SUBSCRIPTION_ID']
spn_credentials = {
'tenant_id': os.environ['TENANT_ID'],
'service_principal_id': os.environ['SPN_ID'],
'service_principal_password': os.environ['SPN_PASSWORD'],
}
aml_interface = AMLInterface(
spn_credentials, subscription_id, workspace_name, resource_group
)
submit_run(aml_interface,n)
def main():
storage_acct_name = os.environ['STORAGE_ACCT_NAME']
storage_acct_key = os.environ['STORAGE_ACCT_KEY']
workspace_name = os.environ['AML_WORKSPACE_NAME']
resource_group = os.environ['RESOURCE_GROUP']
subscription_id = os.environ['SUBSCRIPTION_ID']
spn_credentials = {
'tenant_id': os.environ['TENANT_ID'],
'service_principal_id': os.environ['SPN_ID'],
'service_principal_password': os.environ['SPN_PASSWORD'],
}
aml_interface = AMLInterface(
spn_credentials, subscription_id, workspace_name, resource_group
)
def main():
workspace_name = os.environ['AML_WORKSPACE_NAME']
resource_group = os.environ['RESOURCE_GROUP']
subscription_id = os.environ['SUBSCRIPTION_ID']
spn_credentials = {
'tenant_id': os.environ['TENANT_ID'],
'service_principal_id': os.environ['SPN_ID'],
'service_principal_password': os.environ['SPN_PASSWORD'],
}
aml_interface = AMLInterface(spn_credentials, subscription_id,
workspace_name, resource_group)
experiment = get_experiment(aml_interface, AML_EXPERIMENT_NAME)
run_id = evaluate(experiment, 'F1_Score')
register_model(run_id, experiment)
def main():
workspace_name = os.environ['AML_WORKSPACE_NAME']
resource_group = os.environ['RESOURCE_GROUP']
subscription_id = os.environ['SUBSCRIPTION_ID']
spn_credentials = {
'tenant_id': os.environ['TENANT_ID'],
'service_principal_id': os.environ['SPN_ID'],
'service_principal_password': os.environ['SPN_PASSWORD'],
}
aml_interface = AMLInterface(
spn_credentials, subscription_id, workspace_name, resource_group
)
dataset,output_folder=get_test_data(aml_interface)
predict_env = set_env()
compute_target = aml_interface.workspace.compute_targets[COMPUTE_NAME]
parallel_run_config = ParallelRunConfig(
source_directory='.',
entry_script='score_parallel.py',
mini_batch_size='5MB',
error_threshold=1,
output_action='append_row',
append_row_file_name="iris_outputs_new.txt",
environment=predict_env,
compute_target=compute_target,
node_count=1,
run_invocation_timeout=600)
distributed_csv_iris_step = ParallelRunStep(
name='example-iris',
inputs=[dataset],
output=output_folder,
parallel_run_config=parallel_run_config,
#arguments=['--model_name', 'model_new.pkl'],
allow_reuse=True)
run_parallel(distributed_csv_iris_step,aml_interface)
def main():
workspace_name = os.environ['AML_WORKSPACE_NAME']
resource_group = os.environ['RESOURCE_GROUP']
subscription_id = os.environ['SUBSCRIPTION_ID']
spn_credentials = {
'tenant_id': os.environ['TENANT_ID'],
'service_principal_id': os.environ['SPN_ID'],
'service_principal_password': os.environ['SPN_PASSWORD'],
}
aml_interface = AMLInterface(spn_credentials, subscription_id,
workspace_name, resource_group)
scoring_script_path = os.path.join(__here__, 'score.py')
aml_env = Environment.get(workspace=aml_interface.workspace,
name=AML_ENV_NAME)
service_name = 'aml-pipeline-deploy-3'
inference_config = InferenceConfig(entry_script=scoring_script_path,
environment=aml_env)
deploy(aml_interface, inference_config, service_name)
def main():
dbname = os.environ['DBNAME']
user = os.environ['DBUSER']
host = os.environ['DBHOST']
password = os.environ['DBPASSWORD']
port = os.environ['DBPORT']
sslmode = os.environ['DBSSL']
#tenent_id=os.environ['TENANT_ID']
resource_group = os.environ['RESOURCE_GROUP']
subscription_id = os.environ['SUBSCRIPTION_ID']
workspace_name = os.environ['AML_WORKSPACE_NAME']
spn_credentials = {
'tenant_id': os.environ['TENANT_ID'],
'service_principal_id': os.environ['SPN_ID'],
'service_principal_password': os.environ['SPN_PASSWORD'],
}
aml_interface = AMLInterface(spn_credentials, subscription_id,
workspace_name, resource_group)
#conn_string="""host={0} user={1} dbname={2} password={3} port={4} sslmode={5}""".format(host, user, dbname, password, port, sslmode)
get_data(host, user, dbname, password, port, sslmode, aml_interface)