create endpoint

%%time

kmeans_endpoint = 'topic-kmeans-endpoint'
print(kmeans_endpoint)

create_endpoint_response = sm.create_endpoint(
    EndpointName = kmeans_endpoint,
    EndpointConfigName = kmeans_endpoint_config)
print(create_endpoint_response['EndpointArn'])

resp = sm.describe_endpoint(EndpointName = kmeans_endpoint)
status = resp['EndpointStatus']
print("Status: " + status)

sm.get_waiter('endpoint_in_service').wait(EndpointName = kmeans_endpoint)

resp = sm.describe_endpoint(EndpointName= kmeans_endpoint)
status = resp['EndpointStatus']
print("Arn: " + resp['EndpointArn'])
print("Status: " + status)

if status != 'InService':
    raise Exception('Endpoint creation did not succeed')