def __deploy_model(self):
service_name = self.__args.service_name
model = Model(self.__ws, self.__args.model_name)
explainer_model = Model(self.__ws, self.__args.explainer_model_name)
myenv = Environment.from_conda_specification(
name=self.__config.get('DEPLOY', 'ENV_NAME'),
file_path=self.__config.get('DEPLOY', 'ENV_FILE_PATH'))
inference_config = InferenceConfig(
entry_script=self.__config.get('DEPLOY', 'SCORE_PATH'),
environment=myenv,
source_directory=self.__config.get('DEPLOY',
'DEPENDENCIES_DIRECTORY'))
if not self.__args.update_deployment:
deployment_config = AciWebservice.deploy_configuration(
cpu_cores=self.__config.getint('DEPLOY', 'ACI_CPU'),
memory_gb=self.__config.getint('DEPLOY', 'ACI_MEM'),
collect_model_data=True,
enable_app_insights=True)
service = Model.deploy(self.__ws, service_name,
[model, explainer_model], inference_config,
deployment_config)
else:
service = AciWebservice(self.__ws, service_name)
service.update(models=[model, explainer_model],
inference_config=inference_config)
service.wait_for_deployment(show_output=True)
print(service.state)
print(service.get_logs())
auth_enabled=aci_settings["auth_enabled"],
ssl_enabled=aci_settings["ssl_enabled"],
ssl_cert_pem_file=aci_settings["ssl_cert_pem_file"],
ssl_key_pem_file=aci_settings["ssl_key_pem_file"],
ssl_cname=aci_settings["ssl_cname"],
enable_app_insights=aci_settings["enable_app_insights"],
dns_name_label=aci_settings["dns_name_label"])
# Deploying dev web service from image
dev_service = Webservice.deploy_from_image(workspace=ws,
name=aci_settings["name"],
image=image,
deployment_config=aci_config)
# Show output of the deployment on stdout
dev_service.wait_for_deployment(show_output=True)
print("State of Service: {}".format(dev_service.state))
# Checking status of web service
print("Checking status of ACI Dev Deployment")
if dev_service.state != "Healthy":
raise Exception(
"Dev Deployment on ACI failed with the following status: {} and logs: \n{}"
.format(dev_service.state, dev_service.get_logs()))
# Testing ACI web service
print("Testing ACI web service")
test_sample = test_functions.get_test_data_sample()
print("Test Sample: ", test_sample)
test_sample_encoded = bytes(test_sample, encoding='utf8')
try:
print('{}(v.{} [{}]) stored at {} with build log {}'.format(
image.name, image.version, image.creation_state, image.image_location,
image.image_build_log_uri))
aciconfig = AciWebservice.deploy_configuration(
cpu_cores=1,
memory_gb=1,
tags={'area': "visual object classificiation"},
description='A sample description')
aci_service_name = 'aciwebservice' + datetime.datetime.now().strftime('%m%d%H')
try:
service = AciWebservice(ws, aci_service_name)
service.delete()
except Exception as e:
print(e)
pass
service = Webservice.deploy_from_image(deployment_config=aciconfig,
image=image,
name=aci_service_name,
workspace=ws)
service.wait_for_deployment()
# print(service.get_logs())
print('Deployed ACI Webservice: {} \nWebservice Uri: {}'.format(
service.name, service.scoring_uri))
