def deploy(self,
deployment=None,
start_server=True,
scale=1,
input_names=None,
output_names=None,
verbose=True):
"""Deploys the model
# Arguments:
deployment: `Deployment` instance.
start_server: boolean. If `True`, the service is immedietely started.
scale: integer. Scale-out for deployment.
input_names: list of strings. Input variable names of the model.
output_names: list of strings. Output variable names of the model.
verbose: boolean. If `True`, api response will be printed.
# Returns:
`Service` instance.
"""
if not deployment:
deployment = skil.Deployment(skil=self.skil, name=self.name)
uris = [
"{}/model/{}/default".format(deployment.name, self.name),
"{}/model/{}/v1".format(deployment.name, self.name)
]
if not self.service:
deploy_model_request = skil_client.ImportModelRequest(
name=self.name,
scale=scale,
file_location=self.model_path,
model_type="model",
uri=uris,
input_names=input_names,
output_names=output_names)
# TODO: why ".response"? Doesn't make sense.
self.deployment = deployment.response
models = self.skil.api.models(self.deployment.id)
deployed_model = [m for m in models if m.name == self.name]
if deployed_model:
self.model_deployment = deployed_model[0]
else:
self.model_deployment = self.skil.api.deploy_model(
self.deployment.id, deploy_model_request)
if verbose:
self.skil.printer.pprint(self.model_deployment)
self.service = Service(self.skil, self, self.deployment,
self.model_deployment)
if start_server:
self.service.start()
return self.service
def deploy(self,
deployment=None,
start_server=True,
scale=1,
input_names=None,
output_names=None,
verbose=True):
if not deployment:
deployment = skil.Deployment(skil=self.skil, name=self.name)
uris = [
"{}/model/{}/default".format(deployment.name, self.name),
"{}/model/{}/v1".format(deployment.name, self.name)
]
deploy_model_request = skil_client.ImportModelRequest(
name=self.name,
scale=scale,
file_location=self.model_path,
model_type="model",
uri=uris,
input_names=input_names,
output_names=output_names)
self.deployment = deployment.response
self.model_deployment = self.skil.api.deploy_model(
self.deployment.id, deploy_model_request)
if verbose:
self.skil.printer.pprint(self.model_deployment)
service = Service(self.skil, self.name, self.deployment,
self.model_deployment)
if start_server:
service.start()
return service