def save(bento_service, base_path=None, version=None, labels=None):
"""
Save and register the given BentoService via BentoML's built-in model management
system. BentoML by default keeps track of all the SavedBundle's files and metadata
in local file system under the $BENTOML_HOME(~/bentoml) directory. Users can also
configure BentoML to save their BentoService to a shared Database and cloud object
storage such as AWS S3.
:param bento_service: target BentoService instance to be saved
:param base_path: optional - override repository base path
:param version: optional - save with version override
:param labels: optional - user defined labels
:return: saved_path: file path to where the BentoService is saved
"""
logger.warning(
"`from bentoml import save` is being deprecated soon, use BentoService#save "
"and BentoService#save_to_dir instead.")
from bentoml.yatai.client import YataiClient
from bentoml.yatai.yatai_service import get_yatai_service
if base_path:
yatai_service = get_yatai_service(file_system_directory=base_path)
yatai_client = YataiClient(yatai_service)
else:
yatai_client = YataiClient()
return yatai_client.repository.upload(bento_service, version, labels)
def test_track_server_successful_delete(mock_deployment_store):
mock_deployment_store.return_value.get.return_value = mock_deployment_pb()
with patch('bentoml.yatai.yatai_service_impl.track') as mock:
mock.side_effect = mock_track_func
with patch('bentoml.yatai.yatai_service_impl.get_deployment_operator'
) as mock_get_deployment_operator:
mock_get_deployment_operator.side_effect = mock_get_operator_func()
yatai_service = get_yatai_service()
delete_request = MagicMock()
delete_request.deployment_name = MOCK_DEPLOYMENT_NAME
delete_request.namespace = MOCK_DEPLOYMENT_NAMESPACE
delete_request.force_delete = False
yatai_service.DeleteDeployment(delete_request)
event_name, properties = mock.call_args_list[0][0]
assert event_name == 'deployment-AZURE_FUNCTIONS-stop'
def get_yatai_client(yatai_url: str = None) -> "YataiClient":
"""
Args:
yatai_url (`str`):
Yatai Service URL address.
Returns:
:obj:`~YataiClient`, a python client to interact with :obj:`Yatai` gRPC server.
Example::
from bentoml.yatai.client import get_yatai_client
custom_url = 'https://remote.yatai:50050'
yatai_client = get_yatai_client(custom_url)
""" # noqa: E501
yatai_service = get_yatai_service(channel_address=yatai_url)
return YataiClient(yatai_service=yatai_service)
def get_yatai_client(yatai_service_channel_address=None):
"""
Args:
yatai_service_channel_address: String. Yatai Service URL address.
Returns:
YataiClient instance
Example:
>>> from bentoml.yatai.client import get_yatai_client
>>>
>>> remote_yatai_service_address = 'https://remote.yatai:50050'
>>> yatai_client = get_yatai_client(remote_yatai_service_address)
>>>
>>> local_yatai_client = get_yatai_client()
"""
yatai_service = get_yatai_service(channel_address=yatai_service_channel_address)
return YataiClient(yatai_service=yatai_service)
def save(bento_service, base_path=None, version=None):
"""
Save and register the given BentoService via BentoML's built-in model management
system. BentoML by default keeps track of all the SavedBundle's files and metadata
in local file system under the $BENTOML_HOME(~/bentoml) directory. Users can also
configure BentoML to save their BentoService to a shared Database and cloud object
storage such as AWS S3.
:param bento_service: target BentoService instance to be saved
:param base_path: optional - override repository base path
:param version: optional - save with version override
:return: saved_path: file path to where the BentoService is saved
"""
from bentoml.yatai.client import YataiClient
from bentoml.yatai.yatai_service import get_yatai_service
if base_path:
yatai_service = get_yatai_service(repo_base_url=base_path)
yatai_client = YataiClient(yatai_service)
else:
yatai_client = YataiClient()
return yatai_client.repository.upload(bento_service, version)
def __init__(self, yatai_service: Optional["YataiStub"] = None):
self.yatai_service = yatai_service if yatai_service else get_yatai_service(
)
self.bento_repository_api_client = None
self.deployment_api_client = None
def get_yatai_client(yatai_service_channel_address=None):
yatai_service = get_yatai_service(
channel_address=yatai_service_channel_address)
return YataiClient(yatai_service=yatai_service)