def add_attributes(self, attrs):
"""
Adds potentially multiple attributes to this dataset version.
Parameters
----------
attributes : dict of str to {None, bool, float, int, str, list, dict}
Attributes.
"""
# validate all keys first
for key in six.viewkeys(attrs):
_utils.validate_flat_key(key)
# build KeyValues
attribute_keyvals = []
for key, value in six.viewitems(attrs):
attribute_keyvals.append(
_CommonCommonService.KeyValue(
key=key,
value=_utils.python_to_val_proto(value,
allow_collection=True)))
Message = _DatasetVersionService.AddDatasetVersionAttributes
msg = Message(id=self.id, attributes=attribute_keyvals)
endpoint = "/api/v1/modeldb/dataset-version/addDatasetVersionAttributes"
self._update(msg, Message.Response, endpoint, "POST")
def del_attribute(self, key):
"""
Deletes the attribute with name `key` from this Model Version
Parameters
----------
key : str
Name of the attribute.
"""
_utils.validate_flat_key(key)
self._fetch_with_no_cache()
attributes = list(
filter(lambda attribute: attribute.key == key,
self._msg.attributes))
if attributes:
self._msg.attributes.remove(attributes[0])
self._update(self._msg, method="PUT")
def del_attribute(self, key):
"""
Deletes the attribute with name `key` from this dataset.
This method will not raise an error if the attribute does not exist.
Parameters
----------
key : str
Name of the attribute.
"""
_utils.validate_flat_key(key)
# build KeyValues
Message = _DatasetService.DeleteDatasetAttributes
msg = Message(id=self.id, attribute_keys=[key])
endpoint = "/api/v1/modeldb/dataset/deleteDatasetAttributes"
self._update(msg, Message.Response, endpoint, "DELETE")
def get_attribute(self, key):
"""
Gets the attribute with name `key` from this dataset.
Parameters
----------
key : str
Name of the attribute.
Returns
-------
one of {None, bool, float, int, str}
Value of the attribute.
"""
_utils.validate_flat_key(key)
attributes = self.get_attributes()
try:
return attributes[key]
except KeyError:
six.raise_from(KeyError("no attribute found with key {}".format(key)), None)
def add_attributes(self, attrs, overwrite=False):
"""
Adds potentially multiple attributes to this Model Version.
Parameters
----------
attrs : dict of str to {None, bool, float, int, str, list, dict}
Attributes.
overwrite : bool, default False
Whether to allow overwriting an existing attribute with key `key`.
"""
# validate all keys first
for key in six.viewkeys(attrs):
_utils.validate_flat_key(key)
# convert data_types to dicts
for key, value in attrs.items():
if isinstance(value, data_types._VertaDataType):
attrs[key] = value._as_dict()
# build KeyValues
attribute_keyvals = []
existing_attrs = self.get_attributes()
for key, value in six.viewitems(attrs):
if key in existing_attrs and not overwrite:
warnings.warn("skipping attribute {} which already exists;"
" set `overwrite=True` to overwrite".format(key))
continue
attribute_keyvals.append(
_CommonCommonService.KeyValue(
key=key,
value=_utils.python_to_val_proto(value,
allow_collection=True),
))
self._update(self.ModelVersionMessage(attributes=attribute_keyvals))