def create_anomaly_score(self, anomaly, input_data=None,
args=None, wait_time=3, retries=10):
"""Creates a new anomaly score.
"""
anomaly_id = None
resource_type = get_resource_type(anomaly)
if resource_type == ANOMALY_PATH:
anomaly_id = get_anomaly_id(anomaly)
check_resource(anomaly_id,
query_string=TINY_RESOURCE,
wait_time=wait_time, retries=retries,
raise_on_error=True, api=self)
else:
raise Exception("An anomaly detector id is needed to create an"
" anomaly score. %s found." % resource_type)
if input_data is None:
input_data = {}
create_args = {}
if args is not None:
create_args.update(args)
create_args.update({
"input_data": input_data})
create_args.update({
"anomaly": anomaly_id})
body = json.dumps(create_args)
return self._create(self.anomaly_score_url, body,
verify=self.verify)
def create_anomaly_score(self,
anomaly,
input_data=None,
args=None,
wait_time=3,
retries=10):
"""Creates a new anomaly score.
"""
anomaly_id = None
resource_type = get_resource_type(anomaly)
if resource_type == ANOMALY_PATH:
anomaly_id = get_anomaly_id(anomaly)
check_resource(anomaly_id,
query_string=TINY_RESOURCE,
wait_time=wait_time,
retries=retries,
raise_on_error=True,
api=self)
else:
raise Exception("An anomaly detector id is needed to create an"
" anomaly score. %s found." % resource_type)
if input_data is None:
input_data = {}
create_args = {}
if args is not None:
create_args.update(args)
create_args.update({"input_data": input_data})
create_args.update({"anomaly": anomaly_id})
body = json.dumps(create_args)
return self._create(self.anomaly_score_url, body, verify=self.verify)
def get_anomaly(self,
anomaly,
query_string='',
shared_username=None,
shared_api_key=None):
"""Retrieves an anomaly detector.
The anomaly parameter should be a string containing the
anomaly id or the dict returned by create_anomaly.
As the anomaly detector is an evolving object that is processed
until it reaches the FINISHED or FAULTY state, the function will
return a dict that encloses the model values and state info
available at the time it is called.
If this is a shared anomaly detector, the username and sharing api
key must also be provided.
"""
check_resource_type(anomaly,
ANOMALY_PATH,
message="A anomaly id is needed.")
anomaly_id = get_anomaly_id(anomaly)
if anomaly_id:
return self._get("%s%s" % (self.url, anomaly_id),
query_string=query_string,
shared_username=shared_username,
shared_api_key=shared_api_key)
def delete_anomaly(self, anomaly):
"""Deletes an anomaly detector.
"""
check_resource_type(anomaly, ANOMALY_PATH,
message="An anomaly detector id is needed.")
anomaly_id = get_anomaly_id(anomaly)
if anomaly_id:
return self._delete("%s%s" % (self.url, anomaly_id))
def delete_anomaly(self, anomaly):
"""Deletes an anomaly detector.
"""
check_resource_type(anomaly, ANOMALY_PATH,
message="An anomaly detector id is needed.")
anomaly_id = get_anomaly_id(anomaly)
if anomaly_id:
return self._delete("%s%s" % (self.url, anomaly_id))
def update_anomaly(self, anomaly, changes):
"""Updates an anomaly detector.
"""
check_resource_type(anomaly, ANOMALY_PATH,
message="An anomaly detector id is needed.")
anomaly_id = get_anomaly_id(anomaly)
if anomaly_id:
body = json.dumps(changes)
return self._update("%s%s" % (self.url, anomaly_id), body)
def update_anomaly(self, anomaly, changes):
"""Updates an anomaly detector.
"""
check_resource_type(anomaly, ANOMALY_PATH,
message="An anomaly detector id is needed.")
anomaly_id = get_anomaly_id(anomaly)
if anomaly_id:
body = json.dumps(changes)
return self._update("%s%s" % (self.url, anomaly_id), body)
def get_anomaly(self, anomaly, query_string='',
shared_username=None, shared_api_key=None):
"""Retrieves an anomaly detector.
The anomaly parameter should be a string containing the
anomaly id or the dict returned by create_anomaly.
As the anomaly detector is an evolving object that is processed
until it reaches the FINISHED or FAULTY state, the function will
return a dict that encloses the model values and state info
available at the time it is called.
If this is a shared anomaly detector, the username and sharing api
key must also be provided.
"""
check_resource_type(anomaly, ANOMALY_PATH,
message="A anomaly id is needed.")
anomaly_id = get_anomaly_id(anomaly)
if anomaly_id:
return self._get("%s%s" % (self.url, anomaly_id),
query_string=query_string,
shared_username=shared_username,
shared_api_key=shared_api_key)
