def create_topic_distribution(self, topic_model, input_data=None,
args=None, wait_time=3, retries=10):
"""Creates a new topic distribution.
"""
topic_model_id = get_topic_model_id(topic_model)
if topic_model_id is not None:
check_resource(topic_model_id,
query_string=TINY_RESOURCE,
wait_time=wait_time, retries=retries,
raise_on_error=True, api=self)
else:
resource_type = get_resource_type(topic_model)
raise Exception("A topic model id is needed to create a"
" topic distribution. %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,
"topicmodel": topic_model_id})
body = json.dumps(create_args)
return self._create(self.topic_distribution_url, body,
verify=self.verify_prediction)
def get_topic_model(self,
topic_model,
query_string='',
shared_username=None,
shared_api_key=None):
"""Retrieves a Topic Model.
The topic_model parameter should be a string containing the
topic model ID or the dict returned by create_topic_model.
As the topic model is an evolving object that is processed
until it reaches the FINISHED or FAULTY state, the function will
return a dict that encloses the topic model values and state info
available at the time it is called.
If this is a shared topic model, the username and sharing api key
must also be provided.
"""
check_resource_type(topic_model,
TOPIC_MODEL_PATH,
message="A Topic Model id is needed.")
topic_model_id = get_topic_model_id(topic_model)
if topic_model_id:
return self._get("%s%s" % (self.url, topic_model_id),
query_string=query_string,
shared_username=shared_username,
shared_api_key=shared_api_key)
def delete_topic_model(self, topic_model):
"""Deletes a Topic Model.
"""
check_resource_type(topic_model, TOPIC_MODEL_PATH,
message="A topic model id is needed.")
topic_model_id = get_topic_model_id(topic_model)
if topic_model_id:
return self._delete("%s%s" % (self.url, topic_model_id))
def delete_topic_model(self, topic_model):
"""Deletes a Topic Model.
"""
check_resource_type(topic_model, TOPIC_MODEL_PATH,
message="A topic model id is needed.")
topic_model_id = get_topic_model_id(topic_model)
if topic_model_id:
return self._delete("%s%s" % (self.url, topic_model_id))
def update_topic_model(self, topic_model, changes):
"""Updates a Topic Model.
"""
check_resource_type(topic_model, TOPIC_MODEL_PATH,
message="A topic model id is needed.")
topic_model_id = get_topic_model_id(topic_model)
if topic_model_id:
body = json.dumps(changes)
return self._update("%s%s" % (self.url, topic_model_id), body)
def update_topic_model(self, topic_model, changes):
"""Updates a Topic Model.
"""
check_resource_type(topic_model, TOPIC_MODEL_PATH,
message="A topic model id is needed.")
topic_model_id = get_topic_model_id(topic_model)
if topic_model_id:
body = json.dumps(changes)
return self._update("%s%s" % (self.url, topic_model_id), body)
def get_topic_model(self, topic_model, query_string='',
shared_username=None, shared_api_key=None):
"""Retrieves a Topic Model.
The topic_model parameter should be a string containing the
topic model ID or the dict returned by create_topic_model.
As the topic model is an evolving object that is processed
until it reaches the FINISHED or FAULTY state, the function will
return a dict that encloses the topic model values and state info
available at the time it is called.
If this is a shared topic model, the username and sharing api key
must also be provided.
"""
check_resource_type(topic_model, TOPIC_MODEL_PATH,
message="A Topic Model id is needed.")
topic_model_id = get_topic_model_id(topic_model)
if topic_model_id:
return self._get("%s%s" % (self.url, topic_model_id),
query_string=query_string,
shared_username=shared_username,
shared_api_key=shared_api_key)
def create_topic_distribution(self,
topic_model,
input_data=None,
args=None,
wait_time=3,
retries=10):
"""Creates a new topic distribution.
"""
topic_model_id = get_topic_model_id(topic_model)
if topic_model_id is not None:
check_resource(topic_model_id,
query_string=TINY_RESOURCE,
wait_time=wait_time,
retries=retries,
raise_on_error=True,
api=self)
else:
resource_type = get_resource_type(topic_model)
raise Exception("A topic model id is needed to create a"
" topic distribution. %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,
"topicmodel": topic_model_id
})
body = json.dumps(create_args)
return self._create(self.topic_distribution_url,
body,
verify=self.verify_prediction)