def post(self): values = request.get_json() networks = send_message(service_name="get_networks_names", data="", logger=logger, config=read_config()) if values["name"] not in networks['Networks']: response = { "Message": f"Network {values['name']} not found." } return prepare_response(response, 200) network_details = send_message(service_name="get_network_details", data={'name': values["name"]}, logger=logger, config=read_config()) if not network_details["Compiled"]: response = { "Message": f"Network {values['name']} need to be compiled." } return prepare_response(response, 200) response = send_message(service_name="train_network", data=values, logger=logger, config=read_config()) return prepare_response(response, 200)
def post(self): values = request.json response = send_message(service_name="new_network", data=values, logger=logger, config=read_config()) return prepare_response(response, 200)
def post(self): values = request.get_json() networks = send_message(service_name="get_networks_names", data="", logger=logger, config=read_config()) if values["name"] not in networks['Networks']: response = { "Message": f"Network {values['name']} not found." } return prepare_response(response, 200) response = send_message(service_name="evaluate_network", data=values, logger=logger, config=read_config()) return prepare_response(response, 200)
def get(self): response = send_message(service_name="health_check", data="", logger=logger, config=read_config()) response = { "Message": response } return prepare_response(response, 200)
def post(self, name: str, file_extension: str): args = upload_parser.parse_args() uploaded_file = args['file'] file_name = f"{name}.{file_extension}" uploaded_file.save(f"{name}.{file_extension}") response = send_message(service_name="add_data_source", data={'file_name': file_name}, logger=logger, config=read_config()) return prepare_response(response, 200)
def get(self, name: str): history = send_message(service_name="get_network_history", data={'name': name}, logger=logger, config=read_config()) history = history["History"] history = json.loads(history) loss = list(history['loss'].values()) val_loss = list(history['val_loss'].values()) epochs = range(len(loss)) plt_html = mpld3.fig_to_html(plot(epochs=epochs, train_values=loss, validation_values=val_loss, metric="Loss")) headers = {'Content-Type': 'text/html'} return make_response(plt_html, 200, headers)
def get(self): response = send_message(service_name="get_data_sources", data="", logger=logger, config=read_config()) return prepare_response(response, 200)
def get(self, name: str): response = send_message(service_name="get_network_history", data={'name': name}, logger=logger, config=read_config()) return prepare_response(response, 200)