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)
