def destroy_job():
secret = request.args.get('secret')
job = self.get_submitted_job(secret)
if job is not None and not job.running():
with self.mutex:
model = self.jobs[secret].get_trained_model()
history = self.jobs[secret].get_history()
model = pickle_object(
serialize_keras_model(model)).encode('hex_codec')
history = pickle_object(history).encode('hex_codec')
d = {}
d['model'] = model
d['history'] = history
del self.jobs[secret]
return json.dumps(d), 200
return '', 400
def send(self, address):
data = {}
data['secret'] = self.secret
data['job_name'] = self.job_name
data['num_executors'] = self.num_executors
data['num_processes'] = self.num_processes
data['data_path'] = self.data_path
data['trainer'] = pickle_object(self.trainer).encode('hex_codec')
request = urllib2.Request(address + "/api/submit")
request.add_header('Content-Type', 'application/json')
urllib2.urlopen(request, json.dumps(data))
self.address = address
self.start()
def serialize(self):
return pickle_object(self)
def serialize_trainer(self):
trainer = pickle_object(self.trainer)
home = expanduser("~")
with open(home + "/trainers/" + self.secret, "w") as f:
f.write(trainer)
def serialize(self):
return pickle_object(self)