elizabethts / deploy-mlm-flask-heroku Goto Github PK

My model takes website url as input and predicts its category and give the output as category name. when i am trying to pass

data = {"url" : "www.google.com"}

I get response as 400

And also my model takes list as input

For example it takes model.predict(['www.google.com'])

so in the app.py file how should I pass my function.

currently it is
`def predict():
# get data
data = request.get_json(force=True)

# convert data into dataframe
#data = data.update(data.items())
#data_df = pd.DataFrame.from_dict(data)

# predictions
result = model.predict([data])

# send back to browser
output = {'results': (result)}

# return data
return jsonify(results=output)`

Thanks.

My flask app is deployed successfully on heroku but as soon as I am trying to make a post request to the server on heroku it is giving me an error . The logs are attached below. Can you please help me with this?

2020-03-05T09:21:49.428537+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/util.py", line 350, in import_app
2020-03-05T09:21:49.428537+00:00 app[web.1]: import(module)
2020-03-05T09:21:49.428537+00:00 app[web.1]: File "/app/app.py", line 35, in
2020-03-05T09:21:49.428538+00:00 app[web.1]: model = pickle.load(open('model.pkl
','rb'))
2020-03-05T09:21:49.428538+00:00 app[web.1]: ModuleNotFoundError: No module name
d 'sklearn.linear_model.logistic'
2020-03-05T09:21:49.429456+00:00 app[web.1]: [2020-03-05 09:21:49 +0000] [10] [I
NFO] Worker exiting (pid: 10)
2020-03-05T09:21:49.592805+00:00 app[web.1]: Traceback (most recent call last):
2020-03-05T09:21:49.592814+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/arbiter.py", line 210, in run
2020-03-05T09:21:49.593114+00:00 app[web.1]: self.sleep()
2020-03-05T09:21:49.593117+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/arbiter.py", line 360, in sleep
2020-03-05T09:21:49.593345+00:00 app[web.1]: ready = select.select([self.PIPE[0]
], [], [], 1.0)
2020-03-05T09:21:49.593348+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/arbiter.py", line 245, in handle_chld
2020-03-05T09:21:49.593476+00:00 app[web.1]: self.reap_workers()
2020-03-05T09:21:49.593479+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/arbiter.py", line 525, in reap_workers
2020-03-05T09:21:49.593721+00:00 app[web.1]: raise HaltServer(reason, self.WORKE
R_BOOT_ERROR)
2020-03-05T09:21:49.593765+00:00 app[web.1]: gunicorn.errors.HaltServer: <HaltSe
rver 'Worker failed to boot.' 3>
2020-03-05T09:21:49.593769+00:00 app[web.1]:
2020-03-05T09:21:49.593769+00:00 app[web.1]: During handling of the above except
ion, another exception occurred:
2020-03-05T09:21:49.593769+00:00 app[web.1]:
2020-03-05T09:21:49.593772+00:00 app[web.1]: Traceback (most recent call last):
2020-03-05T09:21:49.593803+00:00 app[web.1]: File "/app/.heroku/python/bin/gunic
orn", line 8, in
2020-03-05T09:21:49.593928+00:00 app[web.1]: sys.exit(run())
2020-03-05T09:21:49.593932+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/app/wsgiapp.py", line 61, in run
2020-03-05T09:21:49.594073+00:00 app[web.1]: WSGIApplication("%(prog)s [OPTIONS]
[APP_MODULE]").run()
2020-03-05T09:21:49.594077+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/app/base.py", line 223, in run
2020-03-05T09:21:49.594254+00:00 app[web.1]: super(Application, self).run()
2020-03-05T09:21:49.594255+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/app/base.py", line 72, in run
2020-03-05T09:21:49.594389+00:00 app[web.1]: Arbiter(self).run()
2020-03-05T09:21:49.594393+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/arbiter.py", line 232, in run
2020-03-05T09:21:49.594560+00:00 app[web.1]: self.halt(reason=inst.reason, exit
status=inst.exit_status)
2020-03-05T09:21:49.594564+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/arbiter.py", line 345, in halt
2020-03-05T09:21:49.594782+00:00 app[web.1]: self.stop()
2020-03-05T09:21:49.594786+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/arbiter.py", line 393, in stop
2020-03-05T09:21:49.595007+00:00 app[web.1]: time.sleep(0.1)
2020-03-05T09:21:49.595008+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/arbiter.py", line 245, in handle_chld
2020-03-05T09:21:49.595178+00:00 app[web.1]: self.reap_workers()
2020-03-05T09:21:49.595179+00:00 app[web.1]: File "/app/.heroku/python/lib/pytho
n3.6/site-packages/gunicorn/arbiter.py", line 525, in reap_workers
2020-03-05T09:21:49.595416+00:00 app[web.1]: raise HaltServer(reason, self.WORKE
R_BOOT_ERROR)
2020-03-05T09:21:49.595445+00:00 app[web.1]: gunicorn.errors.HaltServer: <HaltSe
rver 'Worker failed to boot.' 3>
2020-03-05T09:21:49.709280+00:00 heroku[web.1]: State changed from up to crashed

2020-03-05T09:21:49.690064+00:00 heroku[web.1]: Process exited with status 1
2020-03-05T09:22:17.508663+00:00 heroku[router]: at=error code=H10 desc="App cra
shed" method=GET path="/" host=titanic-app-predictions.herokuapp.com request_id=
9af1c638-4c7e-4eab-ae1f-3a3f4018f71e fwd="103.251.141.154" dyno= connect= servic
e= status=503 bytes= protocol=https