trying to dockerize this flask app… running the following
docker build --tag flask-website .
works, output successfully built, successfully tagged.
edit: the next command works
$ docker run --publish 5000:5000 flask-website
* Environment: production
WARNING: This is a development server. Do not use it in a production deployment.
Use a production WSGI server instead.
* Debug mode: off
ok, so then I run curl localhost:5000
which gives this error
curl: (7) Failed to connect to localhost port 5000: Connection refused
ok straight forward enough, so then I try this
docker-compose up
and this results
Creating network "app_default" with the default driver
Creating app_web_1 done
Attaching to app_web_1
web_1 | * Environment: production
web_1 | WARNING: This is a development server. Do not use it in a production deployment.
web_1 | Use a production WSGI server instead.
web_1 | * Debug mode: off
however trying to navigate to localhost:5000 I get
This site can’t be reachedThe webpage at http://localhost:5000/
might be temporarily down or it may have moved permanently
to a new web address.
ERR_SOCKET_NOT_CONNECTED
directory structure looks like this
├──app_folder/
└── app/
| ├── static/
| | └── css/
| | └──app.css
| | └── js/
| | └──app.js
| └── templates/
| | └── app.html
| | └── subapp.html
| | └── subapp1.html
| | └── subapp2.html
| | └── subapp3.html
| └── app.py
| └── util.py
| └── pickle_file.pickle
| └── requirements.txt
| └── Dockerfile
| └── Makefile
| └── docker-compose.yml
dockerfile looks like this
FROM python:3.8
ENV PYTHONUNBUFFERED=1
WORKDIR /
COPY requirements.txt requirements.txt
COPY . .
RUN pip install -r requirements.txt
# EXPOSE 5000
CMD [ "python", "-m" , "flask", "run", "--host=0.0.0.0"]
I had tried with EXPOSE 5000 uncommented and commented, making no difference
I also updated the directory structure and dockerfile, which got rid of the command line error I was seeing
docker-compose looks like this
version: "3.7"
services:
web:
image: flask-website:latest
ports:
- 5000:5000
I tried with the dockerfile, docker-compose, makefile, and requirements outside of the app directory and a slightly modified dockerfile on the WORKDIR line, that resulted in this error
Error: Failed to find Flask application or factory in module "app". Use "FLASK_APP=app:name to specify one.
not sure what else to try? I can run it locally with python -m flask run
, but I cannot seem to dockerize it, seems like this should not be this difficult?
for completeness sake, app.py looks like this
from flask import Flask, request, jsonify
from flask import render_template, redirect
import json
import util
app = Flask(__name__, template_folder="templates", static_folder="static")
@app.route("/", methods=["GET", "POST"])
def index():
return render_template("app.html")
@app.route("/predict_home_price", methods=["GET", "POST"])
def make_prediction():
x = request.form["x"]
y = float(request.form["y"]
response = jsonify(
{
"prediction": util.prediction(x, y)
}
)
response.headers.add("Access-Control-Allow-Origin", "*")
return response
if __name__ == "__main__":
from waitress import serve
serve(app, host="0.0.0.0", port=5000)
util.py looks like this
import pickle
import pandas as pd
from scipy.special import inv_boxcox
# to run locally uncomment out the following
# with open("/path/to/pickle/app/pickle_mod.pickle", "rb") as f:
# to run in docker use the following
with open("app/pickle_mod.pickle", "rb") as f:
__model = pickle.load(f)
def prediction(x, y):
lambs = 0.205
a = [[x, y]]
cols = ["x", "y"]
my_data = pd.DataFrame(data=a, columns=cols)
pred = inv_boxcox(__model.predict(my_data)[0], lambs)
return f"${round(pred)}"
if __name__ == "__main__":
print(prediction(5, 4))
I have also tried both ways with the pickle import in util, same result – I thought because I was building it in a docker container that the second import was correct
I have also tried this block for app.run as well with the same result
if __name__ == "__main__":
app.run()
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Answer
ok the following changes were required to get this image to build and the container to run
dockerfile:
FROM python:3.8
WORKDIR /
COPY requirements.txt requirements.txt
RUN pip install -r requirements.txt
COPY . .
EXPOSE 5000
ENTRYPOINT ["python", "./app.py"]
then the following change to the main application app.py
if __name__ == "__main__":
app.run(debug=True, host='0.0.0.0')
then to util.py, which had an error I did not see until running docker run [TAG]
with open("pickle_mod.pickle", "rb") as f:
__model = pickle.load(f)
then run docker build -t [TAG] .
then run docker-compose up
then navigate to localhost listening on port 5000 and there is the running container