I would like to make a Flask API running into docker with a conda environment.
It seems that I can install the conda environment from the .yml file.
But I can't run the app when I do docker run.
I just have errors about files that do not exist
exec source activate flask_env && python app.py failed: No such file or directory
The flask API is based on a simple example:
from flask import Flask, jsonify
app = Flask(__name__)
@app.route('/', methods=['GET'])
def hello_world():
return jsonify({'message': 'Hello World'})
@app.route('/test', methods=['GET'])
def test():
return jsonify({'test': 'test'})
if __name__ == "__main__":
app.run(debug=True) # remember to set debug to False
The Dockerfile is:
FROM continuumio/miniconda3:latest
WORKDIR /app
# Install myapp requirements
COPY environment.yml /app/environment.yml
RUN conda config --add channels conda-forge \
&& conda env create -n myapp -f environment.yml \
&& rm -rf /opt/conda/pkgs/*
# Copy all files after to avoid rebuild the conda env each time
COPY . /app/
# activate the myapp environment
ENV PATH /opt/conda/envs/myapp/bin:$PATH
# Launch the API
CMD [ "source activate flask_env && python app.py" ]
And the environment file is:
name: myapp
channels:
- conda-forge
- defaults
dependencies:
- flask=1.0.2
- python=3.7.3
I tried a lot of thing but I can't make it works. Did I miss something ?
Thank you
See this:
The CMD instruction has three forms:
CMD ["executable","param1","param2"] (exec form, this is the preferred form)
CMD ["param1","param2"] (as default parameters to ENTRYPOINT)
CMD command param1 param2 (shell form)
Here, you CMD
is used as parameters of ENTRYPOINT
(see this), so you have to use next format:
CMD ["param1","param2"] (as default parameters to ENTRYPOINT)
But, your command have &&
in it, so you have to enable shell in json format. So for your case, this could be next, FYI:
CMD ["bash", "-c", "source activate flask_env && python app.py"]