Cant create conda env in dockerfile

泄露秘密 提交于 2020-02-20 09:04:07

问题


I have an environment.yml in my applications folder

I have this in my dockerfile:

RUN conda env create
RUN source activate myenvfromymlfile

When I run the container though the env is not activated. If I do conda env list Is see /opt/conda is activated:

root@9c7181cf86aa:/app# conda env list
# conda environments:
#
myenvfromymlfile         /opt/conda/envs/myenvfromymlfile
root                  *  /opt/conda

If I attach to the container I can manually run source activate myenvfromymlfile and it works, but why doesn't that work in the RUN directive??

In examples, I see this often in dockerfiles that require conda:

CMD [ "source activate your-environment && exec python application.py" ]

Can someone explain why it is necessary to use && to make it a single command? And why running "source activate" in a RUN directive does not work? I want to have my dockerfile look like this:

RUN conda env create
RUN source activate myenvfromymlfile
ENTRYPOINT ["python"]
CMD ["application.py"]

回答1:


Consider the below Dockerfile

RUN conda env create
RUN source activate myenvfromymlfile
ENTRYPOINT ["python"]
CMD ["application.py"]

Statement #1 conda env create. Create the environment and changes files on the disk.

Statement #2 source activate myenvfromymlfile. Loads some stuff in the bash sessions. No disk changes done here

Statement #3 and #4 specifies what happens when you run the container

ENTRYPOINT ["python"]
CMD ["application.py"]

So now when you run the container. Anything that you did in step#2 is not there, because a shell was launched to run step #2, when it completed the shell was closed. Now when you run the image a new shell is started and it is brand new shell with now no knowledge that in past inside your dockerfile you ran source activate myenvfromymlfile

Now you want to run this application.py in the environment you created. The default shell of docker is sh -c. So when you set CMD as below

CMD [ "source activate your-environment && exec python application.py" ]

The final command executed at start of container becomes

sh -c "source activate your-environment && exec python application.py"

Which activates the environment in current shell and then runs your program.



来源:https://stackoverflow.com/questions/46695949/cant-create-conda-env-in-dockerfile

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