I have got the following Docker file
FROM jupyter/scipy-notebook
COPY . ./work
RUN pip install -r ./work/requirements.txt
WORKDIR /work
CMD ["python", "./work/append_dependencies.py"]
and the following docker-compose.yml
version: '3.7'
networks:
george:
services:
jupyter:
build: .
image: jupyter/datascience-notebook:r-4.0.3
environment:
- JUPYTER_TOKEN=password
- JUPYTER_ENABLE_LAB=yes
volumes:
- .:/home/jovyan/work
- ./notebooks:/home/jovyan/work
- ./src:/home/jovyan/work
ports:
- 7777:8888
container_name: almond_analysis
networks:
- george
The project structure is:
almond_analysis:
notebooks:
data_exploration.ipynb
src:
__init__.py
plots.py
.gitignore
docker-compose.yml
Dockerfile
README.md
requirements.txt
setup.py
The file append_dependencies.py
looks like this:
import sys
sys.path.append("/home/jovyan/work")
What I would like to do is execute the file append_dependencies.py
automatically after I type docker compose up -d --build
. Right now, after I build and run my container (with docker compose up -d --build
), the container crashes, i.e. after I type docker ps
I get the following output:
CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES
I tried changing CMD
to ENTRYPOINT
but the result was the same.
Does anyone know how to execute append_dependencies.py
right after I build the container with docker compose up -d --build
?
CodePudding user response:
All Docker containers have a PID 0 process, or the root process of that container. As soon as that process ends, the container exits. In this case, the Jupyter Scipy Docker container comes with a default PID 0 process that starts up the notebook server. But in your Dockerfile, by specifying the append_dependencies file as your CMD/Entrypoint, Docker is using that as the PID 0 process. Thus, as soon as that process ends (after it executes the path append), the container exits (or crashes, as you say). You overwrote the default behavior.
Also, because you are just running that script, the append wouldn't persist throughout anything else you do on that container. sys.path.append
only applies to the current session being run. The easiest way to do this is to set the PYTHONPATH
environment variable, which is read by all processes.
Add this to your Dockerfile (above the entrypoint):
ENV PYTHONPATH "${PYTHONPATH}:/home/jovyan/work"
Then, remove the ENTRYPOINT/CMD from your code (using the default one in the image).
Hope this helps!
CodePudding user response:
Your WORKDIR is /work, so you can try CMD ["python", "append_dependencies.py"]