I am trying to create a docker container that has anaconda and supports Jupyter notebooks with both python 2 and 3. I created a container based on the official anaconda python 3 container like so:
FROM continuumio/anaconda3:latest
WORKDIR /app/
COPY requirements.txt /app/
RUN pip install --upgrade pip && \
pip install -r requirements.txt
Once on the container, I am able to get python 2 and 3 working with Jupyter notebooks by entering the following commands:
conda create -y -n py2 python=2.7
conda activate py2
conda install -y notebook ipykernel
ipython kernel install --user
conda deactivate
Then when I go back to base and run jupyter kernelspec list
I see:
(base) root@1683850aacf0:/app# jupyter kernelspec list
Available kernels:
python2 /root/.local/share/jupyter/kernels/python2
python3 /root/.local/share/jupyter/kernels/python3
and when I open a jupyter notebook server I see both python 2 and 3 options. This is the state that I would like to end up in. I tried to turn all these into docker commands like so:
RUN conda create -y -n py2 python=2.7
RUN conda activate py2
RUN conda install -y notebook ipykernel
RUN ipython kernel install --user
RUN conda deactivate
but running the command to activate or deactivate ( RUN conda activate py2
) a conda environment gives me an error:
CommandNotFoundError: Your shell has not been properly configured to use 'conda activate'.
To initialize your shell, run
$ conda init <SHELL_NAME>
Currently supported shells are:
- bash
- fish
- tcsh
- xonsh
- zsh
- powershell
Adding RUN conda init bash
before the commands doesn't change the error message.
Also, based on this SO question I tried:
RUN conda create -y -n py3 python=3.7 ipykernel
RUN conda create -y -n py2 python=2.7 ipykernel
but after I build and enter the container I only see the python 3 environment:
(base) root@b301d8ab5f1e:/app# jupyter kernelspec list
Available kernels:
python3 /opt/conda/share/jupyter/kernels/python3
I can activate py2 and see that kernel, but not both:
(py2) root@b301d8ab5f1e:/app# jupyter kernelspec list
Available kernels:
python2 /opt/conda/envs/py2/share/jupyter/kernels/python2
What else should I try?
EDIT:
I tried specifying the shell as Adiii suggested with the following:
FROM continuumio/anaconda3:latest
WORKDIR /app/
COPY requirements.txt /app/
RUN pip install --upgrade pip && \
pip install -r requirements.txt
ENV BASH_ENV ~/.bashrc
SHELL ["/bin/bash", "-c"]
RUN conda create -y -n py2 python=2.7
RUN conda activate py2
RUN conda install -y notebook ipykernel
RUN ipython kernel install --user
RUN conda deactivate
This allows the container to build but for some reason there was no python 2.7 environment:
(base) root@31169f698f14:/app# jupyter kernelspec list
Available kernels:
python3 /root/.local/share/jupyter/kernels/python3
(base) root@31169f698f14:/app# conda info --envs
# conda environments:
#
base * /opt/conda
py2 /opt/conda/envs/py2
(base) root@31169f698f14:/app# conda activate py2
(py2) root@31169f698f14:/app# jupyter kernelspec list
Available kernels:
python3 /root/.local/share/jupyter/kernels/python3
From this issue , you need sepcify the SHELL
directive in the Dockerfile, like SHELL ["/bin/bash", "-c"]
. The problem could be the fact that the default shell in RUN command is sh
.
This is similar to the solutions above, but avoids some of the boilerplate in every RUN command:
ENV BASH_ENV ~/.bashrc
SHELL ["/bin/bash", "-c"]
Then something like this should work as expected:
RUN conda activate my-env && conda info --envs
Or, to set the environment persistently (including for an interactive shell) you could:
RUN echo "conda activate my-env" >> ~/.bashrc
Dockerfile
FROM continuumio/anaconda3:latest
WORKDIR /app/
RUN pip install --upgrade pip
ENV BASH_ENV ~/.bashrc
SHELL ["/bin/bash", "-c"]
RUN conda create -y -n py2 python=2.7
RUN conda activate py2
RUN conda install -y notebook ipykernel
RUN ipython kernel install --user
RUN conda deactivate
This was what ended up working:
RUN conda env create -f py2_env.yaml
RUN conda env create -f py3_env.yaml
RUN /bin/bash -c "conda init bash && source /root/.bashrc && conda activate py2 && conda install -y notebook ipykernel && ipython kernel install --user && conda deactivate"
RUN /bin/bash -c "conda init bash && source /root/.bashrc && conda activate py3 && conda install -y notebook ipykernel && ipython kernel install --user && conda deactivate"
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