singularity_recipe

Bootstrap: docker
From: nvcr.io/nvidia/tensorflow:21.08-tf2-py3

%labels
    Version v1.0.0

%help
    This is a container containing all dependencies required for the satellite 
    poverty prediction project

%post
    # Install miniconda
    wget -c https://repo.anaconda.com/miniconda/Miniconda3-py38_4.9.2-Linux-x86_64.sh
    /bin/bash Miniconda3-py38_4.9.2-Linux-x86_64.sh -bfp /usr/local

    # List installed environments
    conda list

    # Add cartopy and dask package with conda
    conda install -c conda-forge -y cartopy=0.20.3 dask=2021.10.0

    # Add directories to paths
    export PATH=/opt/conda/bin:$PATH
    export PYTHONPATH=/usr/local/lib/python3.8/dist-packages/:$PYTHONPATH

    # Install pip packages
    pip install image-classifiers==1.0.0 ray[tune]==1.11.0 \
        earthengine-api==0.1.305 retry==0.9.2 wandb==0.12.17 \
        seaborn==0.11.2

%runscript
    # When executed, the container will run Python with the correct dependencies
    python "$@"