singularity recipe and how to build/run for YOLOv3/darknet

README

To run this gist, you need to have the singularity container framework installed on your computer.

The host system must have a GPGPU.

build-container.sh

sudo singularity build darknet-singularity.simg darknet-singularity.recipe

darknet-singularity.recipe

Bootstrap: docker
From: nvidia/cuda:9.0-cudnn7-devel-centos7

%help
Centos7 with cuda9.0 cudnn7

To start your container simply try
singularity exec THIS_CONTAINER.simg bash

To use GPUs, try
singularity exec --nv THIS_CONTAINER.simg bash


%environment

    # for system
    export CUDA_DEVICE_ORDER=PCI_BUS_ID

    # Add cupti to the path for profiling:
    export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda/extras/CUPTI/lib64

    source scl_source enable devtoolset-4

%post

    # yum basics
    yum update -y
    yum groupinstall -y "Development Tools"
    yum install -y epel-release
    yum install -y centos-release-scl
    yum install -y devtoolset-4
    yum install -y wget emacs vim
    yum install -y emacs vim openssh-clients zip
    yum install -y python-devel python-pip python-setuptools
    yum install -y hdf5
    yum install -y opencv opencv-devel opencv-python

    # pip basics
    pip --no-cache-dir --disable-pip-version-check install --upgrade setuptools
    pip --no-cache-dir --disable-pip-version-check install future
    pip --no-cache-dir --disable-pip-version-check install 'matplotlib<3.0' # for python2.7
    pip --no-cache-dir --disable-pip-version-check install 'ipython<6.0'    # for python2.7
    pip --no-cache-dir --disable-pip-version-check install 'ipykernel<5.0'  # for python2.7
    pip --no-cache-dir --disable-pip-version-check install numpy wheel zmq six pygments pyyaml cython gputil psutil humanize h5py tqdm scipy seaborn tables
    pip --no-cache-dir --disable-pip-version-check install  pandas scikit-image scikit-learn Pillow opencv-python
    pip --no-cache-dir --disable-pip-version-check install jupyter notebook

    # verify OpenCV
    pkg-config --modversion opencv

    # YOLO
    git clone https://github.com/pjreddie/darknet
    cd darknet
    make

run-container.sh

singularity run darknet-singularity.simg darknet/darknet