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ont-bonito Singularity definition
BootStrap: docker
From: nvidia/cuda:11.2.0-cudnn8-devel-ubuntu20.04
%post
export LC_ALL=C.UTF-8
export LANG=C.UTF-8
echo 'export LC_ALL=C.UTF-8' >> $SINGULARITY_ROOTFS/$SINGULARITY_ENVIRONMENT
echo 'export LANG=C.UTF-8' >> $SINGULARITY_ROOTFS/$SINGULARITY_ENVIRONMENT
export MAKEFLAGS="-j 8 "
### Avoid useless deb packages
echo 'APT::Install-Recommends "0";' > /etc/apt/apt.conf.d/10norecommends
echo 'APT::Install-Suggests "0";' >> /etc/apt/apt.conf.d/10norecommends
echo 'debconf debconf/frontend select Noninteractive' | debconf-set-selections
apt update
apt install -y nano wget build-essential git autoconf automake build-essential \
bzip2 ca-certificates libglib2.0-dev libxext6 libsm6 libxrender1 libhdf5-dev
# install miniconda
CONDA_DIR=/opt/conda
wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O /miniconda.sh
sh /miniconda.sh -b -p $CONDA_DIR
rm /miniconda.sh
# make non-activate conda commands available
export PATH=$CONDA_DIR/bin:$PATH
conda update -n base -c defaults conda
APP=ont-bonito
VER=0.3.8
ENV_NAME=${APP}_${VER}_singularity
ENV_BIN_DIR=$CONDA_DIR/envs/$ENV_NAME/bin
conda create --no-default-packages --name $ENV_NAME
conda install --name $ENV_NAME numpy ninja pyyaml mkl mkl-include setuptools cmake cffi typing_extensions future six requests dataclasses fastrlock
conda install --name $ENV_NAME -c pytorch magma-cuda112
conda install --name $ENV_NAME -c conda-forge cudatoolkit=11.2.2
conda install --name $ENV_NAME -c intel cython
export PATH=$ENV_BIN_DIR:$PATH
# build cupy from src, otherwise install cupy-cuda112
cd /
git clone --recursive https://github.com/cupy/cupy.git
cd cupy
$ENV_BIN_DIR/python setup.py install
# build seqdist with new cupy
cd /
git clone https://github.com/davidcpage/seqdist.git
cd seqdist
perl -npi -e 's/cupy-cuda102/cupy/' settings.ini
$ENV_BIN_DIR/python setup.py install
cd /
# build pytorch for CUDA 11.2, takes about 80 minutes :-(
git clone --recursive https://github.com/pytorch/pytorch
cd pytorch
export CMAKE_PREFIX_PATH=${CONDA_PREFIX:-"$(dirname $(which conda))/../"}
$ENV_BIN_DIR/python setup.py install
# build ont-bonito with our new versions for CUDA 11.2
cd /
git clone -b v${VER} https://github.com/nanoporetech/bonito.git
cd bonito
# remove these requirements as we already have them installed with good versions
perl -npi -e 's/torch==1.8.0//' requirements.txt
perl -npi -e 's/seqdist==0.0.3//' requirements.txt
perl -npi -e 's/numpy<=1.18.5//' requirements.txt
$ENV_BIN_DIR/pip3 install -r requirements.txt
$ENV_BIN_DIR/python setup.py install
# cleanup src dirs
cd /
rm -rf /cupy
rm -rf /seqdist
rm -rf /pytorch
# Finally have a cleanup of conda to save space in the containerq
conda clean -afy \
&& find /opt/conda/ -follow -type f -name '*.a' -delete \
&& find /opt/conda/ -follow -type f -name '*.pyc' -delete \
&& find /opt/conda/ -follow -type f -name '*.js.map' -delete
# And set the env to auto-start when you exec a command
mkdir -p $SINGULARITY_ROOTFS/.singularity.d/env
echo "source /opt/conda/etc/profile.d/conda.sh" >> $SINGULARITY_ROOTFS/$SINGULARITY_ENVIRONMENT
echo "conda activate $ENV_NAME" >> $SINGULARITY_ROOTFS/$SINGULARITY_ENVIRONMENT
%environment
%runscript
exec "$@"
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