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run-prereq.sh
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run-prereq.sh
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#!/bin/bash
# Copyright 2017 Google LLC.
#
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions
# are met:
#
# 1. Redistributions of source code must retain the above copyright notice,
# this list of conditions and the following disclaimer.
#
# 2. Redistributions in binary form must reproduce the above copyright
# notice, this list of conditions and the following disclaimer in the
# documentation and/or other materials provided with the distribution.
#
# 3. Neither the name of the copyright holder nor the names of its
# contributors may be used to endorse or promote products derived from this
# software without specific prior written permission.
#
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
# ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE
# LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
# CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
# SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
# INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
# CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
# ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
# POSSIBILITY OF SUCH DAMAGE.
# This installs all the libraries (python, dso, etc) that are needed
# by DeepVariant at runtime (except for tensorflow, which is special).
# Some extra stuff may also be included.
set -euo pipefail
echo ========== Load config settings.
source settings.sh
################################################################################
# misc setup
################################################################################
note_build_stage "Misc setup"
if [[ "$EUID" = "0" ]]; then
# Ensure sudo exists, even if we don't need it.
apt-get -qq -y update > /dev/null
apt-get -qq -y install sudo > /dev/null
PIP_ARGS=(
"-qq")
else
PIP_ARGS=(
"--user"
"-qq")
fi
note_build_stage "Update package list"
sudo -H apt-get -qq -y update > /dev/null
note_build_stage "Install development packages"
sudo -H apt-get -qq -y install pkg-config zip zlib1g-dev unzip curl lsb-release > /dev/null
note_build_stage "Install python packaging infrastructure"
sudo -H apt-get -qq -y install python-dev python-pip python-wheel > /dev/null
echo "$(python --version)"
# This will make sure the pip command is bound to python2
python -m pip install "${PIP_ARGS[@]}" --upgrade --force-reinstall pip
export PATH="$HOME/.local/bin:$PATH"
echo "$(pip --version)"
################################################################################
# python packages
################################################################################
note_build_stage "Install python packages"
pip install "${PIP_ARGS[@]}" contextlib2
pip install "${PIP_ARGS[@]}" enum34
pip install "${PIP_ARGS[@]}" 'sortedcontainers==2.1.0'
pip install "${PIP_ARGS[@]}" 'intervaltree==3.0.2'
pip install "${PIP_ARGS[@]}" 'mock>=2.0.0'
# Because of an issue with pypi's numpy on Ubuntu 14.04. we need to compile from
# source. But we know that on 16.04 we don't need to compile from source
# See https://github.com/tensorflow/tensorflow/issues/6968#issuecomment-279061085
if [[ "$(lsb_release -d)" == *Ubuntu*16.04.* ]]; then
pip install "${PIP_ARGS[@]}" 'numpy==1.16' # To match GCP_OPTIMIZED_TF_WHL_FILENAME
else
echo "Installing numpy with -no-binary=:all:. This will take a bit longer."
pip install "${PIP_ARGS[@]}" --no-binary=:all: 'numpy==1.16' # To match GCP_OPTIMIZED_TF_WHL_FILENAME
fi
pip install "${PIP_ARGS[@]}" 'requests>=2.18'
pip install "${PIP_ARGS[@]}" 'oauth2client>=4.0.0'
pip install "${PIP_ARGS[@]}" 'crcmod>=1.7'
pip install "${PIP_ARGS[@]}" six
pip install "${PIP_ARGS[@]}" joblib
pip install "${PIP_ARGS[@]}" psutil
pip install "${PIP_ARGS[@]}" --upgrade google-api-python-client
pip install "${PIP_ARGS[@]}" 'tensor2tensor>=1.9.0'
pip install "${PIP_ARGS[@]}" 'pandas==0.24.1'
pip install "${PIP_ARGS[@]}" 'altair==3.1.0'
################################################################################
# TensorFlow
################################################################################
note_build_stage "Install TensorFlow pip package"
if [[ "${DV_USE_PREINSTALLED_TF}" = "1" ]]; then
echo "Skipping TensorFlow installation at user request; will use pre-installed TensorFlow."
else
# Also pip install the latest TensorFlow with cpu support. We don't build the
# full TF from source, but instead using prebuilt version. However, we still
# need the full source version to build DeepVariant.
# Gets the nightly TF build: https://pypi.python.org/pypi/tf-nightly which is
# necessary right now if we aren't pinning the TF source. We have observed
# runtime failures if there's too much skew between the released TF package and
# the source.
if [[ "${DV_TF_NIGHTLY_BUILD}" = "1" ]]; then
if [[ "${DV_GPU_BUILD}" = "1" ]]; then
echo "Installing GPU-enabled TensorFlow nightly wheel"
pip install "${PIP_ARGS[@]}" --upgrade tf_nightly_gpu
else
echo "Installing CPU-only TensorFlow nightly wheel"
pip install "${PIP_ARGS[@]}" --upgrade tf_nightly
fi
else
# Use the official TF release pip package.
if [[ "${DV_GPU_BUILD}" = "1" ]]; then
echo "Installing GPU-enabled TensorFlow wheel"
pip install "${PIP_ARGS[@]}" --upgrade "tensorflow-gpu==${DV_TENSORFLOW_STANDARD_GPU_WHL_VERSION}"
elif [[ "${DV_USE_GCP_OPTIMIZED_TF_WHL}" = "1" ]]; then
echo "Installing Intel's CPU-only MKL TensorFlow wheel"
pip install "${PIP_ARGS[@]}" --upgrade "intel-tensorflow==${DV_GCP_OPTIMIZED_TF_WHL_VERSION}"
else
echo "Installing standard CPU-only TensorFlow wheel"
pip install "${PIP_ARGS[@]}" --upgrade "tensorflow==${DV_TENSORFLOW_STANDARD_CPU_WHL_VERSION}"
fi
fi
fi
################################################################################
# CUDA
################################################################################
if [[ "${DV_GPU_BUILD}" = "1" ]]; then
if [[ "${DV_INSTALL_GPU_DRIVERS}" = "1" ]]; then
if [[ "$(lsb_release -d)" != *Ubuntu*16.*.* ]]; then
echo "CUDA installation only configured for Ubuntu 16"
exit 1
fi
# from https://cloud.google.com/compute/docs/gpus/add-gpus
echo "Checking for CUDA..."
if ! dpkg-query -W cuda-10-0; then
echo "Installing CUDA..."
CUDA_DEB="cuda-repo-ubuntu1604_10.0.130-1_amd64.deb"
curl -O http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/${CUDA_DEB}
sudo -H apt-key adv --fetch-keys http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/7fa2af80.pub
sudo -H dpkg -i "./${CUDA_DEB}"
sudo -H apt-get -qq -y update > /dev/null
sudo -H apt-get -qq -y install cuda-10-0 > /dev/null
fi
echo "Checking for CUDNN..."
if [[ ! -e /usr/local/cuda-10.0/include/cudnn.h ]]; then
echo "Installing CUDNN..."
CUDNN_TAR_FILE="cudnn-10.0-linux-x64-v7.4.2.24.tgz"
wget -q https://developer.download.nvidia.com/compute/redist/cudnn/v7.4.2/${CUDNN_TAR_FILE}
tar -xzvf ${CUDNN_TAR_FILE}
sudo cp -P cuda/include/cudnn.h /usr/local/cuda-10.0/include
sudo cp -P cuda/lib64/libcudnn* /usr/local/cuda-10.0/lib64/
sudo chmod a+r /usr/local/cuda-10.0/lib64/libcudnn*
sudo ldconfig
fi
# Tensorflow says to do this.
sudo -H apt-get -qq -y install libcupti-dev > /dev/null
fi
# If we are doing a gpu-build, nvidia-smi should be install. Run it so we
# can see what gpu is installed.
nvidia-smi || :
fi
################################################################################
# Misc dependencies
################################################################################
note_build_stage "Install other packages"
# for htslib
sudo -H apt-get -qq -y install libssl-dev libcurl4-openssl-dev liblz-dev libbz2-dev liblzma-dev > /dev/null
# for the debruijn graph
sudo -H apt-get -qq -y install libboost-graph-dev > /dev/null
note_build_stage "run-prereq.sh complete"