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build.sh
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build.sh
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#!/usr/bin/env bash
# 2019, Nelson Yalta
# 2019, Ludwig Kürzinger, Technische Universität München
log() {
local fname=${BASH_SOURCE[1]##*/}
echo -e "$(date '+%Y-%m-%dT%H:%M:%S') (${fname}:${BASH_LINENO[0]}:${FUNCNAME[1]}) $*"
}
SCRIPTPATH="$( cd "$(dirname "$0")" ; pwd -P )"
# Default values
ubuntu_ver=20.04
cuda_ver=11.1
build_ver=cpu
build_cores=24
th_ver=1.10.1
cmd_usage() {
PROGRAM=$(basename "$0")
cat >&2 <<-_EOF
DESCRIPTION
A script for automatic builds of docker images for ESPnet and
pushing them to Dockerhub.
Also able to build containers based on local build configuration.
USAGE
${PROGRAM} <args> <mode>
${PROGRAM} build_and_push
${PROGRAM} --build-ver [cpu|gpu] local
mode Select script functionality
args Set up building features
Modes
build build docker containers
test test docker containers
push push to docker hub
build_and_push automated build, test and push
local build a docker container from the local ESPnet repository
using the base image from Docker Hub (espnet/espnet:runtime)
optional: cpu or CUDA version (default: cpu)
fully_local like local, but also builds the base image
Arguments
build-ver cpu/gpu
ubuntu-ver any ubuntu version available at docker hub (e.g. 18.04/20.04/...)
(default: 18.04)
cuda-ver any cuda version available at nvidia (e.g. 9.0/9.1/...)
(default: 10.1)
build-cores cores employed for building the container
th-ver Pytorch version for fully local build
CAVEATS
For local builds, the image pulled from Docker Hub is based on Ubuntu 16,
whereas a fully_local build uses the distribution specified in
prebuilt/runtime/Dockerfile (currently set to Ubuntu 18.04).
_EOF
exit 1
}
build(){
log "Build Latest docker containers"
# build runtime and gpu based containers
this_tag=espnet/espnet:runtime-latest
docker_image=$( docker images -q ${this_tag} )
if ! [[ -n ${docker_image} ]]; then
log "Now building Runtime container"
docker build --build-arg DOCKER_VER=${docker_ver} \
--build-arg FROM_TAG=${default_ubuntu_ver} \
--build-arg NUM_BUILD_CORES=${build_cores} \
-f prebuilt/runtime.dockerfile -t ${this_tag} . | tee -a build_runtime.log > /dev/null
docker_image=$( docker images -q ${this_tag} )
[ -z "${docker_image}" ] && exit 1
fi
this_tag=espnet/espnet:cuda-latest
docker_image=$( docker images -q ${this_tag} )
if ! [[ -n ${docker_image} ]]; then
log "Now building CUDA container"
docker build --build-arg FROM_TAG=runtime-latest \
-f prebuilt/gpu.dockerfile -t ${this_tag} . | tee -a build_cuda.log > /dev/null
docker_image=$( docker images -q ${this_tag} )
[ -z "${docker_image}" ] && exit 1
fi
# build cpu based
docker_image=$( docker images -q espnet/espnet:cpu-latest )
this_tag=espnet/espnet:cpu-latest
docker_image=$( docker images -q ${this_tag} )
if ! [[ -n ${docker_image} ]]; then
log "Now building cpu-latest with ubuntu:${default_ubuntu_ver}"
docker build --build-arg FROM_TAG=runtime-latest \
-f prebuilt/devel.dockerfile \
--target devel \
-t ${this_tag} . | tee -a build_cpu.log > /dev/null
docker_image=$( docker images -q ${this_tag} )
[ -z "${docker_image}" ] && exit 1
fi
# build gpu based
build_args="--build-arg FROM_TAG=cuda-latest
--build-arg CUDA_VER=${default_cuda_ver}"
this_tag=espnet/espnet:gpu-latest
docker_image=$( docker images -q ${this_tag} )
if ! [[ -n ${docker_image} ]]; then
log "Now building gpu-latest with ubuntu:${default_ubuntu_ver} and cuda:${default_cuda_ver}"
docker build ${build_args} -f prebuilt/devel.dockerfile \
--target devel \
-t ${this_tag} . | tee -a build_gpu.log > /dev/null
docker_image=$( docker images -q ${this_tag} )
[ -z "${docker_image}" ] && exit 1
fi
}
build_local(){
log "Building docker container: base image, and image for ${build_ver}"
sleep 1
# prepare espnet-repo, assuming that this script is in folder espnet/docker
cd ${SCRIPTPATH}/..
ESPNET_ARCHIVE="./espnet-local.tar"
log "Reconstructing the local repository from the last commit"
git archive -o docker/${ESPNET_ARCHIVE} HEAD || exit 1
cd ${SCRIPTPATH}
test -r ${ESPNET_ARCHIVE} || exit 1;
sleep 1
if [ "${build_base_image}" = true ]; then
log "building ESPnet base image with ubuntu:${ubuntu_ver}"
docker build --build-arg DOCKER_VER=${docker_ver} \
--build-arg FROM_TAG=${ubuntu_ver} \
--build-arg NUM_BUILD_CORES=${build_cores} \
-f prebuilt/runtime/Dockerfile -t espnet/espnet:runtime-local . || exit 1
sleep 1
fi
if [[ ${build_ver} == "cpu" ]]; then
log "building ESPnet CPU Image with ubuntu:${ubuntu_ver}"
docker build --build-arg FROM_TAG=runtime-local --build-arg ESPNET_ARCHIVE=${ESPNET_ARCHIVE} \
-f prebuilt/local/Dockerfile -t espnet/espnet:cpu-local . || exit 1
elif [[ ${build_ver} == "gpu" ]]; then
log "building ESPnet GPU Image with ubuntu:${ubuntu_ver} and cuda:${cuda_ver}"
if [ "${build_base_image}" = true ] ; then
docker build -f prebuilt/devel/gpu/${ver}/Dockerfile -t espnet/espnet:cuda${ver}-cudnn7 . || exit 1
else
if ! [[ -n $( docker images -q espnet/espnet:cuda-latest) ]]; then
docker pull espnet/espnet:cuda-latest
fi
fi
build_args="--build-arg FROM_TAG=cuda${ver}-cudnn7"
build_args="${build_args} --build-arg CUDA_VER=${ver}"
build_args="${build_args} --build-arg ESPNET_ARCHIVE=${ESPNET_ARCHIVE}"
docker build ${build_args} -f prebuilt/local/Dockerfile -t espnet/espnet:gpu-cuda${ver}-cudnn7-u18-local . || exit 1
else
log "ERROR: Parameter invalid: " ${ver}
fi
log "cleanup."
test -r ${ESPNET_ARCHIVE} && rm ${ESPNET_ARCHIVE}
}
run_recipe1(){
./run.sh --docker-egs mini_an4/asr1 \
--docker-cmd run.sh \
--docker-gpu ${1} \
--verbose 1 \
--backend ${2} \
--ngpu ${3} \
--stage ${4} \
--tag train_nodev_${2}_${5} | tee -a ${PWD}/testing_${5}_${2}.log > /dev/null
}
run_recipe2(){
./run.sh --docker-egs mini_an4/asr1 \
--docker-cmd run.sh \
--docker-gpu ${1} \
--docker-env "NLTK_DATA=/espnet/egs2/mini_an4/asr1/nltk_data,HOME=/espnet/egs2/mini_an4/asr1" \
--is-egs2 \
--ngpu ${2} \
--stage ${3} \
--asr-tag train_nodev_${4} \
--lm-tag train_nodev_${4} | tee -a ${PWD}/testing2_pytorch_${4}.log > /dev/null
}
testing(){
log "Testing docker containers"
# Test Docker Containers with cpu setup
run_stage=-1
for backend in chainer pytorch; do
if [ -f ../egs/mini_an4/asr1/dump/train_nodev/deltafalse/data.json ]; then
run_stage=3
fi
if [ ! -f .test_cpu_${backend}.done ]; then
run_recipe1 -1 ${backend} 0 ${run_stage} "cpu"
touch .test_cpu_${backend}.done
fi
done
for backend in chainer pytorch; do
if [ -f ../egs/mini_an4/asr1/dump/train_nodev/deltafalse/data.json ]; then
run_stage=3
fi
if [ ! -f .test_gpu_${backend}.done ]; then
run_recipe1 0 ${backend} 1 ${run_stage} "gpu"
touch .test_gpu_${backend}.done
fi
done
log "ESPnet egs Done. Press <enter> to continue with ESPnet2 egs"
read enter
# Test for espnet2
run_stage=-1
#
if [ ! -f .test2_cpu_${backend}.done ]; then
run_recipe2 -1 0 ${run_stage} "cpu"
touch .test2_cpu_${backend}.done
fi
run_stage=6
if [ ! -f .test2_gpu_${backend}.done ]; then
run_recipe2 0 1 ${run_stage} "gpu"
touch .test2_gpu_${backend}.done
fi
}
push(){
for tag in runtime-latest cuda-latest cpu-latest gpu-latest;do
log "docker push espnet/espnet:${tag}"
( docker push espnet/espnet:${tag} )|| exit 1
done
}
## Parameter initialization:
while test $# -gt 0
do
case "$1" in
-h) cmd_usage
exit 0;;
--help) cmd_usage
exit 0;;
--*) ext=${1#--}
ext=${ext//-/_}
frombreak=true
for i in _ {a..z} {A..Z}; do
for var in `eval echo "\\${!${i}@}"`; do
if [ "$var" == "$ext" ]; then
eval ${ext}=$2
frombreak=false
shift
break 2
fi
done
done
if ${frombreak} ; then
echo "bad option $1"
exit 1
fi
;;
*) break
;;
esac
shift
done
mode=$1
default_ubuntu_ver=20.04
default_cuda_ver=11.1
check=true
[ "${default_ubuntu_ver}" != "${ubuntu_ver}" ] || [ "${default_cuda_ver}" != "${cuda_ver}" ] && check=false
if [ ${check} = false ] && [ "${mode}" != "fully_local" ]; then
log "Error: Use of custom versions of Ubuntu (!=${default_ubuntu_ver}) and CUDA (!=${default_cuda_ver})
is only available for <mode> == fully_local.
Exiting... "
exit 0;
fi
docker_ver=$(docker version -f '{{.Server.Version}}')
log "Using Docker Ver.${docker_ver}"
## Application menu
if [[ "${mode}" == "build" ]]; then
build
elif [[ "${mode}" == "local" ]]; then
build_base_image=false
build_local
elif [[ "${mode}" == "fully_local" ]]; then
build_base_image=true
build_local
elif [[ "${mode}" == "push" ]]; then
push
elif [[ "${mode}" == "test" ]]; then
testing
elif [[ "${mode}" == "build_and_push" ]]; then
build
testing
push
else
cmd_usage
fi
log "$(basename "$0") done."