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install_torch.sh
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#!/usr/bin/env bash
set -euo pipefail
log() {
local fname=${BASH_SOURCE[1]##*/}
echo -e "$(date '+%Y-%m-%dT%H:%M:%S') (${fname}:${BASH_LINENO[0]}:${FUNCNAME[1]}) $*"
}
unames="$(uname -s)"
if [[ ${unames} =~ Linux ]]; then
os_type=linux
elif [[ ${unames} =~ Darwin ]]; then
os_type=macos
elif [[ ${unames} =~ MINGW || ${unames} =~ CYGWIN || ${unames} =~ MSYS ]]; then
os_type=windows
else
os_type=unknown
fi
if [ $# -ne 3 ]; then
log "Usage: $0 <use_conda| true or false> <torch_version> <cuda_version>"
exit 1
elif [ $# -eq 3 ]; then
use_conda="$1"
if [ "${use_conda}" != false ] && [ "${use_conda}" != true ]; then
log "[ERROR] <use_conda> must be true or false, but ${use_conda} is given."
log "Usage: $0 <use_conda| true or false> <torch_version> <cuda_version>"
exit 1
fi
torch_version="$2"
cuda_version="$3"
fi
if [ "${cuda_version}" = cpu ] || [ "${cuda_version}" = CPU ]; then
cuda_version=
fi
if [ -n "${cuda_version}" ] && [ "${os_type}" = macos ]; then
log "Error: cuda is not supported for MacOS"
exit 1
fi
if [ "${os_type}" == macos ]; then
pip_cpu_module_suffix=
else
pip_cpu_module_suffix="+cpu"
fi
python_version=$(python3 -c "import sys; print(sys.version.split()[0])")
cuda_version_without_dot="${cuda_version/\./}"
python_plus(){
python3 <<EOF
from packaging.version import parse as L
if L('$python_version') >= L('$1'):
print("true")
else:
print("false")
EOF
}
pytorch_plus(){
python3 <<EOF
from packaging.version import parse as L
if L('$torch_version') >= L('$1'):
print("true")
else:
print("false")
EOF
}
install_torch(){
# Usage: install_torch <torchaudio-version>
if "${use_conda}"; then
if $(pytorch_plus 1.13.0); then
if [ -z "${cuda_version}" ]; then
log conda install -y "pytorch=${torch_version}" "torchaudio=$1" cpuonly -c pytorch
conda install -y "pytorch=${torch_version}" "torchaudio=$1" cpuonly -c pytorch
else
log conda install -y "pytorch=${torch_version}" "torchaudio=$1" "pytorch-cuda=${cuda_version}" -c pytorch -c nvidia
conda install -y "pytorch=${torch_version}" "torchaudio=$1" "pytorch-cuda=${cuda_version}" -c pytorch -c nvidia
fi
else
if [ -z "${cuda_version}" ]; then
log conda install -y "pytorch=${torch_version}" "torchaudio=$1" cpuonly -c pytorch
conda install -y "pytorch=${torch_version}" "torchaudio=$1" cpuonly -c pytorch
elif [ "${cuda_version}" = "11.5" ] || [ "${cuda_version}" = "11.6" ]; then
# NOTE(kamo): In my environment, cudatoolkit of conda-forge only could be installed, but I don't know why @ 12, May, 2022
cudatoolkit_channel=conda-forge
log conda install -y "pytorch=${torch_version}" "torchaudio=$1" "cudatoolkit=${cuda_version}" -c pytorch -c "${cudatoolkit_channel}"
conda install -y "pytorch=${torch_version}" "torchaudio=$1" "cudatoolkit=${cuda_version}" -c pytorch -c "${cudatoolkit_channel}"
elif [ "${cuda_version}" = "11.1" ] || [ "${cuda_version}" = "11.2" ]; then
# Anaconda channel, which is default main channel, doesn't provide cudatoolkit=11.1, 11.2 now (Any pytorch version doesn't provide cuda=11.2).
# https://anaconda.org/anaconda/cudatoolkit/files
# https://anaconda.org/nvidia/cudatoolkit/files
cudatoolkit_channel=nvidia
# https://anaconda.org/conda-forge/cudatoolkit/files
# cudatoolkit_channel=conda-forge
log conda install -y "pytorch=${torch_version}" "torchaudio=$1" "cudatoolkit=${cuda_version}" -c pytorch -c "${cudatoolkit_channel}"
conda install -y "pytorch=${torch_version}" "torchaudio=$1" "cudatoolkit=${cuda_version}" -c pytorch -c "${cudatoolkit_channel}"
else
log conda install -y "pytorch=${torch_version}" "torchaudio=$1" "cudatoolkit=${cuda_version}" -c pytorch
conda install -y "pytorch=${torch_version}" "torchaudio=$1" "cudatoolkit=${cuda_version}" -c pytorch
fi
fi
else
if [ -z "${cuda_version}" ]; then
log python3 -m pip install "torch==${torch_version}" "torchaudio==$1" --extra-index-url https://download.pytorch.org/whl/cpu
python3 -m pip install "torch==${torch_version}" "torchaudio==$1" --extra-index-url https://download.pytorch.org/whl/cpu
else
log python3 -m pip install "torch==${torch_version}" "torchaudio==$1" --extra-index-url https://download.pytorch.org/whl/cu"${cuda_version_without_dot}"
python3 -m pip install "torch==${torch_version}" "torchaudio==$1" --extra-index-url https://download.pytorch.org/whl/cu"${cuda_version_without_dot}"
fi
fi
}
check_python_version(){
if $(python_plus $1) || ! $(python_plus 3.6); then
log "[ERROR] pytorch=${torch_version} doesn't provide binary build for python>=$1,<3.6, but your python is ${python_version}"
exit 1
fi
}
check_cuda_version(){
supported=false
for v in "" $@; do
[ "${cuda_version}" = "${v}" ] && supported=true
done
if ! "${supported}"; then
# See https://anaconda.org/pytorch/pytorch/files to confirm the provided versions
log "[WARNING] Pre-build package for Pytorch=${torch_version} with CUDA=${cuda_version} is not provided."
return 1
fi
}
log "[INFO] python_version=${python_version}"
log "[INFO] torch_version=${torch_version}"
log "[INFO] cuda_version=${cuda_version}"
if ! python -c "import packaging.version" &> /dev/null; then
python3 -m pip install packaging
fi
if $(pytorch_plus 2.0.2); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 2.0.1); then
check_python_version 3.12 # Error if python>=<number>
if ! check_cuda_version 11.8 11.7; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.7"
cuda_version=11.8
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 2.0.2 # install_torch <torch-audio-ver>
elif $(pytorch_plus 2.0.0); then
check_python_version 3.12 # Error if python>=<number>
if ! check_cuda_version 11.8 11.7; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.7"
cuda_version=11.8
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 2.0.0 # install_torch <torch-audio-ver>
elif $(pytorch_plus 1.13.2); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.13.1); then
check_python_version 3.11 # Error if python>=<number>
if ! check_cuda_version 11.7 11.6; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.7"
cuda_version=11.7
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.13.1 # install_torch <torch-audio-ver>
elif $(pytorch_plus 1.13.0); then
check_python_version 3.11 # Error if python>=<number>
if ! check_cuda_version 11.7 11.6; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.7"
cuda_version=11.7
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.13.0 # install_torch <torch-audio-ver>
elif $(pytorch_plus 1.12.2); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.12.1); then
check_python_version 3.11 # Error if python>=<number>
if ! check_cuda_version 11.6 11.3 10.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.6"
cuda_version=11.6
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.12.1 # install_torch <torch-audio-ver>
elif $(pytorch_plus 1.12.0); then
check_python_version 3.11 # Error if python>=<number>
if ! check_cuda_version 11.6 11.3 10.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.6"
cuda_version=11.6
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.12.0 # install_torch <torch-audio-ver>
elif $(pytorch_plus 1.11.1); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.11.0); then
check_python_version 3.11 # Error if python>=<number>
if ! check_cuda_version 11.5 11.3 11.1 10.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.5"
cuda_version=11.5
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.11.0 # install_torch <torch-audio-ver>
elif $(pytorch_plus 1.10.3); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.10.2); then
check_python_version 3.10 # Error if python>=<number>
if ! check_cuda_version 11.3 11.1 10.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.3"
cuda_version=11.3
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.10.2 # install_torch <torch-audio-ver>
elif $(pytorch_plus 1.10.1); then
check_python_version 3.10 # Error if python>=<number>
if ! check_cuda_version 11.3 11.1 10.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.3"
cuda_version=11.3
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.10.1 # install_torch <torch-audio-ver>
elif $(pytorch_plus 1.10.0); then
check_python_version 3.11 # Error if python>=<number>
if ! check_cuda_version 11.3 11.1 10.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.3"
cuda_version=11.3
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.10.0 # install_torch <torch-audio-ver>
elif $(pytorch_plus 1.9.2); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.9.1); then
check_python_version 3.10
if ! check_cuda_version 11.1 10.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.1"
cuda_version=11.7
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.9.1
elif $(pytorch_plus 1.9.0); then
check_python_version 3.10
if ! check_cuda_version 11.1 10.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.1"
cuda_version=11.1
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.9.0
elif $(pytorch_plus 1.8.2); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.8.1); then
check_python_version 3.10
if ! check_cuda_version 11.1 10.2 10.1; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.1"
cuda_version=11.1
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.8.1
elif $(pytorch_plus 1.8.0); then
check_python_version 3.10
if ! check_cuda_version 11.1 10.2 10.1; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.1"
cuda_version=11.1
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.8.0
elif $(pytorch_plus 1.7.2); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.7.1); then
check_python_version 3.10
if ! check_cuda_version 11.0 10.2 10.1 9.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.0"
cuda_version=11.0
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.7.2
elif $(pytorch_plus 1.7.0); then
check_python_version 3.10
if ! check_cuda_version 11.0 10.2 10.1 9.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=11.0"
cuda_version=11.0
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.7.0
elif $(pytorch_plus 1.6.1); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.6.0); then
check_python_version 3.9
if ! check_cuda_version 10.2 10.1 9.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=10.2"
cuda_version=10.2
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.6.0
elif $(pytorch_plus 1.5.2); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.5.1); then
check_python_version 3.9
if ! check_cuda_version 10.2 10.1 9.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=10.2"
cuda_version=10.2
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.5.1
elif $(pytorch_plus 1.5.0); then
check_python_version 3.9
if ! check_cuda_version 10.2 10.1 9.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=10.2"
cuda_version=10.2
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.5.0
elif $(pytorch_plus 1.4.1); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.4.0); then
check_python_version 3.9
if ! check_cuda_version 10.1 10.0 9.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=10.1"
cuda_version=10.1
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.4.0
elif $(pytorch_plus 1.3.2); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.3.1); then
check_python_version 3.8
if ! check_cuda_version 10.1 10.0 9.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=10.1"
cuda_version=10.1
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.3.2
elif $(pytorch_plus 1.3.0); then
check_python_version 3.8
if ! check_cuda_version 10.1 10.0 9.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=10.1"
cuda_version=10.1
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.3.1
elif $(pytorch_plus 1.2.1); then
log "[ERROR] pytorch=${torch_version} doesn't exist"
exit 1
elif $(pytorch_plus 1.2.0); then
check_python_version 3.8
if ! check_cuda_version 10.0 9.2; then
log "[INFO] Fallback: cuda_version=${cuda_version} -> cuda_version=10.0"
cuda_version=10.0
cuda_version_without_dot="${cuda_version/\./}"
fi
install_torch 0.3.0
else
log "[ERROR] This script doesn't support pytorch=${torch_version}"
exit 1
fi