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Unverified Commit 3e490225 authored by Ruilong Li(李瑞龙)'s avatar Ruilong Li(李瑞龙) Committed by GitHub
Browse files

update workflow (#189) 

* update workflow

* tiny fix

* format

* format
parent dbfd5deb
Hide whitespace changes
Inline Side-by-side
Showing with 212 additions and 185 deletions
.github/workflows/aws/update_index.py 0 → 100644
View file @ 3e490225
from collections import defaultdict
import boto3
ROOT_URL = 'https://nerfacc-bucket.s3.us-west-2.amazonaws.com/whl'
html = '<!DOCTYPE html>\n<html>\n<body>\n{}\n</body>\n</html>'
href = ' <a href="{}">{}</a><br/>'
args = {
'ContentType': 'text/html',
'CacheControl': 'max-age=300',
'ACL': 'public-read',
}
bucket = boto3.resource('s3').Bucket(name='nerfacc-bucket')
wheels_dict = defaultdict(list)
for obj in bucket.objects.filter(Prefix='whl'):
if obj.key[-3:] != 'whl':
continue
torch_version, wheel = obj.key.split('/')[-2:]
wheel = f'{torch_version}/{wheel}'
wheels_dict[torch_version].append(wheel)
index_html = html.format('\n'.join([
href.format(f'{torch_version}.html'.replace('+', '%2B'), version)
for version in wheels_dict
]))
with open('index.html', 'w') as f:
f.write(index_html)
bucket.Object('whl/index.html').upload_file('index.html', args)
for torch_version, wheel_names in wheels_dict.items():
torch_version_html = html.format('\n'.join([
href.format(f'{ROOT_URL}/{wheel_name}'.replace('+', '%2B'), wheel_name)
for wheel_name in wheel_names
]))
with open(f'{torch_version}.html', 'w') as f:
f.write(torch_version_html)
bucket.Object(f'whl/{torch_version}.html').upload_file(
f'{torch_version}.html', args)
\ No newline at end of file
.github/workflows/building.yml
View file @ 3e490225
......@@ -11,19 +11,15 @@ jobs:
strategy:
fail-fast: false
matrix:
os: [ubuntu-18.04, windows-2019]
os: [ubuntu-20.04, windows-2019]
python-version: ['3.7', '3.8', '3.9']
torch-version: [1.10.0, 1.11.0, 1.12.0, 1.13.0]
cuda-version: ['cu102', 'cu113', 'cu116', 'cu117']
torch-version: [1.11.0, 1.12.0, 1.13.0, 2.0.0]
cuda-version: ['cu113', 'cu116', 'cu117', 'cu118']
# os: [ubuntu-18.04]
# python-version: ['3.9']
# torch-version: [1.10.0]
# cuda-version: ['cu102']
exclude:
- torch-version: 1.10.0
cuda-version: 'cu116'
- torch-version: 1.10.0
cuda-version: 'cu117'
- torch-version: 1.11.0
cuda-version: 'cu116'
- torch-version: 1.11.0
......@@ -34,20 +30,18 @@ jobs:
cuda-version: 'cu102'
- torch-version: 1.13.0
cuda-version: 'cu113'
- torch-version: 2.0.0
python-version: '3.7'
- torch-version: 2.0.0
cuda-version: 'cu113'
- torch-version: 2.0.0
cuda-version: 'cu116'
- os: windows-2019
torch-version: 1.11.0
cuda-version: 'cu102'
- os: windows-2019
torch-version: 1.12.0
cuda-version: 'cu102'
# - os: macos-10.15
# cuda-version: 'cu102'
# - os: macos-10.15
# cuda-version: 'cu113'
# - os: macos-10.15
# cuda-version: 'cu116'
# - os: macos-10.15
# cuda-version: 'cu117'
steps:
- uses: actions/checkout@v2
......
.github/workflows/cuda/Linux-env.sh 0 → 100644
View file @ 3e490225
#!/bin/bash
# Took from https://github.com/pyg-team/pyg-lib/
case ${1} in
cu118)
export PATH=/usr/local/cuda-11.8/bin:${PATH}
;;
cu117)
export PATH=/usr/local/cuda-11.7/bin:${PATH}
;;
cu116)
export PATH=/usr/local/cuda-11.6/bin:${PATH}
;;
cu115)
export PATH=/usr/local/cuda-11.5/bin:${PATH}
;;
cu113)
export PATH=/usr/local/cuda-11.3/bin:${PATH}
;;
cu102)
export PATH=/usr/local/cuda-10.2/bin:${PATH}
;;
*)
;;
esac
\ No newline at end of file
.github/workflows/cuda/Linux.sh 0 → 100644
View file @ 3e490225
#!/bin/bash
# Took from https://github.com/pyg-team/pyg-lib/
OS=ubuntu2004
case ${1} in
cu118)
CUDA=11.8
APT_KEY=${OS}-${CUDA/./-}-local
FILENAME=cuda-repo-${APT_KEY}_${CUDA}.0-520.61.05-1_amd64.deb
URL=https://developer.download.nvidia.com/compute/cuda/${CUDA}.0/local_installers
;;
cu117)
CUDA=11.7
APT_KEY=${OS}-${CUDA/./-}-local
FILENAME=cuda-repo-${APT_KEY}_${CUDA}.1-515.65.01-1_amd64.deb
URL=https://developer.download.nvidia.com/compute/cuda/${CUDA}.1/local_installers
;;
cu116)
CUDA=11.6
APT_KEY=${OS}-${CUDA/./-}-local
FILENAME=cuda-repo-${APT_KEY}_${CUDA}.2-510.47.03-1_amd64.deb
URL=https://developer.download.nvidia.com/compute/cuda/${CUDA}.2/local_installers
;;
cu115)
CUDA=11.5
APT_KEY=${OS}-${CUDA/./-}-local
FILENAME=cuda-repo-${APT_KEY}_${CUDA}.2-495.29.05-1_amd64.deb
URL=https://developer.download.nvidia.com/compute/cuda/${CUDA}.2/local_installers
;;
cu113)
CUDA=11.3
APT_KEY=${OS}-${CUDA/./-}-local
FILENAME=cuda-repo-${APT_KEY}_${CUDA}.0-465.19.01-1_amd64.deb
URL=https://developer.download.nvidia.com/compute/cuda/${CUDA}.0/local_installers
;;
cu102)
CUDA=10.2
APT_KEY=${CUDA/./-}-local-${CUDA}.89-440.33.01
FILENAME=cuda-repo-${OS}-${APT_KEY}_1.0-1_amd64.deb
URL=https://developer.download.nvidia.com/compute/cuda/${CUDA}/Prod/local_installers
;;
*)
echo "Unrecognized CUDA_VERSION=${1}"
exit 1
;;
esac
wget -nv https://developer.download.nvidia.com/compute/cuda/repos/${OS}/x86_64/cuda-${OS}.pin
sudo mv cuda-${OS}.pin /etc/apt/preferences.d/cuda-repository-pin-600
wget -nv ${URL}/${FILENAME}
sudo dpkg -i ${FILENAME}
if [ "${1}" = "cu117" ] || [ "${1}" = "cu118" ]; then
sudo cp /var/cuda-repo-${APT_KEY}/cuda-*-keyring.gpg /usr/share/keyrings/
else
sudo apt-key add /var/cuda-repo-${APT_KEY}/7fa2af80.pub
fi
sudo apt-get -qq update
sudo apt install cuda-nvcc-${CUDA/./-} cuda-libraries-dev-${CUDA/./-} cuda-command-line-tools-${CUDA/./-}
sudo apt clean
rm -f ${FILENAME}
\ No newline at end of file
.github/workflows/cuda/Windows-env.sh 0 → 100644
View file @ 3e490225
#!/bin/bash
# Took from https://github.com/pyg-team/pyg-lib/
case ${1} in
cu118)
export PATH=/c/Program\ Files/NVIDIA\ GPU\ Computing\ Toolkit/CUDA/v11.8/bin:${PATH}
;;
cu117)
export PATH=/c/Program\ Files/NVIDIA\ GPU\ Computing\ Toolkit/CUDA/v11.7/bin:${PATH}
;;
cu116)
export PATH=/c/Program\ Files/NVIDIA\ GPU\ Computing\ Toolkit/CUDA/v11.3/bin:${PATH}
;;
cu115)
export PATH=/c/Program\ Files/NVIDIA\ GPU\ Computing\ Toolkit/CUDA/v11.3/bin:${PATH}
;;
cu113)
export PATH=/c/Program\ Files/NVIDIA\ GPU\ Computing\ Toolkit/CUDA/v11.3/bin:${PATH}
;;
*)
;;
esac
\ No newline at end of file
.github/workflows/cuda/cu115-Windows.sh → .github/workflows/cuda/Windows.sh 100755 → 100644
View file @ 3e490225
#!/bin/bash
# TODO We currently use CUDA 11.3 to build CUDA 11.5 Windows wheels
# Took from https://github.com/pyg-team/pyg-lib/
# Install NVIDIA drivers, see:
# https://github.com/pytorch/vision/blob/master/packaging/windows/internal/cuda_install.bat#L99-L102
curl -k -L "https://drive.google.com/u/0/uc?id=1injUyo3lnarMgWyRcXqKg4UGnN0ysmuq&export=download" --output "/tmp/gpu_driver_dlls.zip"
7z x "/tmp/gpu_driver_dlls.zip" -o"/c/Windows/System32"
export CUDA_SHORT=11.3
export CUDA_URL=https://developer.download.nvidia.com/compute/cuda/${CUDA_SHORT}.0/local_installers
export CUDA_FILE=cuda_${CUDA_SHORT}.0_465.89_win10.exe
case ${1} in
cu118)
CUDA_SHORT=11.8
CUDA_URL=https://developer.download.nvidia.com/compute/cuda/${CUDA_SHORT}.0/local_installers
CUDA_FILE=cuda_${CUDA_SHORT}.0_522.06_windows.exe
;;
cu117)
CUDA_SHORT=11.7
CUDA_URL=https://developer.download.nvidia.com/compute/cuda/${CUDA_SHORT}.1/local_installers
CUDA_FILE=cuda_${CUDA_SHORT}.1_516.94_windows.exe
;;
cu116)
CUDA_SHORT=11.3
CUDA_URL=https://developer.download.nvidia.com/compute/cuda/${CUDA_SHORT}.0/local_installers
CUDA_FILE=cuda_${CUDA_SHORT}.0_465.89_win10.exe
;;
cu115)
CUDA_SHORT=11.3
CUDA_URL=https://developer.download.nvidia.com/compute/cuda/${CUDA_SHORT}.0/local_installers
CUDA_FILE=cuda_${CUDA_SHORT}.0_465.89_win10.exe
;;
cu113)
CUDA_SHORT=11.3
CUDA_URL=https://developer.download.nvidia.com/compute/cuda/${CUDA_SHORT}.0/local_installers
CUDA_FILE=cuda_${CUDA_SHORT}.0_465.89_win10.exe
;;
*)
echo "Unrecognized CUDA_VERSION=${1}"
exit 1
;;
esac
# Install CUDA:
curl -k -L "${CUDA_URL}/${CUDA_FILE}" --output "${CUDA_FILE}"
echo ""
echo "Installing from ${CUDA_FILE}..."
PowerShell -Command "Start-Process -FilePath \"${CUDA_FILE}\" -ArgumentList \"-s nvcc_${CUDA_SHORT} cuobjdump_${CUDA_SHORT} nvprune_${CUDA_SHORT} cupti_${CUDA_SHORT} cublas_dev_${CUDA_SHORT} cudart_${CUDA_SHORT} cufft_dev_${CUDA_SHORT} curand_dev_${CUDA_SHORT} cusolver_dev_${CUDA_SHORT} cusparse_dev_${CUDA_SHORT} thrust_${CUDA_SHORT} npp_dev_${CUDA_SHORT} nvrtc_dev_${CUDA_SHORT} nvml_dev_${CUDA_SHORT}\" -Wait -NoNewWindow"
echo "Done!"
rm -f "${CUDA_FILE}"
rm -f "${CUDA_FILE}"
\ No newline at end of file
.github/workflows/cuda/cu101-Linux-env.sh deleted 100644 → 0
View file @ dbfd5deb
#!/bin/bash
CUDA_HOME=/usr/local/cuda-10.1
LD_LIBRARY_PATH=${CUDA_HOME}/lib64:${LD_LIBRARY_PATH}
PATH=${CUDA_HOME}/bin:${PATH}
export FORCE_CUDA=1
export TORCH_CUDA_ARCH_LIST="3.5;5.0+PTX;6.0;7.0;7.5"
.github/workflows/cuda/cu101-Linux.sh deleted 100755 → 0
View file @ dbfd5deb
#!/bin/bash
OS=ubuntu1804
wget -nv https://developer.download.nvidia.com/compute/cuda/repos/${OS}/x86_64/cuda-${OS}.pin
sudo mv cuda-${OS}.pin /etc/apt/preferences.d/cuda-repository-pin-600
wget -nv https://developer.download.nvidia.com/compute/cuda/10.1/Prod/local_installers/cuda-repo-${OS}-10-1-local-10.1.243-418.87.00_1.0-1_amd64.deb
sudo dpkg -i cuda-repo-${OS}-10-1-local-10.1.243-418.87.00_1.0-1_amd64.deb
sudo apt-key add /var/cuda-repo-10-1-local-10.1.243-418.87.00/7fa2af80.pub
sudo apt-get -qq update
sudo apt install -y cuda-nvcc-10-1 cuda-libraries-dev-10-1
sudo apt clean
rm -f https://developer.download.nvidia.com/compute/cuda/10.1/Prod/local_installers/cuda-repo-${OS}-10-1-local-10.1.243-418.87.00_1.0-1_amd64.deb
.github/workflows/cuda/cu101-Windows-env.sh deleted 100644 → 0
View file @ dbfd5deb
#!/bin/bash
CUDA_HOME=/c/Program\ Files/NVIDIA\ GPU\ Computing\ Toolkit/CUDA/v10.1
PATH=${CUDA_HOME}/bin:$PATH
PATH=/c/Program\ Files\ \(x86\)/Microsoft\ Visual\ Studio/2017/BuildTools/MSBuild/15.0/Bin:$PATH
export FORCE_CUDA=1
export TORCH_CUDA_ARCH_LIST="3.5;5.0+PTX;6.0;7.0;7.5"
.github/workflows/cuda/cu101-Windows.sh deleted 100755 → 0
View file @ dbfd5deb
#!/bin/bash
# Install NVIDIA drivers, see:
# https://github.com/pytorch/vision/blob/master/packaging/windows/internal/cuda_install.bat#L99-L102
curl -k -L "https://drive.google.com/u/0/uc?id=1injUyo3lnarMgWyRcXqKg4UGnN0ysmuq&export=download" --output "/tmp/gpu_driver_dlls.zip"
7z x "/tmp/gpu_driver_dlls.zip" -o"/c/Windows/System32"
export CUDA_SHORT=10.1
export CUDA_URL=https://developer.download.nvidia.com/compute/cuda/${CUDA_SHORT}/Prod/local_installers/
export CUDA_FILE=cuda_${CUDA_SHORT}.243_426.00_win10.exe
# Install CUDA:
curl -k -L "${CUDA_URL}/${CUDA_FILE}" --output "${CUDA_FILE}"
echo ""
echo "Installing from ${CUDA_FILE}..."
PowerShell -Command "Start-Process -FilePath \"${CUDA_FILE}\" -ArgumentList \"-s nvcc_${CUDA_SHORT} cuobjdump_${CUDA_SHORT} nvprune_${CUDA_SHORT} cupti_${CUDA_SHORT} cublas_dev_${CUDA_SHORT} cudart_${CUDA_SHORT} cufft_dev_${CUDA_SHORT} curand_dev_${CUDA_SHORT} cusolver_dev_${CUDA_SHORT} cusparse_dev_${CUDA_SHORT} npp_dev_${CUDA_SHORT} nvrtc_dev_${CUDA_SHORT} nvml_dev_${CUDA_SHORT}\" -Wait -NoNewWindow"
echo "Done!"
rm -f "${CUDA_FILE}"
.github/workflows/cuda/cu102-Linux-env.sh deleted 100644 → 0
View file @ dbfd5deb
#!/bin/bash
CUDA_HOME=/usr/local/cuda-10.2
LD_LIBRARY_PATH=${CUDA_HOME}/lib64:${LD_LIBRARY_PATH}
PATH=${CUDA_HOME}/bin:${PATH}
export FORCE_CUDA=1
export TORCH_CUDA_ARCH_LIST="3.5;5.0+PTX;6.0;7.0;7.5"
.github/workflows/cuda/cu102-Linux.sh deleted 100755 → 0
View file @ dbfd5deb
#!/bin/bash
OS=ubuntu1804
wget -nv https://developer.download.nvidia.com/compute/cuda/repos/${OS}/x86_64/cuda-${OS}.pin
sudo mv cuda-${OS}.pin /etc/apt/preferences.d/cuda-repository-pin-600
wget -nv https://developer.download.nvidia.com/compute/cuda/10.2/Prod/local_installers/cuda-repo-${OS}-10-2-local-10.2.89-440.33.01_1.0-1_amd64.deb
sudo dpkg -i cuda-repo-${OS}-10-2-local-10.2.89-440.33.01_1.0-1_amd64.deb
sudo apt-key add /var/cuda-repo-10-2-local-10.2.89-440.33.01/7fa2af80.pub
sudo apt-get -qq update
sudo apt install -y cuda-nvcc-10-2 cuda-libraries-dev-10-2
sudo apt clean
rm -f https://developer.download.nvidia.com/compute/cuda/10.2/Prod/local_installers/cuda-repo-${OS}-10-2-local-10.2.89-440.33.01_1.0-1_amd64.deb
.github/workflows/cuda/cu102-Windows-env.sh deleted 100644 → 0
View file @ dbfd5deb
#!/bin/bash
CUDA_HOME=/c/Program\ Files/NVIDIA\ GPU\ Computing\ Toolkit/CUDA/v10.2
PATH=${CUDA_HOME}/bin:$PATH
PATH=/c/Program\ Files\ \(x86\)/Microsoft\ Visual\ Studio/2017/BuildTools/MSBuild/15.0/Bin:$PATH
export FORCE_CUDA=1
export TORCH_CUDA_ARCH_LIST="3.5;5.0+PTX;6.0;7.0;7.5"
.github/workflows/cuda/cu102-Windows.sh deleted 100755 → 0
View file @ dbfd5deb
#!/bin/bash
# Install NVIDIA drivers, see:
# https://github.com/pytorch/vision/blob/master/packaging/windows/internal/cuda_install.bat#L99-L102
curl -k -L "https://drive.google.com/u/0/uc?id=1injUyo3lnarMgWyRcXqKg4UGnN0ysmuq&export=download" --output "/tmp/gpu_driver_dlls.zip"
7z x "/tmp/gpu_driver_dlls.zip" -o"/c/Windows/System32"
export CUDA_SHORT=10.2
export CUDA_URL=https://developer.download.nvidia.com/compute/cuda/${CUDA_SHORT}/Prod/local_installers
export CUDA_FILE=cuda_${CUDA_SHORT}.89_441.22_win10.exe
# Install CUDA:
curl -k -L "${CUDA_URL}/${CUDA_FILE}" --output "${CUDA_FILE}"
echo ""
echo "Installing from ${CUDA_FILE}..."
PowerShell -Command "Start-Process -FilePath \"${CUDA_FILE}\" -ArgumentList \"-s nvcc_${CUDA_SHORT} cuobjdump_${CUDA_SHORT} nvprune_${CUDA_SHORT} cupti_${CUDA_SHORT} cublas_dev_${CUDA_SHORT} cudart_${CUDA_SHORT} cufft_dev_${CUDA_SHORT} curand_dev_${CUDA_SHORT} cusolver_dev_${CUDA_SHORT} cusparse_dev_${CUDA_SHORT} npp_dev_${CUDA_SHORT} nvrtc_dev_${CUDA_SHORT} nvml_dev_${CUDA_SHORT}\" -Wait -NoNewWindow"
echo "Done!"
rm -f "${CUDA_FILE}"
.github/workflows/cuda/cu111-Linux-env.sh deleted 100644 → 0
View file @ dbfd5deb
#!/bin/bash
CUDA_HOME=/usr/local/cuda-11.1
LD_LIBRARY_PATH=${CUDA_HOME}/lib64:${LD_LIBRARY_PATH}
PATH=${CUDA_HOME}/bin:${PATH}
export FORCE_CUDA=1
export TORCH_CUDA_ARCH_LIST="3.5;5.0+PTX;6.0;7.0;7.5;8.0;8.6"
.github/workflows/cuda/cu111-Linux.sh deleted 100755 → 0
View file @ dbfd5deb
#!/bin/bash
OS=ubuntu1804
wget -nv https://developer.download.nvidia.com/compute/cuda/repos/${OS}/x86_64/cuda-${OS}.pin
sudo mv cuda-${OS}.pin /etc/apt/preferences.d/cuda-repository-pin-600
wget -nv https://developer.download.nvidia.com/compute/cuda/11.1.1/local_installers/cuda-repo-${OS}-11-1-local_11.1.1-455.32.00-1_amd64.deb
sudo dpkg -i cuda-repo-${OS}-11-1-local_11.1.1-455.32.00-1_amd64.deb
sudo apt-key add /var/cuda-repo-${OS}-11-1-local/7fa2af80.pub
sudo apt-get -qq update
sudo apt install -y cuda-nvcc-11-1 cuda-libraries-dev-11-1
sudo apt clean
rm -f https://developer.download.nvidia.com/compute/cuda/11.1.1/local_installers/cuda-repo-${OS}-11-1-local_11.1.1-455.32.00-1_amd64.deb
.github/workflows/cuda/cu111-Windows-env.sh deleted 100644 → 0
View file @ dbfd5deb
#!/bin/bash
CUDA_HOME=/c/Program\ Files/NVIDIA\ GPU\ Computing\ Toolkit/CUDA/v11.1
PATH=${CUDA_HOME}/bin:$PATH
PATH=/c/Program\ Files\ \(x86\)/Microsoft\ Visual\ Studio/2017/BuildTools/MSBuild/15.0/Bin:$PATH
export FORCE_CUDA=1
export TORCH_CUDA_ARCH_LIST="6.0+PTX"
.github/workflows/cuda/cu111-Windows.sh deleted 100755 → 0
View file @ dbfd5deb
#!/bin/bash
# Install NVIDIA drivers, see:
# https://github.com/pytorch/vision/blob/master/packaging/windows/internal/cuda_install.bat#L99-L102
curl -k -L "https://drive.google.com/u/0/uc?id=1injUyo3lnarMgWyRcXqKg4UGnN0ysmuq&export=download" --output "/tmp/gpu_driver_dlls.zip"
7z x "/tmp/gpu_driver_dlls.zip" -o"/c/Windows/System32"
export CUDA_SHORT=11.1
export CUDA_URL=https://developer.download.nvidia.com/compute/cuda/${CUDA_SHORT}.1/local_installers
export CUDA_FILE=cuda_${CUDA_SHORT}.1_456.81_win10.exe
# Install CUDA:
curl -k -L "${CUDA_URL}/${CUDA_FILE}" --output "${CUDA_FILE}"
echo ""
echo "Installing from ${CUDA_FILE}..."
PowerShell -Command "Start-Process -FilePath \"${CUDA_FILE}\" -ArgumentList \"-s nvcc_${CUDA_SHORT} cuobjdump_${CUDA_SHORT} nvprune_${CUDA_SHORT} cupti_${CUDA_SHORT} cublas_dev_${CUDA_SHORT} cudart_${CUDA_SHORT} cufft_dev_${CUDA_SHORT} curand_dev_${CUDA_SHORT} cusolver_dev_${CUDA_SHORT} cusparse_dev_${CUDA_SHORT} npp_dev_${CUDA_SHORT} nvrtc_dev_${CUDA_SHORT} nvml_dev_${CUDA_SHORT}\" -Wait -NoNewWindow"
echo "Done!"
rm -f "${CUDA_FILE}"
.github/workflows/cuda/cu113-Linux-env.sh deleted 100644 → 0
View file @ dbfd5deb
#!/bin/bash
CUDA_HOME=/usr/local/cuda-11.3
LD_LIBRARY_PATH=${CUDA_HOME}/lib64:${LD_LIBRARY_PATH}
PATH=${CUDA_HOME}/bin:${PATH}
export FORCE_CUDA=1
export TORCH_CUDA_ARCH_LIST="3.5;5.0+PTX;6.0;7.0;7.5;8.0;8.6"
.github/workflows/cuda/cu113-Linux.sh deleted 100755 → 0
View file @ dbfd5deb
#!/bin/bash
OS=ubuntu1804
wget -nv https://developer.download.nvidia.com/compute/cuda/repos/${OS}/x86_64/cuda-${OS}.pin
sudo mv cuda-${OS}.pin /etc/apt/preferences.d/cuda-repository-pin-600
wget -nv https://developer.download.nvidia.com/compute/cuda/11.3.0/local_installers/cuda-repo-${OS}-11-3-local_11.3.0-465.19.01-1_amd64.deb
sudo dpkg -i cuda-repo-${OS}-11-3-local_11.3.0-465.19.01-1_amd64.deb
sudo apt-key add /var/cuda-repo-${OS}-11-3-local/7fa2af80.pub
sudo apt-get -qq update
sudo apt install -y cuda-nvcc-11-3 cuda-libraries-dev-11-3
sudo apt clean
rm -f https://developer.download.nvidia.com/compute/cuda/11.3.0/local_installers/cuda-repo-${OS}-11-3-local_11.3.0-465.19.01-1_amd64.deb
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