ubuntu18.04配置cuda+cudnn+tensorrt+anconda+pytorch-gpu+pycharm
一、显卡驱动安装
执行nvidia-smi查看安装情况
二、cuda安装
cuda官网下载cuda_11.6.2_510.47.03_linux.run，安装执行
sudo sh cuda_11.6.2_510.47.03_linux.run
提升安装项，驱动不用安装，即第一项（Driver），按空格键取消，接下选在Install进行安装
修改环境变量
sudo gedit ~/.bashrc
在最后添加
# Add the related bin and lib for cuda toolkit
export PATH="/usr/local/cuda-11.6/bin:$PATH"
export LD_LIBRARY_PATH="/usr/local/cuda-11.6/lib64:$LD_LIBRARY_PATH"
更新环境
source ~/.bashrc
查看安装情况
nvcc -V
三、安装cudnn
cudnn官网下载cudnn-local-repo-ubuntu1804-8.9.5.30_1.0-1_amd64.deb，官网安装教程
sudo dpkg -i cudnn-local-repo-ubuntu1804-8.9.5.30_1.0-1_amd64.deb
cd /var/cudnn-local-repo-ubuntu1804-8.9.5.30
sudo apt-get install '/var/cudnn-local-repo-ubuntu1804-8.9.5.30/libcudnn8_8.9.5.30-1+cuda11.8_amd64.deb'
sudo apt-get install '/var/cudnn-local-repo-ubuntu1804-8.9.5.30/libcudnn8-dev_8.9.5.30-1+cuda11.8_amd64.deb'
sudo apt-get install '/var/cudnn-local-repo-ubuntu1804-8.9.5.30/libcudnn8-samples_8.9.5.30-1+cuda11.8_amd64.deb'
四、安装tensorrt
官网下载TensorRT-8.5.1.7.Linux.x86_64-gnu.cuda-11.8.cudnn8.6.tar.gz
解压文件，拷贝到对应文件下
sudo mv TensorRT-8.5.1.7/ /opt/
sudo gedit ~/.bashrc
bashrc文件最下方添加
export PATH="/opt/TensorRT-8.5.1.7/bin:$PATH"
export LD_LIBRARY_PATH="/opt/TensorRT-8.5.1.7/lib:$LD_LIBRARY_PATH"
激活环境
source .bashrc
测试
cd /opt/TensorRT-8.5.1.7/samples/sampleOnnxMNIST
make -j2
cd /opt/TensorRT-8.5.1.7/bin
./sample_onnx_mnist
如果出现预测结果，说明安装成功
五、anconda安装
下载Anaconda3-2021.04-Linux-x86_64.sh进行安装
sudo sh Anaconda3-2021.04-Linux-x86_64.sh
如果想关闭默认环境，执行
If you'd prefer that conda's base environment not be activated on startup,
set the auto_activate_base parameter to false:
conda config --set auto_activate_base false
sudo chmod a+w /home/ubuntu/.conda
六、pytorch-gpu安装
安装链接，执行
pip install torch==1.13.0+cu116 torchvision==0.14.0+cu116 torchaudio==0.13.0 --extra-index-url https://download.pytorch.org/whl/cu116
七、pycharm安装
下载并安装
添加快捷方式
sudo gedit /usr/share/applications/pycharm.desktop
[Desktop Entry]
Version=1.0
Name=Pycharm Community Edition
Comment=Python IDE for Professional Developers
Exec=/xxx/pycharm/bin/pycharm.sh
Icon=/xxx/pycharm/bin/pycharm.png
Terminal=false
StartupNotify=true
StartupWMClass=jetbrains-pycharm-ce
Type=Application
Categories=Development;IDE;Python;
执行
sh /xxx/pycharm/bin/pycharm.sh
运行pycharm应用
环境添加选在python3.xx