Скачать или смотреть Ubuntu 22.04: Install NVIDIA GeForce RTX 3080 Ti drivers and Tensorflow

The objective is to install Tensorflow with GPU support using pip without having the need to use docker, anaconda or a virtual machine; doing so simplifies deployment, debugging and overall allows us to work talking straight to the "metal" having a simple setup.

The video assumes that the NVIDIA driver is already installed; the recording is right after a fresh installation of ubuntu 22.04 which automatically installed the driver and the NVIDIA diagnostic utility that comes with it. The card used is NVIDIA GeForce RTX 3080 Ti.

The following are the main steps needed:

(1) Download and Install CUDA Driver following the instructions

https://developer.nvidia.com/cuda-dow...

(2) Download and Install the cudnn driver:

https://developer.nvidia.com/cudnn

Follow installation instructions from here (Section 2.3.2):
https://docs.nvidia.com/deeplearning/...

Instead of sudo apt-get install libcudnn8=8.x.x.x-1+cudaX.Y
just do
sudo apt-get install libcudnn8 (same for other installations)

(3) Add the following lines to bashrc:

export LD_LIBRARY_PATH=/usr/local/cuda-11.7/lib64:$LD_LIBRARY_PATH
export LD_LIBRARY_PATH=/usr/local/cuda/lib64:$LD_LIBRARY_PATH

(4) Install tensorflow.
Install tensorflow
pip install tensorflow