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CUDA 11.1 Installation on Ubuntu 20.04
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#!/bin/bash | |
## This gist contains instructions about cuda v11.1 and cudnn 7.6 installation in Ubuntu 20.04 for Tensorflow 2.1.0 | |
### steps #### | |
# verify the system has a cuda-capable gpu | |
# download and install the nvidia cuda toolkit and cudnn | |
# setup environmental variables | |
# verify the installation | |
### | |
### If you have previous installation remove it first. | |
sudo apt-get purge nvidia* | |
sudo apt remove nvidia-* | |
sudo rm /etc/apt/sources.list.d/cuda* | |
sudo apt-get autoremove && sudo apt-get autoclean | |
sudo rm -rf /usr/local/cuda* | |
### to verify your gpu is cuda enable check | |
lspci | grep -i nvidia | |
### gcc compiler is required for development using the cuda toolkit. to verify the version of gcc install enter | |
gcc --version | |
# system update | |
sudo apt-get update | |
sudo apt-get upgrade | |
# install other import packages | |
sudo apt-get install g++ freeglut3-dev build-essential libx11-dev libxmu-dev libxi-dev libglu1-mesa libglu1-mesa-dev | |
# first get the PPA repository driver | |
sudo add-apt-repository ppa:graphics-drivers/ppa | |
sudo apt-key adv --fetch-keys http://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/7fa2af80.pub | |
echo "deb https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 /" | sudo tee /etc/apt/sources.list.d/cuda.list | |
sudo apt-get update | |
# installing CUDA-11.1 | |
sudo apt-get -o Dpkg::Options::="--force-overwrite" install cuda-11-1 cuda-drivers | |
# setup your paths | |
echo 'export PATH=/usr/local/cuda-11.1/bin:$PATH' >> ~/.bashrc | |
echo 'export LD_LIBRARY_PATH=/usr/local/cuda-11.1/lib64:$LD_LIBRARY_PATH' >> ~/.bashrc | |
source ~/.bashrc | |
sudo ldconfig | |
# install cuDNN v7.6 | |
# in order to download cuDNN you have to be regeistered here https://developer.nvidia.com/developer-program/signup | |
# then download cuDNN v7.6 form https://developer.nvidia.com/cudnn | |
CUDNN_TAR_FILE="cudnn-10.1-linux-x64-v7.6.5.32.tgz" | |
wget https://developer.nvidia.com/compute/machine-learning/cudnn/secure/7.6.5.32/Production/10.1_20191031/cudnn-10.1-linux-x64-v7.6.5.32.tgz | |
tar -xzvf ${CUDNN_TAR_FILE} | |
# copy the following files into the cuda toolkit directory. | |
sudo cp -P cuda/include/cudnn.h /usr/local/cuda-10.1/include | |
sudo cp -P cuda/lib64/libcudnn* /usr/local/cuda-10.1/lib64/ | |
sudo chmod a+r /usr/local/cuda-10.1/lib64/libcudnn* | |
# Finally, to verify the installation, check | |
nvidia-smi | |
nvcc -V | |
# install Tensorflow (an open source machine learning framework) | |
# I choose version 2.1.0 because it is stable and compatible with CUDA 10.1 Toolkit and cuDNN 7.6 | |
sudo pip3 install --user tensorflow-gpu==2.1.0 |
Processing triggers for dbus (1.12.16-2ubuntu2.3) ...
Processing triggers for initramfs-tools (0.136ubuntu6.7) ...
update-initramfs: Generating /boot/initrd.img-5.15.0-60-generic
libkmod: ERROR ../libkmod/libkmod-config.c:656 kmod_config_parse: /etc/modprobe.d/iwlwifi-opt.conf line 1: ignoring bad line starting with '“options'
(This last line is displayed tens of time before the install stops)
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Thank you for this instructions !
Following the cuda install, for some reason, just after the message asking to reboot, I have a bush of errors and nvidia driver 525 gets installed with cuda 12.
Do you have any solution ?