CODEWITHSUNDEEP
opencvcudacaffe
baNv
baNv

Reputation: 543

How to change CUDA version

I met this error when compiling a modified caffe version.

OpenCV static library was compiled with CUDA 7.5 support. Please, use the same version or rebuild OpenCV with CUDA 8.0

I have some old code may not compatible with CUDA8.0, so I want to change my cuda version for this error.

I modified my ~/.bash_profile like this

# export PYTHONPATH=$PYTHONPATH:/usr/local/cuda-8.0/lib64/
# export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda-8.0/lib64
export PYTHONPATH=$PYTHONPATH:/usr/local/cuda-7.5/targets/x86_64-linux/lib/
export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda-7.5/targets/x86_64-linux/lib/

But it did't work. Still the same error. What should I do?

Upvotes: 34

Views: 141398

Answers (6)

ali alsadadi
ali alsadadi

Reputation: 17

use conda. you can manage specific version of cuda and cudnn using conda environment. e.g.

conda create -n tf2.10 python=3.8
conda activate tf2.10
conda install cudatoolkit=11.2 cudnn=8.1 -c conda-forge

and verify installation using nvcc --version.

nvcc --version
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2024 NVIDIA Corporation
Built on Wed_Aug_14_10:26:51_Pacific_Daylight_Time_2024
Cuda compilation tools, release 12.6, V12.6.68
Build cuda_12.6.r12.6/compiler.34714021_0

Upvotes: -1

burrata
burrata

Reputation: 151

This solution explains how you can have multiple different cuda versions installed, i.e. 10.2, 11.3 and 11.6 and switch between them. It's an extension of @w.t and makes use of update-alternatives.

Afaik, after cuda 11.x the installations on Ubuntu 20.04 cuda installations will be added to the update-alternatives maintenance automatically.

Let's say you installed cuda 10.2, cuda 11.3 and cuda 11.6 (following the official nvidia installation guide: https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html). They will all reside in:

/usr/local/cuda-10.2/...
/usr/local/cuda-11.3/...
/usr/local/cuda-11.6/...

Your update-alternatives will have two entries:

$ sudo update-alternatives --query cuda
...
/usr/local/cuda-11-3 - priority 113
/usr/local/cuda-11-6 - priority 116

Solution 1: If you want to make use of the update-alternatives make sure that your cuda symbolic link points to /etc/alternatives/cuda.

# Change the symbolic link target.
$ sudo ln -sfT /etc/alternatives/cuda /usr/local/cuda

# Check the path.
$ ll /usr/local/cuda

lrwxrwrwrwx 1 root root /usr/local/cuda -> /etc/alternatives/cuda/

Now, all that is left is to make sure /etc/alternatives/cuda points to the version you want to use, e.g. 11.3.

You can make that update with:

$ sudo update-alternatives --config cuda

and follow the instructions to change the version.

Check the path:

$ ll /etc/alternatives/cuda

lrwrwrwrwx root root /etc/alternatives -> /usr/local/cuda-11.3

almost done.

And always make sure to load the correct library PATHs in your ~/.bashrc.

Solution 2: Directly set your /usr/local/cuda symbolic link to the correct version.

$ ln -sfT /usr/local/cuda-11.3 /usr/local/cuda

Reboot your machine and double check everything is set properly:

$ nvcc -V

nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2021 NVIDIA Corporation
Built on Mon_May3 19:15:14_PDT_2021
Cuda compilation tools, release 11.3 V11.3.109
Build cuda 11.3.r11.3/compiler.29920130_0

Upvotes: 13

w.t
w.t

Reputation: 497

Perhaps cleaner:

sudo update-alternatives --display cuda

sudo update-alternatives --config cuda

Upvotes: 39

rkellerm
rkellerm

Reputation: 5522

Change your CUDA soft link to point on your desired CUDA version. For example:

ll /usr/local/cuda lrwxrwxrwx 1 root root 19 Sep 06 2017 /usr/local/cuda -> /usr/local/cuda-8.0/

Simply relink it with

Update: If the symlink already exists, use this other command:

[jalal@goku ~]$ ls /usr/local/cuda
lrwxrwxrwx. 1 root root 20 Sep 14 08:03 /usr/local/cuda -> /usr/local/cuda-10.2

[jalal@goku ~]$ sudo ln -sfT /usr/local/cuda/cuda-11.1/ /usr/local/cuda
[jalal@goku ~]$ ls /usr/local/cuda
lrwxrwxrwx. 1 root root 26 Sep 14 13:25 /usr/local/cuda -> /usr/local/cuda/cuda-11.1/

ln -s /usr/local/cuda-7.5 /usr/local/cuda

(With the proper installation location)

Upvotes: 31

paho
paho

Reputation: 1272

Maybe a bit late, but I thought it might still be helpful for anyone who comes across this question. I wrote a simple bash script for switching to a different version of CUDA within the current bash session: https://github.com/phohenecker/switch-cuda

Upvotes: 15

baNv
baNv

Reputation: 543

I solved the problem finally.

Modifying ~/.bash_profile to change the path to CUDA is the correct way. But when you changed the file, you need to relaunch the bash.

Simply source ~/.bash_profile won't work. Because source will only append the content in the file to the already existed path rather than cover it.

Upvotes: 2

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