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Cudaのダウングレードではまった件

Last updated at Posted at 2023-08-23

Cudaのダウングレードに関する備忘録

Cudaの再インストールで最新のcudaがインストールされてしまう現象の解決のための備忘録。

WSL2 - Ubuntu 22.04.3 LTS
cuda version 12.2 -> 11.8

先に結論

aptのsources.list.dに最新のcudaを指すアーカイブリストが残っていたため

$ cd /etc/apt/sources.list.d/
$ ls
archive_uri-https_developer_download_nvidia_com_compute_cuda_repos_wsl-ubuntu_x86_64_-jammy.list
cuda-wsl-ubuntu-11-8-local.list
.....

上記の"archive_uri-https_developer_download_nvidia_com_compute_cuda_repos_wsl-ubuntu_x86_64_-jammy.list"を削除して再インストール実行

$ sudo rm -rf archive_uri-https_developer_download_nvidia_com_compute_cuda_repos_wsl-ubuntu_x86_64_-jammy.list
$ sudo apt update
Get:1 file:/var/cuda-repo-wsl-ubuntu-11-8-local  InRelease [1575 B]
Get:1 file:/var/cuda-repo-wsl-ubuntu-11-8-local  InRelease [1575 B]
Hit:2 http://security.ubuntu.com/ubuntu jammy-security InRelease
Hit:3 http://archive.ubuntu.com/ubuntu jammy InRelease
Hit:4 http://archive.ubuntu.com/ubuntu jammy-updates InRelease
Get:5 http://archive.ubuntu.com/ubuntu jammy-backports InRelease [109 kB]
Fetched 109 kB in 2s (53.7 kB/s)
Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
All packages are up to date.
$ sudo apt install -y cuda
Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
The following additional packages will be installed:
  alsa-topology-conf alsa-ucm-conf at-spi2-core ca-certificates-java cuda-11-8 cuda-cccl-11-8
  cuda-command-line-tools-11-8 cuda-compiler-11-8 cuda-cudart-11-8 cuda-cudart-dev-11-8
  cuda-cuobjdump-11-8 cuda-cupti-11-8 cuda-cupti-dev-11-8 cuda-cuxxfilt-11-8 cuda-demo-suite-11-8
  cuda-documentation-11-8 cuda-driver-dev-11-8 cuda-gdb-11-8 cuda-libraries-11-8
....

確認

$ nvcc -V
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2022 NVIDIA Corporation
Built on Wed_Sep_21_10:33:58_PDT_2022
Cuda compilation tools, release 11.8, V11.8.89
Build cuda_11.8.r11.8/compiler.31833905_0

ちなみに nvidia-smiは

$ nvidia-smi
Wed Aug 23 10:09:43 2023
+---------------------------------------------------------------------------------------+
| NVIDIA-SMI 535.98.01              Driver Version: 536.99       CUDA Version: 12.2     |
|-----------------------------------------+----------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |         Memory-Usage | GPU-Util  Compute M. |
|                                         |                      |               MIG M. |
|=========================================+======================+======================|
|   0  NVIDIA GeForce RTX 3070        On  | 00000000:01:00.0  On |                  N/A |
|  0%   52C    P8              12W / 220W |    583MiB /  8192MiB |      2%      Default |
|                                         |                      |                  N/A |
+-----------------------------------------+----------------------+----------------------+

+---------------------------------------------------------------------------------------+
| Processes:                                                                            |
|  GPU   GI   CI        PID   Type   Process name                            GPU Memory |
|        ID   ID                                                             Usage      |
|=======================================================================================|
|    0   N/A  N/A        22      G   /Xwayland                                 N/A      |
+---------------------------------------------------------------------------------------+

'nvidia-smi'のCUDA VersionはDriverが対応する最新のVersionを示すらしい。
'nvcc -V'を使って確認するのが正解。

後で思えば...

'apt update'で不要なものが表示されていた...

$ sudo apt update
Get:1 file:/var/cuda-repo-wsl-ubuntu-11-8-local  InRelease [1575 B]
Get:1 file:/var/cuda-repo-wsl-ubuntu-11-8-local  InRelease [1575 B]
              ↓↓↓↓↓↓↓
Hit:2 https://developer.download.nvidia.com/compute/cuda/repos/wsl-ubuntu/x86_64  InRelease 
              ↑↑↑↑↑↑↑ コレ!!
Hit:3 http://security.ubuntu.com/ubuntu jammy-security InRelease
Hit:4 http://archive.ubuntu.com/ubuntu jammy InRelease
Hit:5 http://archive.ubuntu.com/ubuntu jammy-updates InRelease
Get:6 http://archive.ubuntu.com/ubuntu jammy-backports InRelease [109 kB]
Fetched 109 kB in 2s (50.2 kB/s)
Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
All packages are up to date.

インストール・再インストールを何度も試していたので、どこかで紛れ込んだのだと思いますが、これが最新のものを指しているとは気づきませんでした...

以下は通常のcuda削除から再インストールの手順の備忘録

cudaの削除

以下のサイトの情報を参考にしました。
https://qiita.com/harmegiddo/items/86b295ccf96eff489e02

sudo apt-get --purge remove nvidia*
sudo apt-get --purge remove cuda*
sudo apt-get --purge remove cudnn*
sudo apt-get --purge remove libnvidia*
sudo apt-get --purge remove libcuda*
sudo apt-get --purge remove libcudnn*
sudo apt-get autoremove
sudo apt-get autoclean
sudo apt-get update
sudo rm -rf /usr/local/cuda*

cudaの再インストール

Nvidiaのサイトの手順に従う
(最後の"apt update", "apt install"を実行する前にsource.list.dの確認をすることが大事かと)

wget https://developer.download.nvidia.com/compute/cuda/repos/wsl-ubuntu/x86_64/cuda-wsl-ubuntu.pin
sudo mv cuda-wsl-ubuntu.pin /etc/apt/preferences.d/cuda-repository-pin-600
wget https://developer.download.nvidia.com/compute/cuda/11.8.0/local_installers/cuda-repo-wsl-ubuntu-11-8-local_11.8.0-1_amd64.deb
sudo dpkg -i cuda-repo-wsl-ubuntu-11-8-local_11.8.0-1_amd64.deb
sudo cp /var/cuda-repo-wsl-ubuntu-11-8-local/cuda-*-keyring.gpg /usr/share/keyrings/
sudo apt-get update 
sudo apt-get -y install cuda
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