とらりもん - Gpu Diff
- Added parts are displayed like this.
- Deleted parts are displayed
like this.
!Ubuntu Linux 22.04 + RTX A6000
wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb
sudo dpkg -i cuda-keyring_1.1-1_all.deb
sudo apt-get update
sudo apt-get -y install cuda
sudo apt install nvidia-cuda-toolkit
https://take6shin-tech-diary.com/ubuntu2204_ml/
!Ubuntu Linux 20.04 + GeForce RTX 3060
!! ドライバのインストール
$ sudo apt install nvidia-driver-465 nvidia-settings
!! いろいろチェック
$ lspci | grep -i nvidia
01:00.0 VGA compatible controller: NVIDIA Corporation GA106 [GeForce RTX 3060] (rev a1)
01:00.1 Audio device: NVIDIA Corporation Device 228e (rev a1)
$ cat /proc/driver/nvidia/version
NVRM version: NVIDIA UNIX x86_64 Kernel Module 470.57.02 Tue Jul 13 16:14:05 UTC 2021
GCC version: gcc version 9.3.0 (Ubuntu 9.3.0-17ubuntu1~20.04)
$ watch "nvidia-smi"
Every 2.0s: nvidia-smi nasahome2: Sun Sep 5 20:06:08 2021
Sun Sep 5 20:06:08 2021
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 470.57.02 Driver Version: 470.57.02 CUDA Version: 11.4 |
|-------------------------------+----------------------+----------------------+
| 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 ... Off | 00000000:01:00.0 On | N/A |
| 0% 39C P8 16W / 170W | 691MiB / 12051MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 1256 G /usr/lib/xorg/Xorg 35MiB |
| 0 N/A N/A 1919 G /usr/lib/xorg/Xorg 339MiB |
| 0 N/A N/A 2060 G /usr/bin/gnome-shell 38MiB |
| 0 N/A N/A 2409 G /usr/lib/firefox/firefox 175MiB |
| 0 N/A N/A 2637 G ...AAAAAAAA== --shared-files 15MiB |
| 0 N/A N/A 2674 G ...AAAAAAAAA= --shared-files 32MiB |
| 0 N/A N/A 2772 G /usr/lib/firefox/firefox 2MiB |
| 0 N/A N/A 2886 G /usr/lib/firefox/firefox 2MiB |
| 0 N/A N/A 6627 G ...AAAAAAAAA= --shared-files 20MiB |
| 0 N/A N/A 15523 G .../debug.log --shared-files 7MiB |
| 0 N/A N/A 38876 G /usr/lib/firefox/firefox 4MiB |
| 0 N/A N/A 43349 G /usr/lib/firefox/firefox 2MiB |
+-----------------------------------------------------------------------------+
!! CUDAのインストール
[[https://developer.nvidia.com/cuda-downloads?target_os=Linux&target_arch=x86_64&Distribution=Ubuntu&target_version=20.04&target_type=deb_network]]
$ wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-ubuntu2004.pin
$ sudo mv cuda-ubuntu2004.pin /etc/apt/preferences.d/cuda-repository-pin-600
$ sudo apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/7fa2af80.pub
$ sudo add-apt-repository "deb https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/ /"
$ sudo apt-get update
$ sudo apt-get -y install cuda
!! CUDAツールキットのインストール
$ sudo apt install nvidia-cuda-toolkit
# チェック
$ nvcc -V
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2019 NVIDIA Corporation
Built on Sun_Jul_28_19:07:16_PDT_2019
Cuda compilation tools, release 10.1, V10.1.243
!
$ lspci | grep -i nvidia でGPUの型番が出てこない時：
nishida@tochinoki:~$ lspci | grep -i nvidia
01:00.0 VGA compatible controller: NVIDIA Corporation Device 1e81 (rev a1)
01:00.1 Audio device: NVIDIA Corporation Device 10f8 (rev a1)
01:00.2 USB controller: NVIDIA Corporation Device 1ad8 (rev a1)
01:00.3 Serial bus controller [0c80]: NVIDIA Corporation Device 1ad9 (rev a1)
# 解決策:
nishida@tochinoki:~$ sudo update-pciids
Downloaded daily snapshot dated 2020-02-10 03:15:02
nishida@tochinoki:~$ lspci | grep -i nvidia
01:00.0 VGA compatible controller: NVIDIA Corporation TU104 [GeForce RTX 2080 SUPER] (rev a1)
01:00.1 Audio device: NVIDIA Corporation TU104 HD Audio Controller (rev a1)
01:00.2 USB controller: NVIDIA Corporation TU104 USB 3.1 Host Controller (rev a1)
01:00.3 Serial bus controller [0c80]: NVIDIA Corporation TU104 USB Type-C UCSI Controller (rev a1)
!Install CUDA in Ubuntu 16.04 (2018/06/05, 2019/03/23 K Nasahara)
* Download deb file from [[https://developer.nvidia.com/cuda-downloads?target_os=Linux&target_arch=x86_64&target_distro=Ubuntu&target_version=1604&target_type=debnetwork]]
* sudo dpkg -i cuda-repo-ubuntu1604-9-2-local_9.2.88-1_amd64.deb
* sudo apt-key adv --fetch-keys http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/7fa2af80.pub
* sudo apt-get update
* sudo apt-get install cuda
* sudo apt install nvidia-cuda-toolkit
* cd /usr/local
* sudo ln -s cuda-10.1 cuda
* vi ~/.bashrc
export PATH=/usr/local/cuda/bin/:$PATH
export LD_LIBRARY_PATH=/usr/local/cuda/lib64:$LD_LIBRARY_PATH
Then reboot! After that, check the following!
* lspci | grep -i nvidia
01:00.0 VGA compatible controller: NVIDIA Corporation GK107 [GeForce GTX 650] (rev a1)
01:00.1 Audio device: NVIDIA Corporation GK107 HDMI Audio Controller (rev a1)
* nvidia-smi -L
GPU 0: GeForce GTX 650 (UUID: GPU-6fa3b725-060c-0f7c-43e0-08d66033f6b4)
!Things to do, after you got graphic board. 2017/12/15 Ishibashi
!! Check the GPU hardware
$ lspci | grep -i nvidia
01:00.0 VGA compatible controller: NVIDIA Corporation GK107 [GeForce GTX 650] (rev a1)
01:00.1 Audio device: NVIDIA Corporation GK107 HDMI Audio Controller (rev a1)
!! Nvidia and CUDA installation.
sudo apt-cache search 'nvidia-[0-9]+$'
↑It shows available nvidia driver versions.
sudo apt-get install nvidia-??? # you choose one driver version.
sudo apt-get install nvidia-387
sudo apt-get install nvidia-387-dev
sudo apt-get install nvidia-modprobe
sudo apt-get install nvidia-opencl-icd-387
sudo apt-get install nvidia-prime
sudo apt-get install nvidia-settings
you can download CUDA installer [[here|https://developer.nvidia.com/cuda-downloads]].
{{br}}"runfile" is used in this case below.
./cuda_9.1.85_387.26_linux.run
## Write those sentences below on ".bashrc".
export PATH=/usr/local/cuda-9.1/bin${PATH:+:${PATH}}
export LD_LIBRARY_PATH=/usr/local/cuda-9.1/lib64${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}
export CUDA_HOME=/usr/local/cuda
sudo apt-get install cuda
sudo apt update
sudo apt upgrade
sudo reboot now
!! Helpful commands
# GPU model.
nvidia-smi
lspci | grep -i nvidia
# watch GPU working
watch -n1 "nvidia-smi"
# Nvidia driver version.
cat /proc/driver/nvidia/version
# CUDA version.
nvcc -V
# Installed packages.
dpkg -l | grep cuda
dpkg -l | grep nvidia
!! install other packages.
pip install cupy --no-cache-dir -vvvv
# sudo apt install nvidia-cuda-toolkit # This command is somehow destructive.
sudo apt install nvidia-cuda-toolkit
wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb
sudo dpkg -i cuda-keyring_1.1-1_all.deb
sudo apt-get update
sudo apt-get -y install cuda
sudo apt install nvidia-cuda-toolkit
https://take6shin-tech-diary.com/ubuntu2204_ml/
!Ubuntu Linux 20.04 + GeForce RTX 3060
!! ドライバのインストール
$ sudo apt install nvidia-driver-465 nvidia-settings
!! いろいろチェック
$ lspci | grep -i nvidia
01:00.0 VGA compatible controller: NVIDIA Corporation GA106 [GeForce RTX 3060] (rev a1)
01:00.1 Audio device: NVIDIA Corporation Device 228e (rev a1)
$ cat /proc/driver/nvidia/version
NVRM version: NVIDIA UNIX x86_64 Kernel Module 470.57.02 Tue Jul 13 16:14:05 UTC 2021
GCC version: gcc version 9.3.0 (Ubuntu 9.3.0-17ubuntu1~20.04)
$ watch "nvidia-smi"
Every 2.0s: nvidia-smi nasahome2: Sun Sep 5 20:06:08 2021
Sun Sep 5 20:06:08 2021
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 470.57.02 Driver Version: 470.57.02 CUDA Version: 11.4 |
|-------------------------------+----------------------+----------------------+
| 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 ... Off | 00000000:01:00.0 On | N/A |
| 0% 39C P8 16W / 170W | 691MiB / 12051MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 1256 G /usr/lib/xorg/Xorg 35MiB |
| 0 N/A N/A 1919 G /usr/lib/xorg/Xorg 339MiB |
| 0 N/A N/A 2060 G /usr/bin/gnome-shell 38MiB |
| 0 N/A N/A 2409 G /usr/lib/firefox/firefox 175MiB |
| 0 N/A N/A 2637 G ...AAAAAAAA== --shared-files 15MiB |
| 0 N/A N/A 2674 G ...AAAAAAAAA= --shared-files 32MiB |
| 0 N/A N/A 2772 G /usr/lib/firefox/firefox 2MiB |
| 0 N/A N/A 2886 G /usr/lib/firefox/firefox 2MiB |
| 0 N/A N/A 6627 G ...AAAAAAAAA= --shared-files 20MiB |
| 0 N/A N/A 15523 G .../debug.log --shared-files 7MiB |
| 0 N/A N/A 38876 G /usr/lib/firefox/firefox 4MiB |
| 0 N/A N/A 43349 G /usr/lib/firefox/firefox 2MiB |
+-----------------------------------------------------------------------------+
!! CUDAのインストール
[[https://developer.nvidia.com/cuda-downloads?target_os=Linux&target_arch=x86_64&Distribution=Ubuntu&target_version=20.04&target_type=deb_network]]
$ wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-ubuntu2004.pin
$ sudo mv cuda-ubuntu2004.pin /etc/apt/preferences.d/cuda-repository-pin-600
$ sudo apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/7fa2af80.pub
$ sudo add-apt-repository "deb https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/ /"
$ sudo apt-get update
$ sudo apt-get -y install cuda
!! CUDAツールキットのインストール
$ sudo apt install nvidia-cuda-toolkit
# チェック
$ nvcc -V
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2019 NVIDIA Corporation
Built on Sun_Jul_28_19:07:16_PDT_2019
Cuda compilation tools, release 10.1, V10.1.243
!
$ lspci | grep -i nvidia でGPUの型番が出てこない時：
nishida@tochinoki:~$ lspci | grep -i nvidia
01:00.0 VGA compatible controller: NVIDIA Corporation Device 1e81 (rev a1)
01:00.1 Audio device: NVIDIA Corporation Device 10f8 (rev a1)
01:00.2 USB controller: NVIDIA Corporation Device 1ad8 (rev a1)
01:00.3 Serial bus controller [0c80]: NVIDIA Corporation Device 1ad9 (rev a1)
# 解決策:
nishida@tochinoki:~$ sudo update-pciids
Downloaded daily snapshot dated 2020-02-10 03:15:02
nishida@tochinoki:~$ lspci | grep -i nvidia
01:00.0 VGA compatible controller: NVIDIA Corporation TU104 [GeForce RTX 2080 SUPER] (rev a1)
01:00.1 Audio device: NVIDIA Corporation TU104 HD Audio Controller (rev a1)
01:00.2 USB controller: NVIDIA Corporation TU104 USB 3.1 Host Controller (rev a1)
01:00.3 Serial bus controller [0c80]: NVIDIA Corporation TU104 USB Type-C UCSI Controller (rev a1)
!Install CUDA in Ubuntu 16.04 (2018/06/05, 2019/03/23 K Nasahara)
* Download deb file from [[https://developer.nvidia.com/cuda-downloads?target_os=Linux&target_arch=x86_64&target_distro=Ubuntu&target_version=1604&target_type=debnetwork]]
* sudo dpkg -i cuda-repo-ubuntu1604-9-2-local_9.2.88-1_amd64.deb
* sudo apt-key adv --fetch-keys http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/7fa2af80.pub
* sudo apt-get update
* sudo apt-get install cuda
* sudo apt install nvidia-cuda-toolkit
* cd /usr/local
* sudo ln -s cuda-10.1 cuda
* vi ~/.bashrc
export PATH=/usr/local/cuda/bin/:$PATH
export LD_LIBRARY_PATH=/usr/local/cuda/lib64:$LD_LIBRARY_PATH
Then reboot! After that, check the following!
* lspci | grep -i nvidia
01:00.0 VGA compatible controller: NVIDIA Corporation GK107 [GeForce GTX 650] (rev a1)
01:00.1 Audio device: NVIDIA Corporation GK107 HDMI Audio Controller (rev a1)
* nvidia-smi -L
GPU 0: GeForce GTX 650 (UUID: GPU-6fa3b725-060c-0f7c-43e0-08d66033f6b4)
!Things to do, after you got graphic board. 2017/12/15 Ishibashi
!! Check the GPU hardware
$ lspci | grep -i nvidia
01:00.0 VGA compatible controller: NVIDIA Corporation GK107 [GeForce GTX 650] (rev a1)
01:00.1 Audio device: NVIDIA Corporation GK107 HDMI Audio Controller (rev a1)
!! Nvidia and CUDA installation.
sudo apt-cache search 'nvidia-[0-9]+$'
↑It shows available nvidia driver versions.
sudo apt-get install nvidia-??? # you choose one driver version.
sudo apt-get install nvidia-387
sudo apt-get install nvidia-387-dev
sudo apt-get install nvidia-modprobe
sudo apt-get install nvidia-opencl-icd-387
sudo apt-get install nvidia-prime
sudo apt-get install nvidia-settings
you can download CUDA installer [[here|https://developer.nvidia.com/cuda-downloads]].
{{br}}"runfile" is used in this case below.
./cuda_9.1.85_387.26_linux.run
## Write those sentences below on ".bashrc".
export PATH=/usr/local/cuda-9.1/bin${PATH:+:${PATH}}
export LD_LIBRARY_PATH=/usr/local/cuda-9.1/lib64${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}
export CUDA_HOME=/usr/local/cuda
sudo apt-get install cuda
sudo apt update
sudo apt upgrade
sudo reboot now
!! Helpful commands
# GPU model.
nvidia-smi
lspci | grep -i nvidia
# watch GPU working
watch -n1 "nvidia-smi"
# Nvidia driver version.
cat /proc/driver/nvidia/version
# CUDA version.
nvcc -V
# Installed packages.
dpkg -l | grep cuda
dpkg -l | grep nvidia
!! install other packages.
pip install cupy --no-cache-dir -vvvv
# sudo apt install nvidia-cuda-toolkit # This command is somehow destructive.
sudo apt install nvidia-cuda-toolkit