一、查看显卡
dnf install pciutils
# 查看显卡信息
lspci | grep -i vga
lshw -numeric -C display
二、安装NIVIDIA显卡驱动
禁用 Nouveau 驱动
设置blacklist文件
cat > /etc/modprobe.d/blacklist.conf <<EOF
blacklist nouveau
options nouveau modeset=0
EOF
更新 GRUB 配置文件 /etc/default/grub,在 GRUB_CMDLINE_LINUX 中添加:
rd.driver.blacklist=nouveau nouveau.modeset=0
生成新的 GRUB 配置:
sudo grub2-mkconfig -o /boot/grub2/grub.cfg
重启系统:
sudo reboot
安装必要的开发工具和内核头文件
安装必要工具
dnf install epel-release
sudo dnf install -y gcc make dkms
安装头文件和开发工具
wget https://repo.almalinux.org/almalinux/9/AppStream/x86_64/os/Packages/kernel-headers-$(uname -r).rpm
wget https://repo.almalinux.org/almalinux/9/AppStream/x86_64/os/Packages/kernel-devel-$(uname -r).rpm
yum install -y kernel-headers-$(uname -r).rpm
yum install -y kernel-devel-$(uname -r).rpm
- 网上有建议
yum install -y kernel-headers kernel-devel这种方式安装,但必须要保证他们的版本和系统内核版本一致(完全一致),否则会导致安装NVIDIA驱动时报错:ERROR: Unable to find the kernel source tree .......- 这里是针对Rockylinux(Centos)系统,如果你的是ubuntu或其他系统,可能这俩文件不能使用(未测试)
查看安装的版本
rpm -qa | egrep kernel
下载并安装 NVIDIA 驱动
从 NVIDIA 官方网站下载适用于你的显卡型号和系统版本的 .run 文件。
https://www.nvidia.cn/drivers/lookup/

以A40显卡为例
下载后的文件为:NVIDIA-Linux-x86_64-570.86.15.run
上传到服务器上
赋予下载的 .run 文件可执行权限:
chmod +x NVIDIA-Linux-x86_64-*.run
运行安装程序:
sudo ./NVIDIA-Linux-x86_64-*.run
按照提示完成安装过程。
验证安装
安装完成后,重启系统:
sudo reboot
使用 nvidia-smi命令验证驱动是否安装成功:
[root@bogon ~]# nvidia-smi
Mon Feb 10 13:45:19 2025
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 570.86.15 Driver Version: 570.86.15 CUDA Version: 12.8 |
|-----------------------------------------+------------------------+----------------------+
| 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 A40 Off | 00000000:00:1A.0 Off | 0 |
| 0% 43C P0 88W / 300W | 1MiB / 46068MiB | 5% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
+-----------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=========================================================================================|
| No running processes found |
+-----------------------------------------------------------------------------------------+
三、docker支持nvidia gpu
前提是已安装docker环境
安装nvidia-container-toolkit
#Configure the repository
curl -s -L https://nvidia.github.io/libnvidia-container/stable/rpm/nvidia-container-toolkit.repo \
| tee /etc/yum.repos.d/nvidia-container-toolkit.repo
#Install the NVIDIA Container Toolkit packages
yum install -y nvidia-container-toolkit
#Configure Docker to use Nvidia driver
# 会更新/etc/docker/daemon.json文件
sudo nvidia-ctk runtime configure --runtime=docker
# 重启docker
sudo systemctl restart docker
测试容器是否能使用gpu
docker run --rm --gpus all nvidia/cuda:12.6.3-base-rockylinux9 nvidia-smi
显示如下则说明docker已支持nvidia gpu
[root@bogon ~]# docker run --rm --gpus=all nvidia/cuda:12.6.3-base-rockylinux9 nvidia-smi
Mon Feb 10 05:46:25 2025
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 570.86.15 Driver Version: 570.86.15 CUDA Version: 12.8 |
|-----------------------------------------+------------------------+----------------------+
| 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 A40 Off | 00000000:00:1A.0 Off | 0 |
| 0% 44C P0 89W / 300W | 1MiB / 46068MiB | 5% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
+-----------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=========================================================================================|
| No running processes found |
+-----------------------------------------------------------------------------------------+