NVIDIA GPU驱动和CUDA工具包 Linux CentOS 7 在线安装指南
挑选指定系统和对应的GPU型号下载驱动和CUDA工具包: Linux CentOS安装NVIDIA GPU驱动程序和NVIDIA CUDA工具包_centos安装显卡驱动和cuda_Entropy-Go的博客-CSDN博客
相比之下,本文是在线安装NVIDIA GPU驱动和CUDA工具包方式,省去挑选对应正确安装包的烦恼。
Nvidia官网指导: NVIDIA CUDA Installation Guide for Linux
1.系统要求
| Distribution | Kernel1 | Default GCC | GLIBC |
|---|---|---|---|
| x86_64 | |||
| RHEL 9.y (y <= 2) | 5.14.0-284 | 11.3.1 | 2.34 |
| RHEL 8.y (y <= 8) | 4.18.0-477 | 8.5.0 | 2.28 |
| RHEL 7.y (y <= 9) | 3.10.0-1160 | 6.x | 2.17 |
| CentOS 7.y (y <= 9) | 3.10.0-1160 | 6.x | 2.17 |
| OpenSUSE Leap 15.y (y <= 5) | 5.14.21-150500 | 7.5.0 | 2.31 |
| RHEL 9.y (y <= 1) | 5.14.0-162 | 11.3.1 | 2.34 |
| Rocky Linux 8.y (y<=8) | 4.18.0-477 | 8.5.0 | 2.28 |
| Rocky Linux 9.y (y<=2) | 5.14.0-284 | 11.3.1 | 2.34 |
| SUSE SLES 15.y (y <= 5) | 5.14.21-150500 | 7.5.0 | 2.31 |
| Ubuntu 22.04.z (z <= 2) LTS | 5.19.0-38 | 11.3.0 | 2.35 |
| Ubuntu 20.04.z (z <= 6) LTS | 5.15.0-67 | 9.4.0 | 2.31 |
| Debian 11.7 | 5.10.0-22 | 10.2.1 | 2.31 |
| Debian 10.13 | 4.19.0-21 | 8.3.0 | 2.28 |
| Fedora 37 | 6.0.7-301 | 12.2.1 | 2.36 |
| KylinOS V10 SP2 | 4.19.90-25.14.v2101.ky10 | 7.3.0 | 2.28 |
| Arm64 sbsa | |||
| RHEL 9.y (y <= 2) | 5.14.0-284 | 11.3.1 | 2.34 |
| RHEL 8.y (y <= 8) | 4.18.0-477 | 8.5.0 | 2.28 |
| SUSE SLES 15.y (y <= 5) | 5.14.21-150500 | 7.5.0 | 2.31 |
| Ubuntu 22.04 LTS (z <= 2) LTS | 5.15.0-67 | 11.3.0 | 2.35 |
| Ubuntu 20.04.z (z <= 5) LTS | 5.4.0-125 | 9.4.0 | 2.31 |
| Arm64 Jetson (dGPU) | |||
| L4T2 20.04.z (z <= 5) | 5.10.104-tegra | 9.4.0 | 2.31 |
| Arm64 Jetson (iGPU) | |||
| L4T2 20.04.z (z <= 5) | 5.10.104-tegra | 9.4.0 | 2.31 |
| L4T2 22.04.z (z <= 2) | 5.15.92-tegra | 11.3 | 2.35 |
| POWER 9 | |||
| RHEL 8.y (y <= 8) | 4.18.0-477 | 8.5.0 | 2.28 |
1.1 以CentOS7.9为例,查看系统版本信息
[xxx ~]# sudo hostnamectlStatic hostname: xxxPretty hostname: xxxIcon name: computer-serverChassis: serverMachine ID: 3218684569694fc3b0a63b13e6478e93Boot ID: f63eb7b79fd84c2b9a0fb08151507ba0Operating System: CentOS Linux 7 (Core)CPE OS Name: cpe:/o:centos:centos:7Kernel: Linux 3.10.0-1160.el7.x86_64Architecture: x86-64[xxx ~]# sudo gcc --version
gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-44)
Copyright (C) 2015 Free Software Foundation, Inc.
This is free software; see the source for copying conditions. There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.[xxx ~]# sudo ldd --version
ldd (GNU libc) 2.17
Copyright (C) 2012 Free Software Foundation, Inc.
This is free software; see the source for copying conditions. There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
Written by Roland McGrath and Ulrich Drepper.
1.2 gcc版本不满足要求,单独升级gcc
[xxx ~]# sudo yum install devtoolset-9[xxx ~]# sudo scl enable devtoolset-9 bash[xxx ~]# sudo gcc --version
gcc (GCC) 9.3.1 20200408 (Red Hat 9.3.1-2)
Copyright (C) 2019 Free Software Foundation, Inc.
This is free software; see the source for copying conditions. There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
1.3 验证已经有CUDA兼容的GPU设备,正常上电并被识别到
# lspci | grep -i nvidia
31:00.0 3D controller: NVIDIA Corporation GP100GL [Tesla P100 PCIe 16GB] (rev a1)
2. 使用Package Manager在线安装方法
2.1 安装前准备RHEL 7 / CentOS 7
2.2 安装kernel headers和开发包
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r)
2.3 安装第三方依赖包
满足DKMS依赖,激活EPEL
sudo yum install https://dl.fedoraproject.org/pub/epel/epel-release-latest-7.noarch.rpm
2.4 激活网络repo
sudo yum-config-manager --add-repo https://developer.download.nvidia.com/compute/cuda/repos/rhel7/x86_64/cuda-rhel7.repo
2.5 清理yum缓存
[ xxx ]# sudo yum clean expire-cache
Loaded plugins: fastestmirror, langpacks
Cleaning repos: base centos-sclo-rh centos-sclo-sclo cuda-rhel7-x86_64 epel extras updates
10 metadata files removed
2.6 开始在线安装CUDA SDK(Nvidia驱动和CUDA工具包)
sudo yum install nvidia-driver-latest-dkms
sudo yum install cuda
sudo yum install cuda-drivers
2.6.1 安装过程nvidia-driver-latest-dkms
[xxx ]# sudo yum install nvidia-driver-latest-dkms
Loaded plugins: fastestmirror, langpacks
Loading mirror speeds from cached hostfile
epel/x86_64/metalink | 27 kB 00:00:00base | 3.6 kB 00:00:00
centos-sclo-rh | 3.0 kB 00:00:00
centos-sclo-sclo | 3.0 kB 00:00:00
cuda-rhel7-x86_64 | 3.0 kB 00:00:00
epel | 4.7 kB 00:00:00
extras | 2.9 kB 00:00:00
updates | 2.9 kB 00:00:00
(1/4): epel/x86_64/group_gz | 99 kB 00:00:01
(2/4): cuda-rhel7-x86_64/primary_db | 2.1 MB 00:00:02
(3/4): epel/x86_64/updateinfo | 1.0 MB 00:00:00
(4/4): epel/x86_64/primary_db | 7.0 MB 00:00:01
Resolving Dependencies
--> Running transaction check
---> Package nvidia-driver-latest-dkms.x86_64 3:535.86.10-1.el7 will be installed
--> Processing Dependency: kmod-nvidia-latest-dkms = 3:535.86.10 for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Processing Dependency: nvidia-driver-latest-dkms-NVML(x86-64) = 3:535.86.10 for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Processing Dependency: nvidia-driver-latest-dkms-NvFBCOpenGL(x86-64) = 3:535.86.10 for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Processing Dependency: nvidia-driver-latest-dkms-cuda(x86-64) = 3:535.86.10 for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Processing Dependency: nvidia-driver-latest-dkms-cuda-libs(x86-64) = 3:535.86.10 for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Processing Dependency: nvidia-driver-latest-dkms-devel(x86-64) = 3:535.86.10 for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Processing Dependency: nvidia-driver-latest-dkms-libs(x86-64) = 3:535.86.10 for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Processing Dependency: nvidia-modprobe-latest-dkms(x86-64) = 3:535.86.10 for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Processing Dependency: nvidia-xconfig-latest-dkms(x86-64) = 3:535.86.10 for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Processing Dependency: yum-plugin-nvidia for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Processing Dependency: libnvidia-glcore.so.535.86.10()(64bit) for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Processing Dependency: libnvidia-tls.so.535.86.10()(64bit) for package: 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64
--> Running transaction check
---> Package kmod-nvidia-latest-dkms.x86_64 3:535.86.10-1.el7 will be installed
--> Processing Dependency: dkms for package: 3:kmod-nvidia-latest-dkms-535.86.10-1.el7.x86_64
---> Package nvidia-driver-latest-dkms-NVML.x86_64 3:535.86.10-1.el7 will be installed
---> Package nvidia-driver-latest-dkms-NvFBCOpenGL.x86_64 3:535.86.10-1.el7 will be installed
---> Package nvidia-driver-latest-dkms-cuda.x86_64 3:535.86.10-1.el7 will be installed
--> Processing Dependency: nvidia-persistenced-latest-dkms = 3:535.86.10 for package: 3:nvidia-driver-latest-dkms-cuda-535.86.10-1.el7.x86_64
--> Processing Dependency: ocl-icd for package: 3:nvidia-driver-latest-dkms-cuda-535.86.10-1.el7.x86_64
--> Processing Dependency: opencl-filesystem for package: 3:nvidia-driver-latest-dkms-cuda-535.86.10-1.el7.x86_64
---> Package nvidia-driver-latest-dkms-cuda-libs.x86_64 3:535.86.10-1.el7 will be installed
---> Package nvidia-driver-latest-dkms-devel.x86_64 3:535.86.10-1.el7 will be installed
---> Package nvidia-driver-latest-dkms-libs.x86_64 3:535.86.10-1.el7 will be installed
--> Processing Dependency: libglvnd-opengl(x86-64) >= 1.0 for package: 3:nvidia-driver-latest-dkms-libs-535.86.10-1.el7.x86_64
--> Processing Dependency: libvdpau(x86-64) >= 0.5 for package: 3:nvidia-driver-latest-dkms-libs-535.86.10-1.el7.x86_64
--> Processing Dependency: vulkan-filesystem for package: 3:nvidia-driver-latest-dkms-libs-535.86.10-1.el7.x86_64
---> Package nvidia-modprobe-latest-dkms.x86_64 3:535.86.10-1.el7 will be installed
---> Package nvidia-xconfig-latest-dkms.x86_64 3:535.86.10-1.el7 will be installed
---> Package yum-plugin-nvidia.noarch 0:0.5-1.el7 will be installed
--> Running transaction check
---> Package dkms.noarch 0:3.0.11-1.el7 will be installed
--> Processing Dependency: elfutils-libelf-devel for package: dkms-3.0.11-1.el7.noarch
---> Package libglvnd-opengl.x86_64 1:1.0.1-0.8.git5baa1e5.el7 will be installed
---> Package libvdpau.x86_64 0:1.1.1-3.el7 will be installed
---> Package nvidia-persistenced-latest-dkms.x86_64 3:535.86.10-1.el7 will be installed
---> Package ocl-icd.x86_64 0:2.2.12-1.el7 will be installed
---> Package opencl-filesystem.noarch 0:1.0-5.el7 will be installed
---> Package vulkan-filesystem.noarch 0:1.1.97.0-1.el7 will be installed
--> Running transaction check
---> Package elfutils-libelf-devel.x86_64 0:0.176-5.el7 will be installed
--> Processing Dependency: pkgconfig(zlib) for package: elfutils-libelf-devel-0.176-5.el7.x86_64
--> Running transaction check
---> Package zlib-devel.x86_64 0:1.2.7-21.el7_9 will be installed
--> Finished Dependency ResolutionDependencies Resolved========================================================================================================================================================================Package Arch Version Repository Size
========================================================================================================================================================================
Installing:nvidia-driver-latest-dkms x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 157 M
Installing for dependencies:dkms noarch 3.0.11-1.el7 epel 87 kelfutils-libelf-devel x86_64 0.176-5.el7 base 40 kkmod-nvidia-latest-dkms x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 43 Mlibglvnd-opengl x86_64 1:1.0.1-0.8.git5baa1e5.el7 base 43 klibvdpau x86_64 1.1.1-3.el7 base 34 knvidia-driver-latest-dkms-NVML x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 529 knvidia-driver-latest-dkms-NvFBCOpenGL x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 60 knvidia-driver-latest-dkms-cuda x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 332 knvidia-driver-latest-dkms-cuda-libs x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 43 Mnvidia-driver-latest-dkms-devel x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 19 knvidia-driver-latest-dkms-libs x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 183 Mnvidia-modprobe-latest-dkms x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 35 knvidia-persistenced-latest-dkms x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 37 knvidia-xconfig-latest-dkms x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 95 kocl-icd x86_64 2.2.12-1.el7 epel 43 kopencl-filesystem noarch 1.0-5.el7 epel 3.9 kvulkan-filesystem noarch 1.1.97.0-1.el7 base 6.3 kyum-plugin-nvidia noarch 0.5-1.el7 cuda-rhel7-x86_64 9.8 kzlib-devel x86_64 1.2.7-21.el7_9 updates 50 kTransaction Summary
========================================================================================================================================================================
Install 1 Package (+19 Dependent packages)Total download size: 427 M
Installed size: 888 M
Is this ok [y/d/N]: y
Downloading packages:
(1/20): elfutils-libelf-devel-0.176-5.el7.x86_64.rpm | 40 kB 00:00:00
(2/20): libvdpau-1.1.1-3.el7.x86_64.rpm | 34 kB 00:00:00
(3/20): libglvnd-opengl-1.0.1-0.8.git5baa1e5.el7.x86_64.rpm | 43 kB 00:00:00
warning: /var/cache/yum/x86_64/7/epel/packages/dkms-3.0.11-1.el7.noarch.rpm: Header V4 RSA/SHA256 Signature, key ID 352c64e5: NOKEY ] 0.0 B/s | 116 kB --:--:-- ETA
Public key for dkms-3.0.11-1.el7.noarch.rpm is not installed
(4/20): dkms-3.0.11-1.el7.noarch.rpm | 87 kB 00:00:01
warning: /var/cache/yum/x86_64/7/cuda-rhel7-x86_64/packages/kmod-nvidia-latest-dkms-535.86.10-1.el7.x86_64.rpm: Header V4 RSA/SHA512 Signature, key ID d42d0685: NOKEYA
Public key for kmod-nvidia-latest-dkms-535.86.10-1.el7.x86_64.rpm is not installed
(5/20): kmod-nvidia-latest-dkms-535.86.10-1.el7.x86_64.rpm | 43 MB 00:00:10
(6/20): nvidia-driver-latest-dkms-NVML-535.86.10-1.el7.x86_64.rpm | 529 kB 00:00:01
(7/20): nvidia-driver-latest-dkms-NvFBCOpenGL-535.86.10-1.el7.x86_64.rpm | 60 kB 00:00:01
(8/20): nvidia-driver-latest-dkms-cuda-535.86.10-1.el7.x86_64.rpm | 332 kB 00:00:01
(9/20): nvidia-driver-latest-dkms-cuda-libs-535.86.10-1.el7.x86_64.rpm | 43 MB 00:00:08
(10/20): nvidia-driver-latest-dkms-devel-535.86.10-1.el7.x86_64.rpm | 19 kB 00:00:00
(11/20): nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64.rpm | 157 MB 00:00:29
(12/20): nvidia-modprobe-latest-dkms-535.86.10-1.el7.x86_64.rpm | 35 kB 00:00:00
(13/20): nvidia-persistenced-latest-dkms-535.86.10-1.el7.x86_64.rpm | 37 kB 00:00:00
(14/20): ocl-icd-2.2.12-1.el7.x86_64.rpm | 43 kB 00:00:00
(15/20): vulkan-filesystem-1.1.97.0-1.el7.noarch.rpm | 6.3 kB 00:00:00
(16/20): opencl-filesystem-1.0-5.el7.noarch.rpm | 3.9 kB 00:00:00
(17/20): nvidia-xconfig-latest-dkms-535.86.10-1.el7.x86_64.rpm | 95 kB 00:00:01
(18/20): zlib-devel-1.2.7-21.el7_9.x86_64.rpm | 50 kB 00:00:00
(19/20): yum-plugin-nvidia-0.5-1.el7.noarch.rpm | 9.8 kB 00:00:00
(20/20): nvidia-driver-latest-dkms-libs-535.86.10-1.el7.x86_64.rpm | 183 MB 00:00:28
------------------------------------------------------------------------------------------------------------------------------------------------------------------------
Total 8.2 MB/s | 427 MB 00:00:52
Retrieving key from https://developer.download.nvidia.com/compute/cuda/repos/rhel7/x86_64/D42D0685.pub
Importing GPG key 0xD42D0685:Userid : "cudatools <cudatools@nvidia.com>"Fingerprint: 610c 7b14 e068 a878 070d a4e9 9cd0 a493 d42d 0685From : https://developer.download.nvidia.com/compute/cuda/repos/rhel7/x86_64/D42D0685.pub
Is this ok [y/N]: y
Retrieving key from file:///etc/pki/rpm-gpg/RPM-GPG-KEY-EPEL-7
Importing GPG key 0x352C64E5:Userid : "Fedora EPEL (7) <epel@fedoraproject.org>"Fingerprint: 91e9 7d7c 4a5e 96f1 7f3e 888f 6a2f aea2 352c 64e5Package : epel-release-7-14.noarch (@/epel-release-latest-7.noarch)From : /etc/pki/rpm-gpg/RPM-GPG-KEY-EPEL-7
Is this ok [y/N]: y
Running transaction check
Running transaction test
Transaction test succeeded
Running transactionInstalling : 1:libglvnd-opengl-1.0.1-0.8.git5baa1e5.el7.x86_64 1/20Installing : vulkan-filesystem-1.1.97.0-1.el7.noarch 2/20Installing : libvdpau-1.1.1-3.el7.x86_64 3/20Installing : ocl-icd-2.2.12-1.el7.x86_64 4/20Installing : opencl-filesystem-1.0-5.el7.noarch 5/20Installing : yum-plugin-nvidia-0.5-1.el7.noarch 6/20Installing : zlib-devel-1.2.7-21.el7_9.x86_64 7/20Installing : elfutils-libelf-devel-0.176-5.el7.x86_64 8/20Installing : dkms-3.0.11-1.el7.noarch 9/20Installing : 3:nvidia-driver-latest-dkms-libs-535.86.10-1.el7.x86_64 10/20Installing : 3:nvidia-driver-latest-dkms-cuda-libs-535.86.10-1.el7.x86_64 11/20Installing : 3:nvidia-driver-latest-dkms-NVML-535.86.10-1.el7.x86_64 12/20Installing : 3:nvidia-modprobe-latest-dkms-535.86.10-1.el7.x86_64 13/20Installing : 3:nvidia-persistenced-latest-dkms-535.86.10-1.el7.x86_64 14/20Installing : 3:nvidia-driver-latest-dkms-cuda-535.86.10-1.el7.x86_64 15/20Installing : 3:kmod-nvidia-latest-dkms-535.86.10-1.el7.x86_64 16/20Installing : 3:nvidia-xconfig-latest-dkms-535.86.10-1.el7.x86_64 17/20Installing : 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64 18/20Installing : 3:nvidia-driver-latest-dkms-NvFBCOpenGL-535.86.10-1.el7.x86_64 19/20Installing : 3:nvidia-driver-latest-dkms-devel-535.86.10-1.el7.x86_64 20/20Verifying : 3:nvidia-driver-latest-dkms-NvFBCOpenGL-535.86.10-1.el7.x86_64 1/20Verifying : zlib-devel-1.2.7-21.el7_9.x86_64 2/20Verifying : 3:nvidia-driver-latest-dkms-535.86.10-1.el7.x86_64 3/20Verifying : yum-plugin-nvidia-0.5-1.el7.noarch 4/20Verifying : 3:nvidia-driver-latest-dkms-libs-535.86.10-1.el7.x86_64 5/20Verifying : 3:nvidia-driver-latest-dkms-cuda-libs-535.86.10-1.el7.x86_64 6/20Verifying : 3:nvidia-driver-latest-dkms-NVML-535.86.10-1.el7.x86_64 7/20Verifying : 3:nvidia-persistenced-latest-dkms-535.86.10-1.el7.x86_64 8/20Verifying : 3:nvidia-modprobe-latest-dkms-535.86.10-1.el7.x86_64 9/20Verifying : opencl-filesystem-1.0-5.el7.noarch 10/20Verifying : 3:nvidia-driver-latest-dkms-cuda-535.86.10-1.el7.x86_64 11/20Verifying : ocl-icd-2.2.12-1.el7.x86_64 12/20Verifying : 3:nvidia-driver-latest-dkms-devel-535.86.10-1.el7.x86_64 13/20Verifying : elfutils-libelf-devel-0.176-5.el7.x86_64 14/20Verifying : libvdpau-1.1.1-3.el7.x86_64 15/20Verifying : vulkan-filesystem-1.1.97.0-1.el7.noarch 16/20Verifying : dkms-3.0.11-1.el7.noarch 17/20Verifying : 3:kmod-nvidia-latest-dkms-535.86.10-1.el7.x86_64 18/20Verifying : 1:libglvnd-opengl-1.0.1-0.8.git5baa1e5.el7.x86_64 19/20Verifying : 3:nvidia-xconfig-latest-dkms-535.86.10-1.el7.x86_64 20/20Installed:nvidia-driver-latest-dkms.x86_64 3:535.86.10-1.el7Dependency Installed:dkms.noarch 0:3.0.11-1.el7 elfutils-libelf-devel.x86_64 0:0.176-5.el7kmod-nvidia-latest-dkms.x86_64 3:535.86.10-1.el7 libglvnd-opengl.x86_64 1:1.0.1-0.8.git5baa1e5.el7libvdpau.x86_64 0:1.1.1-3.el7 nvidia-driver-latest-dkms-NVML.x86_64 3:535.86.10-1.el7nvidia-driver-latest-dkms-NvFBCOpenGL.x86_64 3:535.86.10-1.el7 nvidia-driver-latest-dkms-cuda.x86_64 3:535.86.10-1.el7nvidia-driver-latest-dkms-cuda-libs.x86_64 3:535.86.10-1.el7 nvidia-driver-latest-dkms-devel.x86_64 3:535.86.10-1.el7nvidia-driver-latest-dkms-libs.x86_64 3:535.86.10-1.el7 nvidia-modprobe-latest-dkms.x86_64 3:535.86.10-1.el7nvidia-persistenced-latest-dkms.x86_64 3:535.86.10-1.el7 nvidia-xconfig-latest-dkms.x86_64 3:535.86.10-1.el7ocl-icd.x86_64 0:2.2.12-1.el7 opencl-filesystem.noarch 0:1.0-5.el7vulkan-filesystem.noarch 0:1.1.97.0-1.el7 yum-plugin-nvidia.noarch 0:0.5-1.el7zlib-devel.x86_64 0:1.2.7-21.el7_9Complete!
2.6.2 安装过程cuda
[ xxx ]# sudo yum install cuda
Loaded plugins: fastestmirror, langpacks, nvidia
Loading mirror speeds from cached hostfileResolving Dependencies
--> Running transaction check
---> Package cuda.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: cuda-12-2 >= 12.2.1 for package: cuda-12.2.1-1.x86_64
--> Running transaction check
---> Package cuda-12-2.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: cuda-demo-suite-12-2 >= 12.2.128 for package: cuda-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-runtime-12-2 >= 12.2.1 for package: cuda-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-toolkit-12-2 >= 12.2.1 for package: cuda-12-2-12.2.1-1.x86_64
--> Running transaction check
---> Package cuda-demo-suite-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-runtime-12-2.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: cuda-libraries-12-2 >= 12.2.1 for package: cuda-runtime-12-2-12.2.1-1.x86_64
---> Package cuda-toolkit-12-2.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: cuda-compiler-12-2 >= 12.2.1 for package: cuda-toolkit-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-documentation-12-2 >= 12.2.128 for package: cuda-toolkit-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-libraries-devel-12-2 >= 12.2.1 for package: cuda-toolkit-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-nvml-devel-12-2 >= 12.2.128 for package: cuda-toolkit-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-tools-12-2 >= 12.2.1 for package: cuda-toolkit-12-2-12.2.1-1.x86_64
--> Running transaction check
---> Package cuda-compiler-12-2.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: cuda-cuobjdump-12-2 >= 12.2.128 for package: cuda-compiler-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-cuxxfilt-12-2 >= 12.2.128 for package: cuda-compiler-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-nvcc-12-2 >= 12.2.128 for package: cuda-compiler-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-nvprune-12-2 >= 12.2.128 for package: cuda-compiler-12-2-12.2.1-1.x86_64
---> Package cuda-documentation-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-libraries-12-2.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: cuda-cudart-12-2 >= 12.2.128 for package: cuda-libraries-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-nvrtc-12-2 >= 12.2.128 for package: cuda-libraries-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-opencl-12-2 >= 12.2.128 for package: cuda-libraries-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcublas-12-2 >= 12.2.4.5 for package: cuda-libraries-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcufft-12-2 >= 11.0.8.91 for package: cuda-libraries-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcufile-12-2 >= 1.7.1.12 for package: cuda-libraries-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcurand-12-2 >= 10.3.3.129 for package: cuda-libraries-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcusolver-12-2 >= 11.5.1.129 for package: cuda-libraries-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcusparse-12-2 >= 12.1.2.129 for package: cuda-libraries-12-2-12.2.1-1.x86_64
--> Processing Dependency: libnpp-12-2 >= 12.2.0.5 for package: cuda-libraries-12-2-12.2.1-1.x86_64
--> Processing Dependency: libnvjitlink-12-2 >= 12.2.128 for package: cuda-libraries-12-2-12.2.1-1.x86_64
--> Processing Dependency: libnvjpeg-12-2 >= 12.2.1.2 for package: cuda-libraries-12-2-12.2.1-1.x86_64
---> Package cuda-libraries-devel-12-2.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: cuda-cccl-12-2 >= 12.2.128 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-cudart-devel-12-2 >= 12.2.128 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-driver-devel-12-2 >= 12.2.128 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-nvrtc-devel-12-2 >= 12.2.128 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-opencl-devel-12-2 >= 12.2.128 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-profiler-api-12-2 >= 12.2.128 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcublas-devel-12-2 >= 12.2.4.5 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcufft-devel-12-2 >= 11.0.8.91 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcufile-devel-12-2 >= 1.7.1.12 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcurand-devel-12-2 >= 10.3.3.129 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcusolver-devel-12-2 >= 11.5.1.129 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: libcusparse-devel-12-2 >= 12.1.2.129 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: libnpp-devel-12-2 >= 12.2.0.5 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: libnvjitlink-devel-12-2 >= 12.2.128 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
--> Processing Dependency: libnvjpeg-devel-12-2 >= 12.2.1.2 for package: cuda-libraries-devel-12-2-12.2.1-1.x86_64
---> Package cuda-nvml-devel-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-tools-12-2.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: cuda-command-line-tools-12-2 >= 12.2.1 for package: cuda-tools-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-visual-tools-12-2 >= 12.2.1 for package: cuda-tools-12-2-12.2.1-1.x86_64
--> Processing Dependency: gds-tools-12-2 >= 1.7.1.12 for package: cuda-tools-12-2-12.2.1-1.x86_64
--> Running transaction check
---> Package cuda-cccl-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-command-line-tools-12-2.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: cuda-cupti-12-2 >= 12.2.131 for package: cuda-command-line-tools-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-gdb-12-2 >= 12.2.128 for package: cuda-command-line-tools-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-nvdisasm-12-2 >= 12.2.128 for package: cuda-command-line-tools-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-nvprof-12-2 >= 12.2.131 for package: cuda-command-line-tools-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-nvtx-12-2 >= 12.2.128 for package: cuda-command-line-tools-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-sanitizer-12-2 >= 12.2.128 for package: cuda-command-line-tools-12-2-12.2.1-1.x86_64
---> Package cuda-cudart-12-2.x86_64 0:12.2.128-1 will be installed
--> Processing Dependency: cuda-toolkit-12-2-config-common for package: cuda-cudart-12-2-12.2.128-1.x86_64
--> Processing Dependency: cuda-toolkit-12-config-common for package: cuda-cudart-12-2-12.2.128-1.x86_64
--> Processing Dependency: cuda-toolkit-config-common for package: cuda-cudart-12-2-12.2.128-1.x86_64
---> Package cuda-cudart-devel-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-cuobjdump-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-cuxxfilt-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-driver-devel-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-nvcc-12-2.x86_64 0:12.2.128-1 will be installed
--> Processing Dependency: cuda-crt-12-2 = 12.2.128 for package: cuda-nvcc-12-2-12.2.128-1.x86_64
--> Processing Dependency: cuda-nvvm-12-2 = 12.2.128 for package: cuda-nvcc-12-2-12.2.128-1.x86_64
---> Package cuda-nvprune-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-nvrtc-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-nvrtc-devel-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-opencl-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-opencl-devel-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-profiler-api-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-visual-tools-12-2.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: cuda-nsight-12-2 >= 12.2.128 for package: cuda-visual-tools-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-nsight-compute-12-2 >= 12.2.1 for package: cuda-visual-tools-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-nsight-systems-12-2 >= 12.2.1 for package: cuda-visual-tools-12-2-12.2.1-1.x86_64
--> Processing Dependency: cuda-nvvp-12-2 >= 12.2.131 for package: cuda-visual-tools-12-2-12.2.1-1.x86_64
---> Package gds-tools-12-2.x86_64 0:1.7.1.12-1 will be installed
---> Package libcublas-12-2.x86_64 0:12.2.4.5-1 will be installed
---> Package libcublas-devel-12-2.x86_64 0:12.2.4.5-1 will be installed
---> Package libcufft-12-2.x86_64 0:11.0.8.91-1 will be installed
---> Package libcufft-devel-12-2.x86_64 0:11.0.8.91-1 will be installed
---> Package libcufile-12-2.x86_64 0:1.7.1.12-1 will be installed
---> Package libcufile-devel-12-2.x86_64 0:1.7.1.12-1 will be installed
---> Package libcurand-12-2.x86_64 0:10.3.3.129-1 will be installed
---> Package libcurand-devel-12-2.x86_64 0:10.3.3.129-1 will be installed
---> Package libcusolver-12-2.x86_64 0:11.5.1.129-1 will be installed
---> Package libcusolver-devel-12-2.x86_64 0:11.5.1.129-1 will be installed
---> Package libcusparse-12-2.x86_64 0:12.1.2.129-1 will be installed
---> Package libcusparse-devel-12-2.x86_64 0:12.1.2.129-1 will be installed
---> Package libnpp-12-2.x86_64 0:12.2.0.5-1 will be installed
---> Package libnpp-devel-12-2.x86_64 0:12.2.0.5-1 will be installed
---> Package libnvjitlink-12-2.x86_64 0:12.2.128-1 will be installed
---> Package libnvjitlink-devel-12-2.x86_64 0:12.2.128-1 will be installed
---> Package libnvjpeg-12-2.x86_64 0:12.2.1.2-1 will be installed
---> Package libnvjpeg-devel-12-2.x86_64 0:12.2.1.2-1 will be installed
--> Running transaction check
---> Package cuda-crt-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-cupti-12-2.x86_64 0:12.2.131-1 will be installed
---> Package cuda-gdb-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-nsight-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-nsight-compute-12-2.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: nsight-compute-2023.2.1 >= 2023.2.1.3 for package: cuda-nsight-compute-12-2-12.2.1-1.x86_64
---> Package cuda-nsight-systems-12-2.x86_64 0:12.2.1-1 will be installed
--> Processing Dependency: nsight-systems >= 2023.2.3.1001 for package: cuda-nsight-systems-12-2-12.2.1-1.x86_64
---> Package cuda-nvdisasm-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-nvprof-12-2.x86_64 0:12.2.131-1 will be installed
---> Package cuda-nvtx-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-nvvm-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-nvvp-12-2.x86_64 0:12.2.131-1 will be installed
---> Package cuda-sanitizer-12-2.x86_64 0:12.2.128-1 will be installed
---> Package cuda-toolkit-12-2-config-common.noarch 0:12.2.128-1 will be installed
---> Package cuda-toolkit-12-config-common.noarch 0:12.2.128-1 will be installed
---> Package cuda-toolkit-config-common.noarch 0:12.2.128-1 will be installed
--> Running transaction check
---> Package nsight-compute-2023.2.1.x86_64 0:2023.2.1.3-1 will be installed
---> Package nsight-systems-2023.2.3.x86_64 0:2023.2.3.1001_32894139v0-0 will be installed
--> Finished Dependency ResolutionDependencies Resolved========================================================================================================================================================================Package Arch Version Repository Size
========================================================================================================================================================================
Installing:cuda x86_64 12.2.1-1 cuda-rhel7-x86_64 7.3 k
Installing for dependencies:cuda-12-2 x86_64 12.2.1-1 cuda-rhel7-x86_64 7.4 kcuda-cccl-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 1.8 Mcuda-command-line-tools-12-2 x86_64 12.2.1-1 cuda-rhel7-x86_64 7.5 kcuda-compiler-12-2 x86_64 12.2.1-1 cuda-rhel7-x86_64 7.3 kcuda-crt-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 110 kcuda-cudart-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 218 kcuda-cudart-devel-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 2.0 Mcuda-cuobjdump-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 230 kcuda-cupti-12-2 x86_64 12.2.131-1 cuda-rhel7-x86_64 28 Mcuda-cuxxfilt-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 283 kcuda-demo-suite-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 5.1 Mcuda-documentation-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 127 kcuda-driver-devel-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 41 kcuda-gdb-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 5.9 Mcuda-libraries-12-2 x86_64 12.2.1-1 cuda-rhel7-x86_64 7.6 kcuda-libraries-devel-12-2 x86_64 12.2.1-1 cuda-rhel7-x86_64 7.8 kcuda-nsight-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 113 Mcuda-nsight-compute-12-2 x86_64 12.2.1-1 cuda-rhel7-x86_64 9.9 kcuda-nsight-systems-12-2 x86_64 12.2.1-1 cuda-rhel7-x86_64 9.4 kcuda-nvcc-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 61 Mcuda-nvdisasm-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 48 Mcuda-nvml-devel-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 119 kcuda-nvprof-12-2 x86_64 12.2.131-1 cuda-rhel7-x86_64 5.0 Mcuda-nvprune-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 72 kcuda-nvrtc-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 22 Mcuda-nvrtc-devel-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 21 Mcuda-nvtx-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 88 kcuda-nvvm-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 26 Mcuda-nvvp-12-2 x86_64 12.2.131-1 cuda-rhel7-x86_64 115 Mcuda-opencl-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 34 kcuda-opencl-devel-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 95 kcuda-profiler-api-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 26 kcuda-runtime-12-2 x86_64 12.2.1-1 cuda-rhel7-x86_64 7.3 kcuda-sanitizer-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 17 Mcuda-toolkit-12-2 x86_64 12.2.1-1 cuda-rhel7-x86_64 8.7 kcuda-toolkit-12-2-config-common noarch 12.2.128-1 cuda-rhel7-x86_64 7.7 kcuda-toolkit-12-config-common noarch 12.2.128-1 cuda-rhel7-x86_64 7.9 kcuda-toolkit-config-common noarch 12.2.128-1 cuda-rhel7-x86_64 7.9 kcuda-tools-12-2 x86_64 12.2.1-1 cuda-rhel7-x86_64 7.3 kcuda-visual-tools-12-2 x86_64 12.2.1-1 cuda-rhel7-x86_64 7.4 kgds-tools-12-2 x86_64 1.7.1.12-1 cuda-rhel7-x86_64 42 Mlibcublas-12-2 x86_64 12.2.4.5-1 cuda-rhel7-x86_64 393 Mlibcublas-devel-12-2 x86_64 12.2.4.5-1 cuda-rhel7-x86_64 445 Mlibcufft-12-2 x86_64 11.0.8.91-1 cuda-rhel7-x86_64 94 Mlibcufft-devel-12-2 x86_64 11.0.8.91-1 cuda-rhel7-x86_64 190 Mlibcufile-12-2 x86_64 1.7.1.12-1 cuda-rhel7-x86_64 1.1 Mlibcufile-devel-12-2 x86_64 1.7.1.12-1 cuda-rhel7-x86_64 4.7 Mlibcurand-12-2 x86_64 10.3.3.129-1 cuda-rhel7-x86_64 53 Mlibcurand-devel-12-2 x86_64 10.3.3.129-1 cuda-rhel7-x86_64 53 Mlibcusolver-12-2 x86_64 11.5.1.129-1 cuda-rhel7-x86_64 119 Mlibcusolver-devel-12-2 x86_64 11.5.1.129-1 cuda-rhel7-x86_64 78 Mlibcusparse-12-2 x86_64 12.1.2.129-1 cuda-rhel7-x86_64 186 Mlibcusparse-devel-12-2 x86_64 12.1.2.129-1 cuda-rhel7-x86_64 378 Mlibnpp-12-2 x86_64 12.2.0.5-1 cuda-rhel7-x86_64 151 Mlibnpp-devel-12-2 x86_64 12.2.0.5-1 cuda-rhel7-x86_64 148 Mlibnvjitlink-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 19 Mlibnvjitlink-devel-12-2 x86_64 12.2.128-1 cuda-rhel7-x86_64 18 Mlibnvjpeg-12-2 x86_64 12.2.1.2-1 cuda-rhel7-x86_64 3.3 Mlibnvjpeg-devel-12-2 x86_64 12.2.1.2-1 cuda-rhel7-x86_64 3.0 Mnsight-compute-2023.2.1 x86_64 2023.2.1.3-1 cuda-rhel7-x86_64 816 Mnsight-systems-2023.2.3 x86_64 2023.2.3.1001_32894139v0-0 cuda-rhel7-x86_64 299 MTransaction Summary
========================================================================================================================================================================
Install 1 Package (+61 Dependent packages)Total download size: 3.9 G
Installed size: 6.9 G
Is this ok [y/d/N]: y
Downloading packages:
(1/62): cuda-12.2.1-1.x86_64.rpm | 7.3 kB 00:00:01
(2/62): cuda-12-2-12.2.1-1.x86_64.rpm | 7.4 kB 00:00:01
(3/62): cuda-command-line-tools-12-2-12.2.1-1.x86_64.rpm | 7.5 kB 00:00:00
(4/62): cuda-compiler-12-2-12.2.1-1.x86_64.rpm | 7.3 kB 00:00:00
(5/62): cuda-cccl-12-2-12.2.128-1.x86_64.rpm | 1.8 MB 00:00:02
(6/62): cuda-crt-12-2-12.2.128-1.x86_64.rpm | 110 kB 00:00:00
(7/62): cuda-cudart-12-2-12.2.128-1.x86_64.rpm | 218 kB 00:00:01
(8/62): cuda-cudart-devel-12-2-12.2.128-1.x86_64.rpm | 2.0 MB 00:00:01
(9/62): cuda-cuobjdump-12-2-12.2.128-1.x86_64.rpm | 230 kB 00:00:01
(10/62): cuda-cuxxfilt-12-2-12.2.128-1.x86_64.rpm | 283 kB 00:00:01
(11/62): cuda-demo-suite-12-2-12.2.128-1.x86_64.rpm | 5.1 MB 00:00:02
(12/62): cuda-cupti-12-2-12.2.131-1.x86_64.rpm | 28 MB 00:00:05
(13/62): cuda-documentation-12-2-12.2.128-1.x86_64.rpm | 127 kB 00:00:00
(14/62): cuda-driver-devel-12-2-12.2.128-1.x86_64.rpm | 41 kB 00:00:00
(15/62): cuda-libraries-12-2-12.2.1-1.x86_64.rpm | 7.6 kB 00:00:00
(16/62): cuda-gdb-12-2-12.2.128-1.x86_64.rpm | 5.9 MB 00:00:01
(17/62): cuda-libraries-devel-12-2-12.2.1-1.x86_64.rpm | 7.8 kB 00:00:00
(18/62): cuda-nsight-compute-12-2-12.2.1-1.x86_64.rpm | 9.9 kB 00:00:00
(19/62): cuda-nsight-systems-12-2-12.2.1-1.x86_64.rpm | 9.4 kB 00:00:00
(20/62): cuda-nvcc-12-2-12.2.128-1.x86_64.rpm | 61 MB 00:00:12
(21/62): cuda-nsight-12-2-12.2.128-1.x86_64.rpm | 113 MB 00:00:22
(22/62): cuda-nvml-devel-12-2-12.2.128-1.x86_64.rpm | 119 kB 00:00:00
(23/62): cuda-nvdisasm-12-2-12.2.128-1.x86_64.rpm | 48 MB 00:00:09
(24/62): cuda-nvprune-12-2-12.2.128-1.x86_64.rpm | 72 kB 00:00:01
(25/62): cuda-nvprof-12-2-12.2.131-1.x86_64.rpm | 5.0 MB 00:00:01
(26/62): cuda-nvrtc-12-2-12.2.128-1.x86_64.rpm | 22 MB 00:00:05
(27/62): cuda-nvrtc-devel-12-2-12.2.128-1.x86_64.rpm | 21 MB 00:00:05
(28/62): cuda-nvtx-12-2-12.2.128-1.x86_64.rpm | 88 kB 00:00:01
(29/62): cuda-nvvm-12-2-12.2.128-1.x86_64.rpm | 26 MB 00:00:06
(30/62): cuda-opencl-12-2-12.2.128-1.x86_64.rpm | 34 kB 00:00:00
(31/62): cuda-opencl-devel-12-2-12.2.128-1.x86_64.rpm | 95 kB 00:00:01
(32/62): cuda-profiler-api-12-2-12.2.128-1.x86_64.rpm | 26 kB 00:00:00
(33/62): cuda-runtime-12-2-12.2.1-1.x86_64.rpm | 7.3 kB 00:00:00
(34/62): cuda-sanitizer-12-2-12.2.128-1.x86_64.rpm | 17 MB 00:00:04
(35/62): cuda-toolkit-12-2-12.2.1-1.x86_64.rpm | 8.7 kB 00:00:00
(36/62): cuda-toolkit-12-2-config-common-12.2.128-1.noarch.rpm | 7.7 kB 00:00:00
(37/62): cuda-toolkit-12-config-common-12.2.128-1.noarch.rpm | 7.9 kB 00:00:00
(38/62): cuda-toolkit-config-common-12.2.128-1.noarch.rpm | 7.9 kB 00:00:00
(39/62): cuda-tools-12-2-12.2.1-1.x86_64.rpm | 7.3 kB 00:00:00
(40/62): cuda-visual-tools-12-2-12.2.1-1.x86_64.rpm | 7.4 kB 00:00:00
(41/62): cuda-nvvp-12-2-12.2.131-1.x86_64.rpm | 115 MB 00:00:19
(42/62): gds-tools-12-2-1.7.1.12-1.x86_64.rpm | 42 MB 00:00:08
(43/62): libcublas-12-2-12.2.4.5-1.x86_64.rpm | 393 MB 00:01:15
(44/62): libcublas-devel-12-2-12.2.4.5-1.x86_64.rpm | 445 MB 00:01:23
(45/62): libcufft-12-2-11.0.8.91-1.x86_64.rpm | 94 MB 00:00:19
(46/62): libcufile-12-2-1.7.1.12-1.x86_64.rpm | 1.1 MB 00:00:01
(47/62): libcufile-devel-12-2-1.7.1.12-1.x86_64.rpm | 4.7 MB 00:00:02
(48/62): libcurand-12-2-10.3.3.129-1.x86_64.rpm | 53 MB 00:00:10
(49/62): libcurand-devel-12-2-10.3.3.129-1.x86_64.rpm | 53 MB 00:00:11
(50/62): libcufft-devel-12-2-11.0.8.91-1.x86_64.rpm | 190 MB 00:00:35
(51/62): libcusolver-devel-12-2-11.5.1.129-1.x86_64.rpm | 78 MB 00:00:17
(52/62): libcusolver-12-2-11.5.1.129-1.x86_64.rpm | 119 MB 00:00:31
(53/62): libcusparse-12-2-12.1.2.129-1.x86_64.rpm | 186 MB 00:00:33
(54/62): libnpp-12-2-12.2.0.5-1.x86_64.rpm | 151 MB 00:00:29
(55/62): libcusparse-devel-12-2-12.1.2.129-1.x86_64.rpm | 378 MB 00:01:11
(56/62): libnvjitlink-12-2-12.2.128-1.x86_64.rpm | 19 MB 00:00:04
(57/62): libnvjitlink-devel-12-2-12.2.128-1.x86_64.rpm | 18 MB 00:00:04
(58/62): libnvjpeg-12-2-12.2.1.2-1.x86_64.rpm | 3.3 MB 00:00:01
(59/62): libnpp-devel-12-2-12.2.0.5-1.x86_64.rpm | 148 MB 00:00:28
(60/62): libnvjpeg-devel-12-2-12.2.1.2-1.x86_64.rpm | 3.0 MB 00:00:01
(61/62): nsight-systems-2023.2.3-2023.2.3.1001_3289413-0.x86_64.rpm | 299 MB 00:00:52
(62/62): nsight-compute-2023.2.1-2023.2.1.3-1.x86_64.rpm | 816 MB 00:02:19
------------------------------------------------------------------------------------------------------------------------------------------------------------------------
Total 9.1 MB/s | 3.9 GB 00:07:17
Running transaction check
Running transaction test
Transaction test succeeded
Running transactionInstalling : cuda-toolkit-12-config-common-12.2.128-1.noarch 1/62Installing : cuda-toolkit-12-2-config-common-12.2.128-1.noarch 2/62Installing : cuda-toolkit-config-common-12.2.128-1.noarch 3/62Installing : libcurand-12-2-10.3.3.129-1.x86_64 4/62Installing : libcufile-12-2-1.7.1.12-1.x86_64 5/62Installing : libcublas-12-2-12.2.4.5-1.x86_64 6/62Installing : libcusparse-12-2-12.1.2.129-1.x86_64 7/62Installing : libnpp-12-2-12.2.0.5-1.x86_64 8/62Installing : cuda-opencl-12-2-12.2.128-1.x86_64 9/62Installing : libnvjpeg-12-2-12.2.1.2-1.x86_64 10/62Installing : libcufft-12-2-11.0.8.91-1.x86_64 11/62Installing : cuda-cudart-12-2-12.2.128-1.x86_64 12/62Installing : libcusolver-12-2-11.5.1.129-1.x86_64 13/62Installing : libnvjitlink-12-2-12.2.128-1.x86_64 14/62Installing : cuda-cccl-12-2-12.2.128-1.x86_64 15/62Installing : cuda-nvrtc-12-2-12.2.128-1.x86_64 16/62Installing : cuda-libraries-12-2-12.2.1-1.x86_64 17/62Installing : cuda-nvdisasm-12-2-12.2.128-1.x86_64 18/62Installing : cuda-nvprof-12-2-12.2.131-1.x86_64 19/62Installing : cuda-nvml-devel-12-2-12.2.128-1.x86_64 20/62Installing : cuda-nvvp-12-2-12.2.131-1.x86_64 21/62Installing : cuda-runtime-12-2-12.2.1-1.x86_64 22/62Installing : cuda-nvrtc-devel-12-2-12.2.128-1.x86_64 23/62Installing : cuda-cudart-devel-12-2-12.2.128-1.x86_64 24/62Installing : libnvjitlink-devel-12-2-12.2.128-1.x86_64 25/62Installing : libcusolver-devel-12-2-11.5.1.129-1.x86_64 26/62Installing : libcufft-devel-12-2-11.0.8.91-1.x86_64 27/62Installing : libnvjpeg-devel-12-2-12.2.1.2-1.x86_64 28/62Installing : cuda-opencl-devel-12-2-12.2.128-1.x86_64 29/62Installing : libnpp-devel-12-2-12.2.0.5-1.x86_64 30/62Installing : libcusparse-devel-12-2-12.1.2.129-1.x86_64 31/62Installing : libcublas-devel-12-2-12.2.4.5-1.x86_64 32/62Installing : libcufile-devel-12-2-1.7.1.12-1.x86_64 33/62Installing : libcurand-devel-12-2-10.3.3.129-1.x86_64 34/62Installing : cuda-demo-suite-12-2-12.2.128-1.x86_64 35/62Installing : cuda-cuxxfilt-12-2-12.2.128-1.x86_64 36/62Installing : cuda-nvprune-12-2-12.2.128-1.x86_64 37/62Installing : cuda-cuobjdump-12-2-12.2.128-1.x86_64 38/62Installing : cuda-driver-devel-12-2-12.2.128-1.x86_64 39/62Installing : nsight-systems-2023.2.3-2023.2.3.1001_32894139v0-0.x86_64 40/62Installing : cuda-nsight-systems-12-2-12.2.1-1.x86_64 41/62Installing : cuda-gdb-12-2-12.2.128-1.x86_64 42/62Installing : cuda-profiler-api-12-2-12.2.128-1.x86_64 43/62Installing : cuda-libraries-devel-12-2-12.2.1-1.x86_64 44/62Installing : cuda-nvvm-12-2-12.2.128-1.x86_64 45/62Installing : nsight-compute-2023.2.1-2023.2.1.3-1.x86_64 46/62Installing : cuda-nsight-compute-12-2-12.2.1-1.x86_64 47/62Installing : cuda-crt-12-2-12.2.128-1.x86_64 48/62Installing : cuda-nvcc-12-2-12.2.128-1.x86_64 49/62Installing : cuda-compiler-12-2-12.2.1-1.x86_64 50/62Installing : cuda-nsight-12-2-12.2.128-1.x86_64 51/62Installing : cuda-visual-tools-12-2-12.2.1-1.x86_64 52/62Installing : cuda-cupti-12-2-12.2.131-1.x86_64 53/62Installing : cuda-documentation-12-2-12.2.128-1.x86_64 54/62Installing : gds-tools-12-2-1.7.1.12-1.x86_64 55/62Installing : cuda-nvtx-12-2-12.2.128-1.x86_64 56/62Installing : cuda-sanitizer-12-2-12.2.128-1.x86_64 57/62Installing : cuda-command-line-tools-12-2-12.2.1-1.x86_64 58/62Installing : cuda-tools-12-2-12.2.1-1.x86_64 59/62Installing : cuda-toolkit-12-2-12.2.1-1.x86_64 60/62Installing : cuda-12-2-12.2.1-1.x86_64 61/62Installing : cuda-12.2.1-1.x86_64 62/62Verifying : cuda-nvml-devel-12-2-12.2.128-1.x86_64 1/62Verifying : cuda-nvtx-12-2-12.2.128-1.x86_64 2/62Verifying : gds-tools-12-2-1.7.1.12-1.x86_64 3/62Verifying : cuda-documentation-12-2-12.2.128-1.x86_64 4/62Verifying : cuda-toolkit-12-2-12.2.1-1.x86_64 5/62Verifying : cuda-cupti-12-2-12.2.131-1.x86_64 6/62Verifying : cuda-toolkit-config-common-12.2.128-1.noarch 7/62Verifying : libcurand-12-2-10.3.3.129-1.x86_64 8/62Verifying : cuda-tools-12-2-12.2.1-1.x86_64 9/62Verifying : libcufile-12-2-1.7.1.12-1.x86_64 10/62Verifying : cuda-compiler-12-2-12.2.1-1.x86_64 11/62Verifying : cuda-nvrtc-devel-12-2-12.2.128-1.x86_64 12/62Verifying : cuda-nsight-12-2-12.2.128-1.x86_64 13/62Verifying : libcublas-12-2-12.2.4.5-1.x86_64 14/62Verifying : cuda-crt-12-2-12.2.128-1.x86_64 15/62Verifying : cuda-toolkit-12-2-config-common-12.2.128-1.noarch 16/62Verifying : libcusparse-12-2-12.1.2.129-1.x86_64 17/62Verifying : libnpp-12-2-12.2.0.5-1.x86_64 18/62Verifying : nsight-compute-2023.2.1-2023.2.1.3-1.x86_64 19/62Verifying : libcusparse-devel-12-2-12.1.2.129-1.x86_64 20/62Verifying : cuda-nvvm-12-2-12.2.128-1.x86_64 21/62Verifying : cuda-nvprof-12-2-12.2.131-1.x86_64 22/62Verifying : cuda-nvcc-12-2-12.2.128-1.x86_64 23/62Verifying : cuda-toolkit-12-config-common-12.2.128-1.noarch 24/62Verifying : cuda-opencl-devel-12-2-12.2.128-1.x86_64 25/62Verifying : cuda-nvdisasm-12-2-12.2.128-1.x86_64 26/62Verifying : cuda-libraries-12-2-12.2.1-1.x86_64 27/62Verifying : cuda-runtime-12-2-12.2.1-1.x86_64 28/62Verifying : libcusolver-devel-12-2-11.5.1.129-1.x86_64 29/62Verifying : cuda-nvrtc-12-2-12.2.128-1.x86_64 30/62Verifying : libnpp-devel-12-2-12.2.0.5-1.x86_64 31/62Verifying : cuda-profiler-api-12-2-12.2.128-1.x86_64 32/62Verifying : cuda-opencl-12-2-12.2.128-1.x86_64 33/62Verifying : libnvjpeg-12-2-12.2.1.2-1.x86_64 34/62Verifying : libcurand-devel-12-2-10.3.3.129-1.x86_64 35/62Verifying : libcufft-12-2-11.0.8.91-1.x86_64 36/62Verifying : cuda-gdb-12-2-12.2.128-1.x86_64 37/62Verifying : cuda-nsight-compute-12-2-12.2.1-1.x86_64 38/62Verifying : nsight-systems-2023.2.3-2023.2.3.1001_32894139v0-0.x86_64 39/62Verifying : cuda-libraries-devel-12-2-12.2.1-1.x86_64 40/62Verifying : cuda-nvvp-12-2-12.2.131-1.x86_64 41/62Verifying : cuda-cudart-12-2-12.2.128-1.x86_64 42/62Verifying : libcublas-devel-12-2-12.2.4.5-1.x86_64 43/62Verifying : cuda-driver-devel-12-2-12.2.128-1.x86_64 44/62Verifying : libcufft-devel-12-2-11.0.8.91-1.x86_64 45/62Verifying : cuda-visual-tools-12-2-12.2.1-1.x86_64 46/62Verifying : cuda-12-2-12.2.1-1.x86_64 47/62Verifying : cuda-cuobjdump-12-2-12.2.128-1.x86_64 48/62Verifying : cuda-12.2.1-1.x86_64 49/62Verifying : cuda-cccl-12-2-12.2.128-1.x86_64 50/62Verifying : libcufile-devel-12-2-1.7.1.12-1.x86_64 51/62Verifying : cuda-command-line-tools-12-2-12.2.1-1.x86_64 52/62Verifying : cuda-nvprune-12-2-12.2.128-1.x86_64 53/62Verifying : libnvjpeg-devel-12-2-12.2.1.2-1.x86_64 54/62Verifying : libcusolver-12-2-11.5.1.129-1.x86_64 55/62Verifying : cuda-cuxxfilt-12-2-12.2.128-1.x86_64 56/62Verifying : cuda-cudart-devel-12-2-12.2.128-1.x86_64 57/62Verifying : cuda-demo-suite-12-2-12.2.128-1.x86_64 58/62Verifying : cuda-sanitizer-12-2-12.2.128-1.x86_64 59/62Verifying : libnvjitlink-12-2-12.2.128-1.x86_64 60/62Verifying : cuda-nsight-systems-12-2-12.2.1-1.x86_64 61/62Verifying : libnvjitlink-devel-12-2-12.2.128-1.x86_64 62/62Installed:cuda.x86_64 0:12.2.1-1Dependency Installed:cuda-12-2.x86_64 0:12.2.1-1 cuda-cccl-12-2.x86_64 0:12.2.128-1 cuda-command-line-tools-12-2.x86_64 0:12.2.1-1cuda-compiler-12-2.x86_64 0:12.2.1-1 cuda-crt-12-2.x86_64 0:12.2.128-1 cuda-cudart-12-2.x86_64 0:12.2.128-1cuda-cudart-devel-12-2.x86_64 0:12.2.128-1 cuda-cuobjdump-12-2.x86_64 0:12.2.128-1 cuda-cupti-12-2.x86_64 0:12.2.131-1cuda-cuxxfilt-12-2.x86_64 0:12.2.128-1 cuda-demo-suite-12-2.x86_64 0:12.2.128-1 cuda-documentation-12-2.x86_64 0:12.2.128-1cuda-driver-devel-12-2.x86_64 0:12.2.128-1 cuda-gdb-12-2.x86_64 0:12.2.128-1 cuda-libraries-12-2.x86_64 0:12.2.1-1cuda-libraries-devel-12-2.x86_64 0:12.2.1-1 cuda-nsight-12-2.x86_64 0:12.2.128-1 cuda-nsight-compute-12-2.x86_64 0:12.2.1-1cuda-nsight-systems-12-2.x86_64 0:12.2.1-1 cuda-nvcc-12-2.x86_64 0:12.2.128-1 cuda-nvdisasm-12-2.x86_64 0:12.2.128-1cuda-nvml-devel-12-2.x86_64 0:12.2.128-1 cuda-nvprof-12-2.x86_64 0:12.2.131-1 cuda-nvprune-12-2.x86_64 0:12.2.128-1cuda-nvrtc-12-2.x86_64 0:12.2.128-1 cuda-nvrtc-devel-12-2.x86_64 0:12.2.128-1 cuda-nvtx-12-2.x86_64 0:12.2.128-1cuda-nvvm-12-2.x86_64 0:12.2.128-1 cuda-nvvp-12-2.x86_64 0:12.2.131-1 cuda-opencl-12-2.x86_64 0:12.2.128-1cuda-opencl-devel-12-2.x86_64 0:12.2.128-1 cuda-profiler-api-12-2.x86_64 0:12.2.128-1 cuda-runtime-12-2.x86_64 0:12.2.1-1cuda-sanitizer-12-2.x86_64 0:12.2.128-1 cuda-toolkit-12-2.x86_64 0:12.2.1-1 cuda-toolkit-12-2-config-common.noarch 0:12.2.128-1cuda-toolkit-12-config-common.noarch 0:12.2.128-1 cuda-toolkit-config-common.noarch 0:12.2.128-1 cuda-tools-12-2.x86_64 0:12.2.1-1cuda-visual-tools-12-2.x86_64 0:12.2.1-1 gds-tools-12-2.x86_64 0:1.7.1.12-1 libcublas-12-2.x86_64 0:12.2.4.5-1libcublas-devel-12-2.x86_64 0:12.2.4.5-1 libcufft-12-2.x86_64 0:11.0.8.91-1 libcufft-devel-12-2.x86_64 0:11.0.8.91-1libcufile-12-2.x86_64 0:1.7.1.12-1 libcufile-devel-12-2.x86_64 0:1.7.1.12-1 libcurand-12-2.x86_64 0:10.3.3.129-1libcurand-devel-12-2.x86_64 0:10.3.3.129-1 libcusolver-12-2.x86_64 0:11.5.1.129-1 libcusolver-devel-12-2.x86_64 0:11.5.1.129-1libcusparse-12-2.x86_64 0:12.1.2.129-1 libcusparse-devel-12-2.x86_64 0:12.1.2.129-1 libnpp-12-2.x86_64 0:12.2.0.5-1libnpp-devel-12-2.x86_64 0:12.2.0.5-1 libnvjitlink-12-2.x86_64 0:12.2.128-1 libnvjitlink-devel-12-2.x86_64 0:12.2.128-1libnvjpeg-12-2.x86_64 0:12.2.1.2-1 libnvjpeg-devel-12-2.x86_64 0:12.2.1.2-1 nsight-compute-2023.2.1.x86_64 0:2023.2.1.3-1nsight-systems-2023.2.3.x86_64 0:2023.2.3.1001_32894139v0-0Complete!
2.6.3 安装过程cuda-drivers
[ xxx ]# sudo yum install cuda-drivers
Loaded plugins: fastestmirror, langpacks, nvidia
Loading mirror speeds from cached hostfileResolving Dependencies
--> Running transaction check
---> Package cuda-drivers.x86_64 0:535.86.10-1 will be installed
--> Processing Dependency: nvidia-libXNVCtrl >= 3:535.86.10 for package: cuda-drivers-535.86.10-1.x86_64
--> Processing Dependency: nvidia-libXNVCtrl-devel >= 3:535.86.10 for package: cuda-drivers-535.86.10-1.x86_64
--> Processing Dependency: nvidia-settings >= 3:535.86.10 for package: cuda-drivers-535.86.10-1.x86_64
--> Running transaction check
---> Package nvidia-libXNVCtrl.x86_64 3:535.86.10-1.el7 will be installed
---> Package nvidia-libXNVCtrl-devel.x86_64 3:535.86.10-1.el7 will be installed
---> Package nvidia-settings.x86_64 3:535.86.10-1.el7 will be installed
--> Finished Dependency ResolutionDependencies Resolved========================================================================================================================================================================Package Arch Version Repository Size
========================================================================================================================================================================
Installing:cuda-drivers x86_64 535.86.10-1 cuda-rhel7-x86_64 3.6 k
Installing for dependencies:nvidia-libXNVCtrl x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 50 knvidia-libXNVCtrl-devel x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 59 knvidia-settings x86_64 3:535.86.10-1.el7 cuda-rhel7-x86_64 1.5 MTransaction Summary
========================================================================================================================================================================
Install 1 Package (+3 Dependent packages)Total download size: 1.6 M
Installed size: 4.5 M
Is this ok [y/d/N]: y
Downloading packages:
(1/4): cuda-drivers-535.86.10-1.x86_64.rpm | 3.6 kB 00:00:01
(2/4): nvidia-libXNVCtrl-535.86.10-1.el7.x86_64.rpm | 50 kB 00:00:01
(3/4): nvidia-libXNVCtrl-devel-535.86.10-1.el7.x86_64.rpm | 59 kB 00:00:00
(4/4): nvidia-settings-535.86.10-1.el7.x86_64.rpm | 1.5 MB 00:00:01
------------------------------------------------------------------------------------------------------------------------------------------------------------------------
Total 567 kB/s | 1.6 MB 00:00:02
Running transaction check
Running transaction test
Transaction test succeeded
Running transactionInstalling : 3:nvidia-libXNVCtrl-535.86.10-1.el7.x86_64 1/4Installing : 3:nvidia-libXNVCtrl-devel-535.86.10-1.el7.x86_64 2/4Installing : 3:nvidia-settings-535.86.10-1.el7.x86_64 3/4Installing : cuda-drivers-535.86.10-1.x86_64 4/4Verifying : 3:nvidia-libXNVCtrl-535.86.10-1.el7.x86_64 1/4Verifying : 3:nvidia-libXNVCtrl-devel-535.86.10-1.el7.x86_64 2/4Verifying : 3:nvidia-settings-535.86.10-1.el7.x86_64 3/4Verifying : cuda-drivers-535.86.10-1.x86_64 4/4Installed:cuda-drivers.x86_64 0:535.86.10-1Dependency Installed:nvidia-libXNVCtrl.x86_64 3:535.86.10-1.el7 nvidia-libXNVCtrl-devel.x86_64 3:535.86.10-1.el7 nvidia-settings.x86_64 3:535.86.10-1.el7Complete!
2.7 重启
sudo reboot
2.8 添加CUDA PATH
export PATH=/usr/local/cuda-12.2/bin${PATH:+:${PATH}}
或者将上述命令加入到 /etc/profile中,source /etc/profile
2.9 验证是否安装成功
2.9.1 查看设备和驱动版本
# nvidia-smi+---------------------------------------------------------------------------------------+
| NVIDIA-SMI 535.86.10 Driver Version: 535.86.10 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 Tesla P100-PCIE-16GB Off | 00000000:31:00.0 Off | 0 |
| N/A 30C P0 25W / 250W | 0MiB / 16384MiB | 0% Default |
| | | N/A |
+-----------------------------------------+----------------------+----------------------++---------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=======================================================================================|
| No running processes found |
+---------------------------------------------------------------------------------------+
2.9.2 查看CUDA版本
# nvcc --version
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2023 NVIDIA Corporation
Built on Tue_Jul_11_02:20:44_PDT_2023
Cuda compilation tools, release 12.2, V12.2.128
Build cuda_12.2.r12.2/compiler.33053471_0
相关文章:
NVIDIA GPU驱动和CUDA工具包 Linux CentOS 7 在线安装指南
挑选指定系统和对应的GPU型号下载驱动和CUDA工具包: Linux CentOS安装NVIDIA GPU驱动程序和NVIDIA CUDA工具包_centos安装显卡驱动和cuda_Entropy-Go的博客-CSDN博客 相比之下,本文是在线安装NVIDIA GPU驱动和CUDA工具包方式,省去挑选对应正确安装包的烦…...
Php“牵手”拼多多商品详情页数据采集方法,拼多多API接口申请指南
拼多多详情接口 API 是开放平台提供的一种 API 接口,它可以帮助开发者获取商品的详细信息,包括商品的标题、描述、图片等信息。在电商平台的开发中,详情接口API是非常常用的 API,因此本文将详细介绍详情接口 API 的使用。 一、拼…...
未来公文的智能化进程
随着技术的飞速发展,公文——这个有着悠久历史的官方沟通方式,也正逐步走向智能化的未来。自动化、人工智能、区块链...这些现代科技正重塑我们的公文制度,让其变得更加高效、安全和智慧。 1.语义理解与自动生成 通过深度学习和NLPÿ…...
C语言:深度学习知识储备
目录 数据类型 每种类型的大小是多少呢? 变量 变量的命名: 变量的分类: 变量的作用域和生命周期 作用域: 生命周期: 常量 字符串转义字符注释 字符串: 转义字符 操作符: 算术操作符…...
探索大模型时代下的算法工程师前景与发展路径
文章目录 大模型时代的挑战与机遇从算法到工程:技能升级的必要性发展路径与职业规划路径一:深耕研究领域路径二:工程实践与部署路径三:跨界合作与解决复杂问题路径四:教育培训和技术普及 不断学习与更新知识结论 &…...
【福建事业单位-综合基础知识】03行政法
【福建事业单位-综合基础知识】03行政法 1.行政法概述(原则重点)行政主体范围 行政行为总结 二.行政处罚2.1行政处罚的种类总结 行政法框架 1.行政法概述(原则重点) 行政法的首要原则是合法;自由裁量——合理行政&…...
CSS 背景属性
前言 背景属性 属性说明background-color背景颜色background-image背景图background-repeat背景图平铺方式background-position背景图位置background-size背景图缩放background-attachment背景图固定background背景复合属性 背景颜色 可以使用background-color属性来设置背景…...
小白到运维工程师自学之路 第七十五集 (Kubernetes 企业级高可用部署)2
8、添加master节点 在k8s-master2和k8s-master3节点创建文件夹 mkdir -p /etc/kubernetes/pki/etcd在k8s-master1节点执行 从k8s-master1复制密钥和相关文件到k8s-master2和k8s-master3 scp /etc/kubernetes/admin.conf root192.168.77.15:/etc/kubernetes scp /etc/kubernet…...
Educational Codeforces Round 62 (Rated for Div. 2) C. Playlist
一开始肯定要排个序,b相同时t大的在前边,不同时b大的在前面。 然后想最多只能选k个的限制,可以这样想,每次用到的b只能用已选到的最小的值,那可以把每个b都枚举一遍,然后每一次选时长最长的,且…...
postgresql中基础sql查询
postgresql中基础sql查询 创建表插入数据创建索引删除表postgresql命令速查简单查询计算查询结果 利用查询条件过滤数据模糊查询 创建表 -- 部门信息表 CREATE TABLE departments( department_id INTEGER NOT NULL -- 部门编号,主键, department_name CHARACTE…...
如何做好科技文献资料的翻译!
我们知道,科技文献是工程技术人员的重要参考文献,翻译科技文献资料有助于促进国内外科技知识和技术的传播。那么,如何做好科技文献资料的翻译,专业科技文献翻译哪家好? 据了解,科技文献翻译是一种以应用为主…...
处理Selenium3+python3定位鼠标悬停才显示的元素
这篇文章主要介绍了Selenium3python3--如何定位鼠标悬停才显示的元素 ,文中通过简单代码给大家介绍的非常详细,需要的朋友可以参考下 先给大家介绍下Selenium3python3--如何定位鼠标悬停才显示的元素 定位鼠标悬停才显示的元素,要引入新模块 # coding…...
python通过S7协议读取西门子200smart数据
发现网上很多关于python通过s7协议控制200smart的代码都失败,我猜应该是版本的问题。自己捣鼓了半天,终于测试成功 from snap7 import util,clientmy_plc client.Client() #建立一个客户端对象 my_plc.set_connection_type(3) #如果是200smart,必须有此…...
深入理解SSO原理,项目实践使用一个优秀开源单点登录项目(附源码)
深入理解SSO原理,项目实践使用一个优秀开源单点登录项目(附源码)。 一、简介 单点登录(Single Sign On),简称为 SSO。 它的解释是在多个应用系统中,用户只需要登录一次就可以访问所有相互信任的应用系统。 ❝ 所谓一次登录,处处登录。同样一处退出,处处退出。 ❞ 二…...
【云原生】K8S控制详解
目录 一、Pod控制器1.1 Pod控制器及其功用1.2 pod控制器有多种类型1.3Pod与控制器之间的关系二、Deployment 三、SatefulSet3.1从上面的应用场景可以发现,StatefulSet由以下几个部分组成:3.2为什么要有headless?3.3为什么要有volumeClaimTemp…...
CentOS 8 安装 oracle 23c CentOS9 Error deal
1.环境准备 软件准备 序号 软件 下载地址 1 VirtualBox https://www.virtualbox.org/wiki/Downloads2 CentOS Stream 8 https://mirrors.tuna.tsinghua.edu.cn/centos/8-stream/isos/x86_64/CentOS-Stream-8-x86_64-latest-dvd1.iso3 oracle-database-free-23c # cd ~/Down…...
sklearn-决策树
目录 决策树算法关键 特征维度&判别条件 决策树算法:选择决策条件 纯度的概念...
元宇宙之应用(05) 远程医疗手术
在科技不断进步的今天,元宇宙的概念正逐渐从科幻小说走入现实,重新定义了人类与数字世界的交互方式。其中,"远程手术" 这一概念引发了医疗领域的深刻思考。为什么要让元宇宙与医疗领域产生交集?这一切究竟是什么&#x…...
centos7在线安装 jdk1.8+tomcat+mysql8+nginx+docker
centos7 在线安装jdk1.8 yum install -y java-1.8.0-openjdk.x86_64 java默认安装路径/usr/lib/jvm/; 加入环境变量配置,在/etc/profile 配置文件中加入 java 环境变量: vim /etc/profile #java 环境变量内容: #java环境变量…...
Vue中实现分页
1.构造分页组件,并注册为全局组件 <template><div class"pagination"><button v-if"startNumAndEndNum.start>1" click"$emit(getPageNo,pageNo-1)">上一页</button><button v-if"startNumAndEn…...
练习(含atoi的模拟实现,自定义类型等练习)
一、结构体大小的计算及位段 (结构体大小计算及位段 详解请看:自定义类型:结构体进阶-CSDN博客) 1.在32位系统环境,编译选项为4字节对齐,那么sizeof(A)和sizeof(B)是多少? #pragma pack(4)st…...
linux 错误码总结
1,错误码的概念与作用 在Linux系统中,错误码是系统调用或库函数在执行失败时返回的特定数值,用于指示具体的错误类型。这些错误码通过全局变量errno来存储和传递,errno由操作系统维护,保存最近一次发生的错误信息。值得注意的是,errno的值在每次系统调用或函数调用失败时…...
OpenPrompt 和直接对提示词的嵌入向量进行训练有什么区别
OpenPrompt 和直接对提示词的嵌入向量进行训练有什么区别 直接训练提示词嵌入向量的核心区别 您提到的代码: prompt_embedding = initial_embedding.clone().requires_grad_(True) optimizer = torch.optim.Adam([prompt_embedding...
Web 架构之 CDN 加速原理与落地实践
文章目录 一、思维导图二、正文内容(一)CDN 基础概念1. 定义2. 组成部分 (二)CDN 加速原理1. 请求路由2. 内容缓存3. 内容更新 (三)CDN 落地实践1. 选择 CDN 服务商2. 配置 CDN3. 集成到 Web 架构 …...
使用Matplotlib创建炫酷的3D散点图:数据可视化的新维度
文章目录 基础实现代码代码解析进阶技巧1. 自定义点的大小和颜色2. 添加图例和样式美化3. 真实数据应用示例实用技巧与注意事项完整示例(带样式)应用场景在数据科学和可视化领域,三维图形能为我们提供更丰富的数据洞察。本文将手把手教你如何使用Python的Matplotlib库创建引…...
JAVA后端开发——多租户
数据隔离是多租户系统中的核心概念,确保一个租户(在这个系统中可能是一个公司或一个独立的客户)的数据对其他租户是不可见的。在 RuoYi 框架(您当前项目所使用的基础框架)中,这通常是通过在数据表中增加一个…...
Fabric V2.5 通用溯源系统——增加图片上传与下载功能
fabric-trace项目在发布一年后,部署量已突破1000次,为支持更多场景,现新增支持图片信息上链,本文对图片上传、下载功能代码进行梳理,包含智能合约、后端、前端部分。 一、智能合约修改 为了增加图片信息上链溯源,需要对底层数据结构进行修改,在此对智能合约中的农产品数…...
AGain DB和倍数增益的关系
我在设置一款索尼CMOS芯片时,Again增益0db变化为6DB,画面的变化只有2倍DN的增益,比如10变为20。 这与dB和线性增益的关系以及传感器处理流程有关。以下是具体原因分析: 1. dB与线性增益的换算关系 6dB对应的理论线性增益应为&…...
STM32HAL库USART源代码解析及应用
STM32HAL库USART源代码解析 前言STM32CubeIDE配置串口USART和UART的选择使用模式参数设置GPIO配置DMA配置中断配置硬件流控制使能生成代码解析和使用方法串口初始化__UART_HandleTypeDef结构体浅析HAL库代码实际使用方法使用轮询方式发送使用轮询方式接收使用中断方式发送使用中…...
【Android】Android 开发 ADB 常用指令
查看当前连接的设备 adb devices 连接设备 adb connect 设备IP 断开已连接的设备 adb disconnect 设备IP 安装应用 adb install 安装包的路径 卸载应用 adb uninstall 应用包名 查看已安装的应用包名 adb shell pm list packages 查看已安装的第三方应用包名 adb shell pm list…...
