Proxmox VE 7.3 中开启vGPU_unlock,实现tesla p4显卡虚拟化

发布于 2024年01月24日

1、先查看你的显卡是否支持vGPU_unlock,列在文章最后,自行查看。

2、配置软件源

rm /etc/apt/sources.list

rm /etc/apt/sources.list.d/*

echo "deb https://mirrors.tuna.tsinghua.edu.cn/debian/ bullseye main contrib non-free">>/etc/apt/sources.list

echo "deb https://mirrors.tuna.tsinghua.edu.cn/debian/ bullseye-updates main contrib non-free">>/etc/apt/sources.list

echo "deb https://mirrors.tuna.tsinghua.edu.cn/debian/ bullseye-backports main contrib non-free">>/etc/apt/sources.list

echo "deb https://mirrors.tuna.tsinghua.edu.cn/debian-security bullseye-security main contrib non-free">>/etc/apt/sources.list

echo "deb https://mirrors.tuna.tsinghua.edu.cn/proxmox/debian bullseye pve-no-subscription">>/etc/apt/sources.list

3、安装必要的软件包

apt update && apt install dkms  git build-essential pve-kernel-5.15 pve-headers-5.15 dkms cargo jq uuid-runtime -y
wget -P /opt/ http://ftp.br.debian.org/debian/pool/main/m/mdevctl/mdevctl_0.81-1_all.deb
dpkg -i /opt/mdevctl_0.81-1_all.deb

4、配置内核

echo vfio >> /etc/modules

echo vfio_iommu_type1 >> /etc/modules

echo vfio_pci >> /etc/modules

echo vfio_virqfd >> /etc/modules

echo  "blacklist nouveau" >> /etc/modprobe.d/blacklist.conf

echo "options kvm ignore_msrs=1" > /etc/modprobe.d/kvm.conf

update-initramfs -k all -u

5、配置引导

#编辑grub,请不要盲目改。根据自己的环境,选择设置

nano /etc/default/grub

#在里面找到:

GRUB_CMDLINE_LINUX_DEFAULT="quiet"

#然后修改为:

GRUB_CMDLINE_LINUX_DEFAULT="quiet intel_iommu=on"

#如果是amd cpu请改为:

GRUB_CMDLINE_LINUX_DEFAULT="quiet amd_iommu=on"

#更新引导

update-grub

6、重启服务器

7、验证以上配置是否生效

重启主机,待重启之后,验证系统内核是否在5.15

root@pve:~# uname -r

5.15.30-2-pve

出现有如下iommu group说明成功

root@pve3:~# dmesg |grep iommu

[    0.000000] Command line: BOOT_IMAGE=/boot/vmlinuz-5.11.22-7-pve root=/dev/mapper/pve-root ro quiet iommu=pt intel_iommu=on

[    0.075784] Kernel command line: BOOT_IMAGE=/boot/vmlinuz-5.11.22-7-pve root=/dev/mapper/pve-root ro quiet iommu=pt intel_iommu=on

[    0.352588] iommu: Default domain type: Passthrough (set via kernel command line)

[    1.373583] pci 0000:00:00.0: Adding to iommu group 0

[    1.373592] pci 0000:00:02.0: Adding to iommu group 1

[    1.373605] pci 0000:00:14.0: Adding to iommu group 2

[    1.373613] pci 0000:00:17.0: Adding to iommu group 3

[    1.373623] pci 0000:00:1c.0: Adding to iommu group 4

[    1.373637] pci 0000:00:1d.0: Adding to iommu group 5

[    1.373647] pci 0000:00:1d.2: Adding to iommu group 6

[    1.373656] pci 0000:00:1d.3: Adding to iommu group 7

[    1.373675] pci 0000:00:1f.0: Adding to iommu group 8

[    1.373683] pci 0000:00:1f.2: Adding to iommu group 8

[    1.373691] pci 0000:00:1f.3: Adding to iommu group 8

[    1.373699] pci 0000:00:1f.4: Adding to iommu group 8

[    1.373707] pci 0000:00:1f.6: Adding to iommu group 9

[    1.373717] pci 0000:01:00.0: Adding to iommu group 10

[    1.373726] pci 0000:03:00.0: Adding to iommu group 11

[    1.373735] pci 0000:05:00.0: Adding to iommu group 12

[    1.656483]     intel_iommu=on

无输出,代表成功

root@pve3:~# lsmod|grep nouveau

root@pve3:~#

8、显卡驱动安装

安装过程全程YES或者OK

wget https://mirrors.apqa.cn/d/vGPU/vgpu_unlock/drivers/NVIDIA-Linux-x86_64-510.47.03-vgpu-kvm-custom.run -P /opt

如果下载失败,我有单独提供下载。

chmod +x /opt/NVIDIA-Linux-x86_64-510.47.03-vgpu-kvm-custom.run

sh -c /opt/NVIDIA-Linux-x86_64-510.47.03-vgpu-kvm-custom.run --dkms

9、安装vgpu_unlock

cd /opt && git clone https://github.com/mbilker/vgpu_unlock-rs.git

cd /opt/vgpu_unlock-rs

cargo build --release

以上几句代码是下载源码并编译,但是目前好像很多人都会编译出错。如果你也不能编译成功,可以直接下载我提供的libvgpu_unlock_rs.so文件免得再次编译。根据你的存放位置在下方的配置中对应修改。

mkdir /etc/systemd/system/{nvidia-vgpud.service.d,nvidia-vgpu-mgr.service.d}
echo -e "[Service]\nEnvironment=LD_PRELOAD=/opt/vgpu_unlock-rs/target/release/libvgpu_unlock_rs.so" > /etc/systemd/system/nvidia-vgpud.service.d/vgpu_unlock.conf
echo -e "[Service]\nEnvironment=LD_PRELOAD=/opt/vgpu_unlock-rs/target/release/libvgpu_unlock_rs.so" > /etc/systemd/system/nvidia-vgpu-mgr.service.d/vgpu_unlock.conf
systemctl daemon-reload

10、重启后验证

重启之后,使用nvidia-smi 确认是否如下,显示GPU信息

root@pve:~# nvidia-smi

Wed Apr 27 23:33:10 2022

+-----------------------------------------------------------------------------+

| NVIDIA-SMI 510.47.03    Driver Version: 510.47.03    CUDA Version: 11.2     |

|-------------------------------+----------------------+----------------------+

| 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  P106-090            Off  | 00000000:05:00.0 Off |                  N/A |

| 31%   35C    P0    28W /  75W |     11MiB /  3071MiB |      0%      Default |

|                               |                      |                  N/A |

+-------------------------------+----------------------+----------------------+

+-----------------------------------------------------------------------------+

| Processes:                                                                  |

|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |

|        ID   ID                                                   Usage      |

|=============================================================================|

|  No running processes found                                                 |

+-----------------------------------------------------------------------------+

使用mdevctl types 验证是否出现mdev设备

root@pve:/opt/vgpu_unlock-rs# mdevctl types

0000:05:00.0

  nvidia-156

    Available instances: 12

    Device API: vfio-pci

    Name: GRID P40-2B

    Description: num_heads=4, frl_config=45, framebuffer=2048M, max_resolution=5120x2880, max_instance=12

  nvidia-215

    Available instances: 12

    Device API: vfio-pci

    Name: GRID P40-2B4

    Description: num_heads=4, frl_config=45, framebuffer=2048M, max_resolution=5120x2880, max_instance=12

  nvidia-241

    Available instances: 24

    Device API: vfio-pci

    Name: GRID P40-1B4

    Description: num_heads=4, frl_config=45, framebuffer=1024M, max_resolution=5120x2880, max_instance=24

  nvidia-283

    Available instances: 6

    Device API: vfio-pci

    Name: GRID P40-4C

    Description: num_heads=1, frl_config=60, framebuffer=4096M, max_resolution=4096x2160, max_instance=6

  nvidia-284

    Available instances: 4

    Device API: vfio-pci

    Name: GRID P40-6C

    Description: num_heads=1, frl_config=60, framebuffer=6144M, max_resolution=4096x2160, max_instance=4

  nvidia-285

    Available instances: 3

    Device API: vfio-pci

    Name: GRID P40-8C

    Description: num_heads=1, frl_config=60, framebuffer=8192M, max_resolution=4096x2160, max_instance=3

  nvidia-286

    Available instances: 2

    Device API: vfio-pci

    Name: GRID P40-12C

    Description: num_heads=1, frl_config=60, framebuffer=12288M, max_resolution=4096x2160, max_instance=2

11、安装虚拟机显卡驱动及配置VGPU授权

PVE给虚拟机添加PCI设备,选择显卡配置后,勾选ROM-Bar以及PCI-Express 完成以上操作后,开机下载驱动并安装

14.0 511.65_grid_win10_win11_server2016_server2019_server2022_64bit_international.exe
https://storage.googleapis.com/nvidia-drivers-us-public/GRID/vGPU14.0/511.65_grid_win10_win11_server2016_server2019_server2022_64bit_international.exe

或者

13.6 474.14_grid_win10_win11_server2019_server2022_64bit_international.exe
https://storage.googleapis.com/nvidia-drivers-us-public/GRID/vGPU13.6/474.14_grid_win10_win11_server2019_server2022_64bit_international.exe

安装完成后准备进行VGPU授权步骤的操作: docker运行以下命令

docker run -d -e DLS_URL=192.168.3.251 -e DLS_PORT=443 -p 443:443 makedie/fastapi-dls

然后访问 https://192.168.3.251/client-token 下载TOKEN文件放置于 C:\Program Files\NVIDIA Corporation\vGPU Licensing\ClientConfigToken 目录下即可 重启虚拟机,看是否能够正常获取授权,教程结束!!!

vGPU_unlock支持的显卡已列出,30系显卡暂未支持,其他显卡待测试

[21c4] TU116 [GeForce GTX 1660 SUPER]                     -> Quadro RTX 6000

[21d1] TU116BM [GeForce GTX 1660 Ti Mobile]               -> Quadro RTX 6000

[21c2] TU116                                              -> Quadro RTX 6000

[2182] TU116 [GeForce GTX 1660 Ti]                        -> Quadro RTX 6000

[2183] TU116                                              -> Quadro RTX 6000

[2184] TU116 [GeForce GTX 1660]                           -> Quadro RTX 6000

[2187] TU116 [GeForce GTX 1650 SUPER]                     -> Quadro RTX 6000

[2188] TU116 [GeForce GTX 1650]                           -> Quadro RTX 6000

[2191] TU116M [GeForce GTX 1660 Ti Mobile]                -> Quadro RTX 6000

[2192] TU116M [GeForce GTX 1650 Ti Mobile]                -> Quadro RTX 6000

[21ae] TU116GL                                            -> Quadro RTX 6000

[21bf] TU116GL                                            -> Quadro RTX 6000

[2189] TU116 [CMP 30HX]                                   -> Quadro RTX 6000

[1fbf] TU117GL                                            -> Quadro RTX 6000

[1fbb] TU117GLM [Quadro T500 Mobile]                      -> Quadro RTX 6000

[1fd9] TU117BM [GeForce GTX 1650 Mobile Refresh]          -> Quadro RTX 6000

[1ff9] TU117GLM [Quadro T1000 Mobile]                     -> Quadro RTX 6000

[1fdd] TU117BM [GeForce GTX 1650 Mobile Refresh]          -> Quadro RTX 6000

[1f96] TU117M [GeForce GTX 1650 Mobile / Max-Q]           -> Quadro RTX 6000

[1f99] TU117M                                             -> Quadro RTX 6000

[1fae] TU117GL                                            -> Quadro RTX 6000

[1fb8] TU117GLM [Quadro T2000 Mobile / Max-Q]             -> Quadro RTX 6000

[1fb9] TU117GLM [Quadro T1000 Mobile]                     -> Quadro RTX 6000

[1f97] TU117M [GeForce MX450]                             -> Quadro RTX 6000

[1f98] TU117M [GeForce MX450]                             -> Quadro RTX 6000

[1f9c] TU117M [GeForce MX450]                             -> Quadro RTX 6000

[1f9d] TU117M [GeForce GTX 1650 Mobile / Max-Q]           -> Quadro RTX 6000

[1fb0] TU117GLM [Quadro T1000 Mobile]                     -> Quadro RTX 6000

[1fb1] TU117GL [T600]                                     -> Quadro RTX 6000

[1fb2] TU117GLM [Quadro T400 Mobile]                      -> Quadro RTX 6000

[1fba] TU117GLM [T600 Mobile]                             -> Quadro RTX 6000

[1f42] TU106 [GeForce RTX 2060 SUPER]                     -> Quadro RTX 6000

[1f47] TU106 [GeForce RTX 2060 SUPER]                     -> Quadro RTX 6000

[1f50] TU106BM [GeForce RTX 2070 Mobile / Max-Q]          -> Quadro RTX 6000

[1f51] TU106BM [GeForce RTX 2060 Mobile]                  -> Quadro RTX 6000

[1f54] TU106BM [GeForce RTX 2070 Mobile]                  -> Quadro RTX 6000

[1f55] TU106BM [GeForce RTX 2060 Mobile]                  -> Quadro RTX 6000

[1f81] TU117                                              -> Quadro RTX 6000

[1f82] TU117 [GeForce GTX 1650]                           -> Quadro RTX 6000

[1f91] TU117M [GeForce GTX 1650 Mobile / Max-Q]           -> Quadro RTX 6000

[1f92] TU117M [GeForce GTX 1650 Mobile]                   -> Quadro RTX 6000

[1f94] TU117M [GeForce GTX 1650 Mobile]                   -> Quadro RTX 6000

[1f95] TU117M [GeForce GTX 1650 Ti Mobile]                -> Quadro RTX 6000

[1f76] TU106GLM [Quadro RTX 3000 Mobile Refresh]          -> Quadro RTX 6000

[1f07] TU106 [GeForce RTX 2070 Rev. A]                    -> Quadro RTX 6000

[1f08] TU106 [GeForce RTX 2060 Rev. A]                    -> Quadro RTX 6000

[1f09] TU106 [GeForce GTX 1660 SUPER]                     -> Quadro RTX 6000

[1f0a] TU106 [GeForce GTX 1650]                           -> Quadro RTX 6000

[1f10] TU106M [GeForce RTX 2070 Mobile]                   -> Quadro RTX 6000

[1f11] TU106M [GeForce RTX 2060 Mobile]                   -> Quadro RTX 6000

[1f12] TU106M [GeForce RTX 2060 Max-Q]                    -> Quadro RTX 6000

[1f14] TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]   -> Quadro RTX 6000

[1f15] TU106M [GeForce RTX 2060 Mobile]                   -> Quadro RTX 6000

[1f2e] TU106M                                             -> Quadro RTX 6000

[1f36] TU106GLM [Quadro RTX 3000 Mobile / Max-Q]          -> Quadro RTX 6000

[1f0b] TU106 [CMP 40HX]                                   -> Quadro RTX 6000

[1eb5] TU104GLM [Quadro RTX 5000 Mobile / Max-Q]          -> Quadro RTX 6000

[1eb6] TU104GLM [Quadro RTX 4000 Mobile / Max-Q]          -> Quadro RTX 6000

[1eb8] TU104GL [Tesla T4]                                 -> Quadro RTX 6000

[1eb9] TU104GL                                            -> Quadro RTX 6000

[1ebe] TU104GL                                            -> Quadro RTX 6000

[1ec2] TU104 [GeForce RTX 2070 SUPER]                     -> Quadro RTX 6000

[1ec7] TU104 [GeForce RTX 2070 SUPER]                     -> Quadro RTX 6000

[1ed0] TU104BM [GeForce RTX 2080 Mobile]                  -> Quadro RTX 6000

[1ed1] TU104BM [GeForce RTX 2070 SUPER Mobile / Max-Q]    -> Quadro RTX 6000

[1ed3] TU104BM [GeForce RTX 2080 SUPER Mobile / Max-Q]    -> Quadro RTX 6000

[1f02] TU106 [GeForce RTX 2070]                           -> Quadro RTX 6000

[1f04] TU106                                              -> Quadro RTX 6000

[1f06] TU106 [GeForce RTX 2060 SUPER]                     -> Quadro RTX 6000

[1ef5] TU104GLM [Quadro RTX 5000 Mobile Refresh]          -> Quadro RTX 6000

[1e81] TU104 [GeForce RTX 2080 SUPER]                     -> Quadro RTX 6000

[1e82] TU104 [GeForce RTX 2080]                           -> Quadro RTX 6000

[1e84] TU104 [GeForce RTX 2070 SUPER]                     -> Quadro RTX 6000

[1e87] TU104 [GeForce RTX 2080 Rev. A]                    -> Quadro RTX 6000

[1e89] TU104 [GeForce RTX 2060]                           -> Quadro RTX 6000

[1e90] TU104M [GeForce RTX 2080 Mobile]                   -> Quadro RTX 6000

[1e91] TU104M [GeForce RTX 2070 SUPER Mobile / Max-Q]     -> Quadro RTX 6000

[1e93] TU104M [GeForce RTX 2080 SUPER Mobile / Max-Q]     -> Quadro RTX 6000

[1eab] TU104M                                             -> Quadro RTX 6000

[1eae] TU104M                                             -> Quadro RTX 6000

[1eb0] TU104GL [Quadro RTX 5000]                          -> Quadro RTX 6000

[1eb1] TU104GL [Quadro RTX 4000]                          -> Quadro RTX 6000

[1eb4] TU104GL [T4G]                                      -> Quadro RTX 6000

[1e04] TU102 [GeForce RTX 2080 Ti]                        -> Quadro RTX 6000

[1e07] TU102 [GeForce RTX 2080 Ti Rev. A]                 -> Quadro RTX 6000

[1e2d] TU102 [GeForce RTX 2080 Ti Engineering Sample]     -> Quadro RTX 6000

[1e2e] TU102 [GeForce RTX 2080 Ti 12GB Engineering Sample] -> Quadro RTX 6000

[1e30] TU102GL [Quadro RTX 6000/8000]                     -> Quadro RTX 6000

[1e36] TU102GL [Quadro RTX 6000]                          -> Quadro RTX 6000

[1e37] TU102GL [GRID RTX T10-4/T10-8/T10-16]              -> Quadro RTX 6000

[1e38] TU102GL                                            -> Quadro RTX 6000

[1e3c] TU102GL                                            -> Quadro RTX 6000

[1e3d] TU102GL                                            -> Quadro RTX 6000

[1e3e] TU102GL                                            -> Quadro RTX 6000

[1e78] TU102GL [Quadro RTX 6000/8000]                     -> Quadro RTX 6000

[1e09] TU102 [CMP 50HX]                                   -> Quadro RTX 6000

[1dba] GV100GL [Quadro GV100]                             -> Tesla V100 32GB PCIE

[1e02] TU102 [TITAN RTX]                                  -> Quadro RTX 6000

[1cfa] GP107GL [Quadro P2000]                             -> Tesla P40

[1cfb] GP107GL [Quadro P1000]                             -> Tesla P40

[1d01] GP108 [GeForce GT 1030]                            -> Tesla P40

[1d10] GP108M [GeForce MX150]                             -> Tesla P40

[1d11] GP108M [GeForce MX230]                             -> Tesla P40

[1d12] GP108M [GeForce MX150]                             -> Tesla P40

[1d13] GP108M [GeForce MX250]                             -> Tesla P40

[1d16] GP108M [GeForce MX330]                             -> Tesla P40

[1d33] GP108GLM [Quadro P500 Mobile]                      -> Tesla P40

[1d34] GP108GLM [Quadro P520]                             -> Tesla P40

[1d52] GP108BM [GeForce MX250]                            -> Tesla P40

[1d56] GP108BM [GeForce MX330]                            -> Tesla P40

[1d81] GV100 [TITAN V]                                    -> Tesla V100 32GB PCIE

[1cb6] GP107GL [Quadro P620]                              -> Tesla P40

[1cba] GP107GLM [Quadro P2000 Mobile]                     -> Tesla P40

[1cbb] GP107GLM [Quadro P1000 Mobile]                     -> Tesla P40

[1cbc] GP107GLM [Quadro P600 Mobile]                      -> Tesla P40

[1cbd] GP107GLM [Quadro P620]                             -> Tesla P40

[1ccc] GP107BM [GeForce GTX 1050 Ti Mobile]               -> Tesla P40

[1ccd] GP107BM [GeForce GTX 1050 Mobile]                  -> Tesla P40

[1ca8] GP107GL                                            -> Tesla P40

[1caa] GP107GL                                            -> Tesla P40

[1cb1] GP107GL [Quadro P1000]                             -> Tesla P40

[1cb2] GP107GL [Quadro P600]                              -> Tesla P40

[1cb3] GP107GL [Quadro P400]                              -> Tesla P40

[1c70] GP106GL                                            -> Tesla P40

[1c81] GP107 [GeForce GTX 1050]                           -> Tesla P40

[1c82] GP107 [GeForce GTX 1050 Ti]                        -> Tesla P40

[1c83] GP107 [GeForce GTX 1050 3GB]                       -> Tesla P40

[1c8c] GP107M [GeForce GTX 1050 Ti Mobile]                -> Tesla P40

[1c8d] GP107M [GeForce GTX 1050 Mobile]                   -> Tesla P40

[1c8e] GP107M                                             -> Tesla P40

[1c8f] GP107M [GeForce GTX 1050 Ti Max-Q]                 -> Tesla P40

[1c90] GP107M [GeForce MX150]                             -> Tesla P40

[1c91] GP107M [GeForce GTX 1050 3 GB Max-Q]               -> Tesla P40

[1c92] GP107M [GeForce GTX 1050 Mobile]                   -> Tesla P40

[1c94] GP107M [GeForce MX350]                             -> Tesla P40

[1c96] GP107M [GeForce MX350]                             -> Tesla P40

[1ca7] GP107GL                                            -> Tesla P40

[1c36] GP106 [P106M]                                      -> Tesla P40

[1c07] GP106 [P106-100]                                   -> Tesla P40

[1c09] GP106 [P106-090]                                   -> Tesla P40

[1c20] GP106M [GeForce GTX 1060 Mobile]                   -> Tesla P40

[1c21] GP106M [GeForce GTX 1050 Ti Mobile]                -> Tesla P40

[1c22] GP106M [GeForce GTX 1050 Mobile]                   -> Tesla P40

[1c23] GP106M [GeForce GTX 1060 Mobile Rev. 2]            -> Tesla P40

[1c2d] GP106M                                             -> Tesla P40

[1c30] GP106GL [Quadro P2000]                             -> Tesla P40

[1c31] GP106GL [Quadro P2200]                             -> Tesla P40

[1c35] GP106M [Quadro P2000 Mobile]                       -> Tesla P40

[1c60] GP106BM [GeForce GTX 1060 Mobile 6GB]              -> Tesla P40

[1c61] GP106BM [GeForce GTX 1050 Ti Mobile]               -> Tesla P40

[1c62] GP106BM [GeForce GTX 1050 Mobile]                  -> Tesla P40

[1bb8] GP104GLM [Quadro P3000 Mobile]                     -> Tesla P40

[1bb9] GP104GLM [Quadro P4200 Mobile]                     -> Tesla P40

[1bbb] GP104GLM [Quadro P3200 Mobile]                     -> Tesla P40

[1bc7] GP104 [P104-101]                                   -> Tesla P40

[1be0] GP104BM [GeForce GTX 1080 Mobile]                  -> Tesla P40

[1be1] GP104BM [GeForce GTX 1070 Mobile]                  -> Tesla P40

[1c00] GP106                                              -> Tesla P40

[1c01] GP106                                              -> Tesla P40

[1c02] GP106 [GeForce GTX 1060 3GB]                       -> Tesla P40

[1c03] GP106 [GeForce GTX 1060 6GB]                       -> Tesla P40

[1c04] GP106 [GeForce GTX 1060 5GB]                       -> Tesla P40

[1c06] GP106 [GeForce GTX 1060 6GB Rev. 2]                -> Tesla P40

[1b87] GP104 [P104-100]                                   -> Tesla P40

[1ba0] GP104M [GeForce GTX 1080 Mobile]                   -> Tesla P40

[1ba1] GP104M [GeForce GTX 1070 Mobile]                   -> Tesla P40

[1ba2] GP104M [GeForce GTX 1070 Mobile]                   -> Tesla P40

[1ba9] GP104M                                             -> Tesla P40

[1baa] GP104M                                             -> Tesla P40

[1bad] GP104 [GeForce GTX 1070 Engineering Sample]        -> Tesla P40

[1bb0] GP104GL [Quadro P5000]                             -> Tesla P40

[1bb1] GP104GL [Quadro P4000]                             -> Tesla P40

[1bb3] GP104GL [Tesla P4]                                 -> Tesla P40

[1bb4] GP104GL [Tesla P6]                                 -> Tesla P40

[1bb5] GP104GLM [Quadro P5200 Mobile]                     -> Tesla P40

[1bb6] GP104GLM [Quadro P5000 Mobile]                     -> Tesla P40

[1bb7] GP104GLM [Quadro P4000 Mobile]                     -> Tesla P40

[1b06] GP102 [GeForce GTX 1080 Ti]                        -> Tesla P40

[1b07] GP102 [P102-100]                                   -> Tesla P40

[1b30] GP102GL [Quadro P6000]                             -> Tesla P40

[1b38] GP102GL [Tesla P40]                                -> Tesla P40

[1b70] GP102GL                                            -> Tesla P40

[1b78] GP102GL                                            -> Tesla P40

[1b80] GP104 [GeForce GTX 1080]                           -> Tesla P40

[1b81] GP104 [GeForce GTX 1070]                           -> Tesla P40

[1b82] GP104 [GeForce GTX 1070 Ti]                        -> Tesla P40

[1b83] GP104 [GeForce GTX 1060 6GB]                       -> Tesla P40

[1b84] GP104 [GeForce GTX 1060 3GB]                       -> Tesla P40

[1b39] GP102GL [Tesla P10]                                -> Tesla P40

[1b00] GP102 [TITAN X]                                    -> Tesla P40

[1b01] GP102 [GeForce GTX 1080 Ti 10GB]                   -> Tesla P40

[1b02] GP102 [TITAN Xp]                                   -> Tesla P40

[1b04] GP102                                              -> Tesla P40

[179c] GM107 [GeForce 940MX]                              -> Tesla M10

[17c2] GM200 [GeForce GTX TITAN X]                        -> Tesla M60

[17c8] GM200 [GeForce GTX 980 Ti]                         -> Tesla M60

[17f0] GM200GL [Quadro M6000]                             -> Tesla M60

[17f1] GM200GL [Quadro M6000 24GB]                        -> Tesla M60

[17fd] GM200GL [Tesla M40]                                -> Tesla M60

[1617] GM204M [GeForce GTX 980M]                          -> Tesla M60

[1618] GM204M [GeForce GTX 970M]                          -> Tesla M60

[1619] GM204M [GeForce GTX 965M]                          -> Tesla M60

[161a] GM204M [GeForce GTX 980 Mobile]                    -> Tesla M60

[1667] GM204M [GeForce GTX 965M]                          -> Tesla M60

[1725] GP100                                              -> Tesla P40

[172e] GP100                                              -> Tesla P40

[172f] GP100                                              -> Tesla P40

[174d] GM108M [GeForce MX130]                             -> Tesla M10

[174e] GM108M [GeForce MX110]                             -> Tesla M10

[1789] GM107GL [GRID M3-3020]                             -> Tesla M10

[1402] GM206 [GeForce GTX 950]                            -> Tesla M60

[1406] GM206 [GeForce GTX 960 OEM]                        -> Tesla M60

[1407] GM206 [GeForce GTX 750 v2]                         -> Tesla M60

[1427] GM206M [GeForce GTX 965M]                          -> Tesla M60

[1430] GM206GL [Quadro M2000]                             -> Tesla M60

[1431] GM206GL [Tesla M4]                                 -> Tesla M60

[1436] GM206GLM [Quadro M2200 Mobile]                     -> Tesla M60

[15f0] GP100GL [Quadro GP100]                             -> Tesla P40

[15f1] GP100GL                                            -> Tesla P40

[1404] GM206 [GeForce GTX 960 FAKE]                       -> Tesla M60

[13d8] GM204M [GeForce GTX 970M]                          -> Tesla M60

[13d9] GM204M [GeForce GTX 965M]                          -> Tesla M60

[13da] GM204M [GeForce GTX 980 Mobile]                    -> Tesla M60

[13e7] GM204GL [GeForce GTX 980 Engineering Sample]       -> Tesla M60

[13f0] GM204GL [Quadro M5000]                             -> Tesla M60

[13f1] GM204GL [Quadro M4000]                             -> Tesla M60

[13f2] GM204GL [Tesla M60]                                -> Tesla M60

[13f3] GM204GL [Tesla M6]                                 -> Tesla M60

[13f8] GM204GLM [Quadro M5000M / M5000 SE]                -> Tesla M60

[13f9] GM204GLM [Quadro M4000M]                           -> Tesla M60

[13fa] GM204GLM [Quadro M3000M]                           -> Tesla M60

[13fb] GM204GLM [Quadro M5500]                            -> Tesla M60

[1401] GM206 [GeForce GTX 960]                            -> Tesla M60

[13b3] GM107GLM [Quadro K2200M]                           -> Tesla M10

[13b4] GM107GLM [Quadro M620 Mobile]                      -> Tesla M10

[13b6] GM107GLM [Quadro M1200 Mobile]                     -> Tesla M10

[13b9] GM107GL [NVS 810]                                  -> Tesla M10

[13ba] GM107GL [Quadro K2200]                             -> Tesla M10

[13bb] GM107GL [Quadro K620]                              -> Tesla M10

[13bc] GM107GL [Quadro K1200]                             -> Tesla M10

[13bd] GM107GL [Tesla M10]                                -> Tesla M10

[13c0] GM204 [GeForce GTX 980]                            -> Tesla M60

[13c1] GM204                                              -> Tesla M60

[13c2] GM204 [GeForce GTX 970]                            -> Tesla M60

[13c3] GM204                                              -> Tesla M60

[13d7] GM204M [GeForce GTX 980M]                          -> Tesla M60

[1389] GM107GL [GRID M30]                                 -> Tesla M10

[1390] GM107M [GeForce 845M]                              -> Tesla M10

[1391] GM107M [GeForce GTX 850M]                          -> Tesla M10

[1392] GM107M [GeForce GTX 860M]                          -> Tesla M10

[1393] GM107M [GeForce 840M]                              -> Tesla M10

[1398] GM107M [GeForce 845M]                              -> Tesla M10

[1399] GM107M [GeForce 945M]                              -> Tesla M10

[139a] GM107M [GeForce GTX 950M]                          -> Tesla M10

[139b] GM107M [GeForce GTX 960M]                          -> Tesla M10

[139c] GM107M [GeForce 940M]                              -> Tesla M10

[139d] GM107M [GeForce GTX 750 Ti]                        -> Tesla M10

[13b0] GM107GLM [Quadro M2000M]                           -> Tesla M10

[13b1] GM107GLM [Quadro M1000M]                           -> Tesla M10

[13b2] GM107GLM [Quadro M600M]                            -> Tesla M10

[1347] GM108M [GeForce 940M]                              -> Tesla M10

[1348] GM108M [GeForce 945M / 945A]                       -> Tesla M10

[1349] GM108M [GeForce 930M]                              -> Tesla M10

[134b] GM108M [GeForce 940MX]                             -> Tesla M10

[134d] GM108M [GeForce 940MX]                             -> Tesla M10

[134e] GM108M [GeForce 930MX]                             -> Tesla M10

[134f] GM108M [GeForce 920MX]                             -> Tesla M10

[137a] GM108GLM [Quadro K620M / Quadro M500M]             -> Tesla M10

[137b] GM108GLM [Quadro M520 Mobile]                      -> Tesla M10

[137d] GM108M [GeForce 940A]                              -> Tesla M10

[1380] GM107 [GeForce GTX 750 Ti]                         -> Tesla M10

[1381] GM107 [GeForce GTX 750]                            -> Tesla M10

[1382] GM107 [GeForce GTX 745]                            -> Tesla M10

[1340] GM108M [GeForce 830M]                              -> Tesla M10

[1341] GM108M [GeForce 840M]                              -> Tesla M10

[1344] GM108M [GeForce 845M]                              -> Tesla M10

[1346] GM108M [GeForce 930M]                              -> Tesla M10 



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