深度学习的pytorch和tensorflow的gpu版本踩坑记。遂记录以防继续踩坑
想知道显卡型号,使用:
(xai) zikun@abr-Z170X-UD3:~$ sudo lspci | grep -i nvidia
[sudo] password for zikun:
01:00.0 VGA compatible controller: NVIDIA Corporation GM200 [GeForce GTX TITAN X] (rev a1)
01:00.1 Audio device: NVIDIA Corporation GM200 High Definition Audio (rev a1)
02:00.0 VGA compatible controller: NVIDIA Corporation GM200 [GeForce GTX TITAN X] (rev a1)
02:00.1 Audio device: NVIDIA Corporation GM200 High Definition Audio (rev a1)
# Tensorflow的GPU版本的安装
安装nvidia-cuda-toolkit
sudo apt-get -f install
sudo apt install nvidia-cuda-toolkit
安装完成后可以使用nvcc --version检查Cuda compiler driver的version
(xai) zikun@abr-Z170X-UD3:~$ nvcc --version
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2015 NVIDIA Corporation
Built on Tue_Aug_11_14:27:32_CDT_2015
Cuda compilation tools, release 7.5, V7.5.17
cuda的检查
(xai) zikun@abr-Z170X-UD3:~$ nvidia-smi
Mon Jan 24 15:40:45 2022
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 455.45.01 Driver Version: 455.45.01 CUDA Version: 11.1 |
|-------------------------------+----------------------+----------------------+
| 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 GeForce GTX TIT... Off | 00000000:01:00.0 Off | N/A |
| 22% 36C P8 14W / 250W | 3MiB / 12210MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 1 GeForce GTX TIT... Off | 00000000:02:00.0 Off | N/A |
| 22% 35C P8 13W / 250W | 3MiB / 12212MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes:
|
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| No running processes found
|
+-----------------------------------------------------------------------------+