I am experienced in machine learning and would like to attempt working with AlphaFold. However, I am encountering some difficulties. To begin, I have created a virtual environment and proceeded to install CuDNN (version 8.1.0.77), CuDNN Toolkit (version 11.2.2), TensorFlow (version 2.10.0), and TensorFlow-GPU (version 2.10.0). After completing these installations, I verified the versions using nvidia-smi and nvcc --version.
However, I have noticed disparities in the version numbers. In particular, the CUDA version displayed by nvidia-smi is 11.4, while the version indicated by nvcc is 10.1. Additionally, the version of CuDNN Toolkit appears as 11.2. I am uncertain about the relationships between these versions and whether there is a need to rectify this situation. I am seeking guidance on understanding and addressing this issue. Your assistance in clarifying this matter would be greatly appreciated.
$ nvidia-smi
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 470.199.02 Driver Version: 470.199.02 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 | 00000000:04:00.0 On | N/A |
| 0% 35C P8 22W / 420W | 324MiB / 24265MiB | 1% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 1060 G /usr/lib/xorg/Xorg 66MiB |
| 0 N/A N/A 1505 G /usr/bin/gnome-shell 85MiB |
| 0 N/A N/A 1917 G /usr/lib/firefox/firefox 170MiB |
+-----------------------------------------------------------------------------+
$ nvcc --version
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
My GPU is RTX 3090.
