Preinstalled
Firstly, You have to determine which versions you want to use for each library and NVIDA driver.
Determine the specific TensorFlow version.
Figure out the compatibility with dependent libraries.
Refer to https://www.tensorflow.org/install/source_windows#gpuFigure out the compatibility with dependent NVIDA driver.
Refer to https://docs.nvidia.com/deploy/cuda-compatibility/index.html#binary-compatibility
NVIDIA driver
Checking current version
$ nvidia-smi Thu Mar 04 13:00:19 2021 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 442.62 Driver Version: 442.62 CUDA Version: 10.2 | |-------------------------------+----------------------+----------------------+ | GPU Name TCC/WDDM | Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | |===============================+======================+======================| | 0 GeForce GTX 1060 WDDM | 00000000:01:00.0 On | N/A | | N/A 49C P8 4W / N/A | 831MiB / 6144MiB | 0% Default | +-------------------------------+----------------------+----------------------+
This Driver is included within CUDA toolkit of the next section.
Before installing the driver you have to check out the above “Preinstalled” section.
If not have to do it, you’d better you don’t install the driver.
Download: https://www.nvidia.co.kr/Download/index.aspx?lang=kr
Manual installing the CUDA library.
You can install CUDA library with conda.
Furthermore, you can do several cuda versions independently.
It’s more convenient and has some advantages, you’d better use conda if there are not any other matters.
The way of using conda, you can see the next sub-sections.
CUDA Toolkit
Download: https://developer.nvidia.com/cuda-toolkit-archive
If NVIDA driver has been already installed as what is satisfied, unselect the driver into the custom install step.
cuDNN
Download: https://developer.nvidia.com/rdp/cudnn-archive
Installation: https://docs.nvidia.com/deeplearning/cudnn/install-guide/index.html#installwindows
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