PyTorch 1.10 keeps installing in cpu only mode

I am using anaconda under windows 11.
After fully uninstalling my previous PyTorch 1.9 installation(which worked in CUDA mode),

I tried the following(as per official guidelines):

conda install pytorch torchvision torchaudio cudatoolkit=11.3 -c pytorch

Although this does install the cudatoolkit, pytorch and the other packages installs the CPU version alongside the package “cpuonly”

How do I install the CUDA version of pytorch?

You might try downloading the tar file from:
https://anaconda.org/pytorch/pytorch/files

and installing via the command line: