Running Colab in local vscode

At the moment we have been able to configure it manually in Colab to support running Julia and we can also use the GPU provided by Colab. However in my work environment I prefer to use VS-Code.

I would like to ask if it is possible to connect to Colab in a local VS-Code and use Colab’s GPU?