Multi-GPU Support on Isaac Sim with Python API

Hi guys @matters @Richard3D, Is it possible to run multiple Isaac Sim instances using Python API with each instance assigned one GPU on a multi-GPU server?

I have tried the following solutions but none of them works:

BTW, I am using Isaac Sim 4.0 on a Ubuntu server with 8 RTX 4090.