[Diffusers] PyTorch running out of memory

Hi everyone, when I run this diffuser notebook on Colab, it works fine. But when I try to run it on Google Compute Engine with GPU, I get the following error:

PyTorch running out of memory: DefaultCPUAllocator can't allocate memory

Does anyone know how I can get around it?