How to Train Really Large Models on Many GPUs?

[Updated on 2022-03-13: add expert choice routing.]
[Updated on 2022-06-10]: Greg and I wrote a shorted and upgraded version of this post, published on OpenAI Blog: “Techniques for Training Large Neural Networks”