Paged optimizer vs gradient checkpointing?

[LeoPerelli]

Hello, i am somewhat confused by what paged optimizer obtains vs gradient checkpointing. Specifically, I was expecting one of the two by itself to be sufficient to avoid OOM errors. Indeed, if the paged optimizer is paging gradients, we shouldn't need gradient checkpoints anymore? However it does not appear to be so and the authors suggest using both together. Thanks!