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Paged Low Bit Optimizers #519

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@msaroufim

Right now our Optimizers are low bit so they save a bunch of memory but considering optimizers can also spike memory it's common to page them out to CPU RAM. There's a prototype of this here #425 and can combo this idea with low bit optimizers

A halfway solution would be making sure our low bit optimizers work well on CPU

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