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Update on "[Gradient Compression] Allow PowerSGD to run vallina allre…
…duce for the first K iterations" This can extend the original PowerSGD method to a hybrid approach: vanilla allreduce + PowerSGD. This can help further improve the accuracy, at the cost of a lower speedup. Also add more comments on the fields in `PowerSGDState`. Original PR issue: Investigate Applying PowerSGD to Communication Hook for Gradient Compression #47202 Differential Revision: [D26031478](https://our.internmc.facebook.com/intern/diff/D26031478/) [ghstack-poisoned]
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