ZeRO-2: Handle gradients of empty partitions (#275)
* Load non-DeepSpeed checkpoints into ZeRO optimizer
* Handle parameters smaller than DP
* Formatting fixes
* Handle empty partitions
* Fix perf bug
Co-authored-by: Jeff Rasley <jerasley@microsoft.com>