gongjingcs

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![image](https://user-images.githubusercontent.com/15030497/116075133-25ed2a00-a6c5-11eb-9249-2fab2f4cacbc.png) ![image](https://user-images.githubusercontent.com/15030497/116075206-3e5d4480-a6c5-11eb-9869-34c5e9c2a62b.png) I define a tensor with size [6, 12,2048,2048], the fp32 memory consumes 1207.9 M, howerver line 13 shows Total Used Memory:2511.9 Mb

> > @szhengac You are correct, LAMB and LARS implementations that are not aware of ZeRO will not work correctly with ZeRO. This is not a fundamental limitation of optimizer...