Fix partition id in the fp32->fp16 param copying step for z2+cpu-offload #2059
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This is the same fix as this PR, but for cpu-offloading. Here's the corresponding PR in the Megatron-Deepspeed repo that adds cpu-offloading support - link
Here is the loss curve after the fix compared with zero-stage 0 for the following setting -
Base Model - 1.3B
Number of Experts - 8
Batch Size - 256
Machine - Azure A100 40GB
Number of GPUs - 8
Dataset - BookCorpus