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remove lazy mode and add torch.compile #45

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ZhaoqiongZ
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Description

remove lazy mode related code mark.step() in PyTorch/examples/DeepSpeed/cifar_example/cifar10_deepspeed.py
add torch.compile related code in PyTorch/examples/DeepSpeed/cifar_example/cifar10_deepspeed.py
update README
update run_ds_habanax8.sh for remove LAZY MODE

@Alberto-Villarreal
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Succesfully tested. Performance (Avg samples/s) increased with changes in this PR, compared to master.

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