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Add the flops profiler which measures the time, number of estimated flops and parameters of each module in a model#544

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Add the flops profiler which measures the time, number of estimated flops and parameters of each module in a model#544
cli99 wants to merge 42 commits into
deepspeedai:masterfrom
cli99:cheng/flops_profiler

Merge branch 'master' into cheng/flops_profiler

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