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CPU optimization: adding support of threading and profiling#352

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ashraf-bhuiyan wants to merge 1 commit intoibab:masterfrom
Intel-tensorflow:ashraf/IntelMklOpt
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CPU optimization: adding support of threading and profiling#352
ashraf-bhuiyan wants to merge 1 commit intoibab:masterfrom
Intel-tensorflow:ashraf/IntelMklOpt

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@ashraf-bhuiyan
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In this PR, intra-op and inter-op threading are supported in the model. Moreover, profiling and new timer is also added. Readme file is also updated to show how to use intra-op and inter-op threading to get great performance on CPUs.

@ashraf-bhuiyan
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Can you please take a look at this PR?

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