Support NHWC for LRN and batch normalization, and optimize batch normalization speed (#1936)
* add LRN and LRNGrad * add LRNGrad * support bn with NHWC * support bn with NHWC * add batch norm grad * support tf bnv2/bngradv2 * fix uts * fix uts * fix ut * fix ut * fix ut * fix ut * fix style issue * fix ut * fix ut * fix ut * update python api and docs * meet code review * meet code review * fix ut * fix ut * fix ut
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