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Revert back to support input-hidden weights sharing between bi-directional RNNs. !224

!224 已合并 由 saxon_zh@saxon_zh 创建

Created by: xinghai-sun

  1. Add options to enable and disable RNN weights sharing.
  2. Set rnn_layer_size to 2048 by default.
  3. Revert back the striding steps of 1st conv layer from 2 to 3.
  4. Revert Back to BRelu.

Above follows DS2 papers.