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Implements bidirectional RNN #2542

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  1. Fix incorrect result dimension of GRU states_to_tensor. It should be (Batch_size, Seq_Len, Output_Size) instead of (Batch_size, Seq_Len * Output_Size).
  2. Implements bidirectional LSTM and GRU.

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