This is an RNN with LSTM layers to auto-generate text based on the Chinese novel "Modu" 《默读》
For more information about the Neural Network architecture, please see About
Please provide your favoriate Chinese charater as the seed to generate text!
My little server needs a minute to generate your unique text...
Just close your eyes and relax a bit...
The RNN architecture is as follows:
embedding layer with 512 embedded factors
tf.contrib.rnn.BasicLSTMCell
dropout(keep=0.8)
tf.contrib.rnn.MultiRNNCell
tf.contrib.layers.fully_connected
The hyperparams are: epochs=200, batch_size=256, rnn_size=512, embed_dim=1000, seq_length=60 lr=0.002
Trains on us-oregon AWS p2 instance, Tesla K80 GPU, Tensowflow framework