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keras_bytenet_decoder's Introduction

Keras ByteNet Decoder for text generation

Implementing text generation using only convolution layers with dilation and residual layers (ByteNet decoder Link to paper) in order to predict the next character with linear time.

4 Options:

  1. ByteNet decoder w/o embedding layer - residual_dilated_conv_text_generation
  2. ByteNet decoder with embedding layer - residual_dilated_conv_text_generation_embedding
  3. ByteNet decoder predicting n next characters instead of just 1 - residual_dilated_conv_n_chars_text_generation
  4. ByteNet decoder for the last n characters of the string concatenated with embedding of the whole sentence - wide_view_residual_dilated_conv_text_generation

Dataset used

nietzsche.txt from

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