https://github.com/philipperemy/tensorflow-grid-lstm

Implementation of the paper https://arxiv.org/pdf/1507.01526v3.pdf (Tensorflow 1.0, Python 3)
https://github.com/philipperemy/tensorflow-grid-lstm

deep-learning lstm machine-learning recurrent-neural-networks tensorflow time-series

Last synced: 12 months ago
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Implementation of the paper https://arxiv.org/pdf/1507.01526v3.pdf (Tensorflow 1.0, Python 3)

• Host: GitHub
• URL: https://github.com/philipperemy/tensorflow-grid-lstm
• Owner: philipperemy
• License: apache-2.0
• Created: 2017-06-01T09:04:35.000Z (about 9 years ago)
• Default Branch: master
• Last Pushed: 2017-06-14T03:04:13.000Z (about 9 years ago)
• Last Synced: 2025-07-08T06:06:45.787Z (12 months ago)
• Topics: deep-learning, lstm, machine-learning, recurrent-neural-networks, tensorflow, time-series
• Language: Python
• Homepage:
• Size: 753 KB
• Stars: 28
• Watchers: 5
• Forks: 12
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Tensorflow Grid LSTM

Implementation of the paper https://arxiv.org/pdf/1507.01526v3.pdf

Comes with:

- [x] **Tensorflow 1.0 support!**

- [x] **Python 3 full compatibility**

- [x] **Some examples such as CharRNN are included**

The original code is available at [phvu/grid-lstm-tensorflow](https://github.com/phvu/grid-lstm-tensorflow) and is compatible with tensorflow <0.12 and Python 2.

Following the discussion in [#8191](https://github.com/tensorflow/tensorflow/issues/8191), this code is not compatible with the latest version of Tensorflow 1.1. As of today, there is no clear workaround. Instead, use:

`pip3 install tensorflow-gpu==1.0.1`



  

  
Stacked GRID LSTM (2 layers) vs Stacked LSTM (2 layers) on Shakespeare dataset.