Fast-ULCNet

Official repository of Fast-ULCNet.

The paper is available here.

A demo with online examples is available here.

This repository contains the code to build the Comfi-FastGRNN and Fast-ULCNet model in Tensorflow 2+ and Pytorch.

The Comfi-FastGRNN layer is available as a pip package, making it easy to integrate into any TensorFlow or PyTorch model.

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Installation

Clone the repository, create an environment and install the dependencies.

Install requirements

pip install -r requirements.txt

Install Comfi-FastGRNN Tensorflow layer

pip install comfi-fast-grnn-tensorflow 

Install Comfi-FastGRNN Pytorch layer

pip install comfi-fast-grnn-torch

Build model

Tensorflow

python fast_ulcnet_networks/tensorflow_version/FastULCNet.py

Pytorch

python fast_ulcnet_networks/pytorch_version/FastULCNetTorch.py

Unit test

A simple unit test code is provided to compare the Comfi-FastGRNN implementations between Tensorflow and Pytorch.

python fast_ulcnet_networks/unit_tests/unit_test_tensorflow_torch.py

To do list

• Fast-ULCNet Pytorch implementation
• Python package of Comfi-FastGRNN for both Tensorflow and Pytorch

Citation

If you use Fast-ULCNet to inspire your research, please cite the paper: (TBD)