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Glow

this project implements the Glow algorithm introduced in paper Glow: Generative Flow with Invertible 1x1 Convolutions

introduction

Glow is proposed to provide an invertible generative model. The project is implemented with utilities of tensorflow 2.0 and tensorflow probability.

install tensorflow 2.0 preview

pip3 install -U tfp-nightly tfp-nightly-gpu
pip3 install -U --pre tensorflow tensorflow-gpu

create dataset

create dataset with the following command

python3 create_dataset.py

how to train

train model in eager execution mode with the following command

python3 train_eager.py

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OpenAI's Glow implemented with Tensorflow 2.0.

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  • Python 100.0%