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cyclegan-horovod's Introduction

CycleGAN in Horovod and PyTorch

The code is distributed training implementation for CycleGan.

Original paper: https://arxiv.org/abs/1703.10593

Official source code: https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix

Getting Started

Installation

  • Clone this repo:
git clone https://github.com/RyanWangCode/CycleGAN-horovod
cd pytorch-CycleGAN-and-pix2pix
  • Install Horovod, PyTorch 0.4+ and other dependencies (e.g., torchvision).

CycleGAN train/test

  • Download a CycleGAN dataset (e.g. maps):
bash ./datasets/download_cyclegan_dataset.sh maps
  • To view training results and loss plots, run python -m visdom.server and click the URL http://localhost:8097.
  • Train a model:
#!./scripts/train_cyclegan.sh
python train.py --dataroot ./datasets/maps --name maps_cyclegan --model cycle_gan

To see more intermediate results, check out ./checkpoints/maps_cyclegan/web/index.html.

  • Test the model:
#!./scripts/test_cyclegan.sh
python test.py --dataroot ./datasets/maps --name maps_cyclegan --model cycle_gan
  • The test results will be saved to a html file here: ./results/maps_cyclegan/latest_test/index.html.

cyclegan-horovod's People

Contributors

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Stargazers

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Forkers

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