Run ScratchGAN in Docker

1. Clone this repository to your computer. git clone https://github.com/pulipulichen/docker-ScratchGAN.git .
2. Start docker service.
3. Copy the files from input.example to input.
4. Run docker-compose build .
5. Run docker-compose run app bash to enter the console of container.
6. Run bash scratchgan/train.sh .
7. Wait for training and evaluating.
8. The first training result will disappear in ./checkpoints/scratchgan-2002_sentences.txt .
9. Keep waiting for scratchgan-4002_sentences.txt and scratchgan-6002_sentences.txt. It takes at least three hours to perform each iteration.

The sentences written by ScratchGAN will become more and more like humans after iteration.

Following are the sentences from scratchgan-2002_sentences.txt:

• What had everything when on of police has running of to winds testing all when am have
• Those I was women to sick to share move 3 have
• It ' s more only decent of ( apart much Those to should so

Following are the sentences from scratchgan-4002_sentences.txt:

• Greg bomb said the principle is still because , done that it is a
• He took the time on a family property to appropriate in 2010 together something , and the Protection
• Although it has said that I just like the after old wonderful ending and opened

And then, following are the sentences from scratchgan-4002_sentences.txt:

• Instead that the same time before I would decided to it held , his lives , than badly like it at the
• And the fans moved the game off open that the middle voting of government , fairly now as those economies country increased at its
• The second year of ABC Florida 250 seconds about the third Trust , certainly ' t show again to it down that every

But the setences still seem meaningless.

I have tried to replace universal-sentence-encoder with universal-sentence-encoder-multilingual in eval_metrics.py but failed. It seem like got module version conflicting in tensorflow_gan and tensorflow_text, which is required by universal-sentence-encoder-multilingual. Maybe you can try another sentence representation encoder in the futrue.