What are the best practices for structuring training loops in your generative AI code especially for GANs

Question

I am facing an issue  in structuring training loop for my GAN model. Can you provide me code for structuring training loop in my GAN model?

Answer 1

In order to train GAN using training loop, you can use "dlarray" and "dlnetwork" for automatic differentiation.

Here is the code for your reference:

Output:-

The loss of discriminator "Loss D" , starts higher but decreases as the model learns.

Similarly the loss of generator "Loss G", increases as the model learns.

Hence this is how you can structure training loops for GANs training.