How to setup Keras Autoencoder and reshape() to process 224 x 224 jpg images using ImageDataGenerator?

Question

I am trying to apply a Tensorflow Keras autoencoder implementation to my own dataset of 224 x 224 images which I have setup like:

I\'m using ImageDataGenerator