Thank you for your suggestion. I should clarify that it only trains for one epoch once the images have been deleted and re-processed. Once this epoch is run, any subsequent reading of the files from that machine is not possible, i.e., gives the error above. So, if I rerun the training process it will throw an error in the first epoch of that run. I will edit my post to clarify.