readme: 700 steps model is best likeness to Joe, its reasonably flexible
  600 and 700 steps - photo of jre100 person 
  
  https://colab.research.google.com/drive/1RSCCnhQrCc68lz5gz-2Z-GC0sYwTR015#scrollTo=80eLpi3-VR5F
  
  999 class images
  
  Overfitting slightly even at 700 steps (lack of variety in sample images) 
  can still generate different to instance images using different prompts and styles and artsists etc
  
  Works ok in automatic web ui you just have to play around with the prompt and settings, have steps around 60-70
  Examples: https://imgur.com/a/oQc0Abb
  
  Instance images used https://imgur.com/a/L0W9IXf
  shivam db notebook 
  %pip install -q accelerate transformers ftfy bitsandbytes==0.35.0 gradio natsort
  