I’m using this package for different features (2d affine transformations),
however - it appears to have high level training wrappers, allows callbacks, and few other things (seems highly influenced by keras)

  
      
      GitHub
  
  
    

ncullen93/torchsample 101

torchsample - High-Level Training, Data Augmentation, and Utilities for Pytorch


  
  
    
    
  
  


perhaps it will suit your needs.