See pull request: https://github.com/DeepLabCut/DeepLabCut/pull/409 use tensorpack dataflow to improve augmentation #409 and #426 Written largely by Kate Rupp -- Thanks!
A Neural Net Training Interface on TensorFlow, with focus on speed + flexibility https://github.com/tensorpack/tensorpack