https://github.com/PetrochukM/PyTorch-NLP -- Following writing a NLP research paper. Working on open sourcing the tools that helped me rapidly prototype. PyTorch-NLP comes with pre-trained embeddings, samplers, dataset loaders, metrics, neural network modules and text encoders.