@chrismattmann No. The weights are originally coming from the tf-hub module 
https://www.tensorflow.org/hub/modules/google/universal-sentence-encoder/2, 
this paper(https://arxiv.org/abs/1803.11175) has specified that they have open 
sourced it. Tf-hub is a python only library, they provide an user friendly way 
of working with deep learning models with their own caching mechanism and few 
other stuff, I have exported the metagraphs, weights of universal sentence 
encoder/2 tf-hub module using tensorflow python; there's a specific way of 
doing that; I can share the model exporting scripts in a gist if you need. I 
have uploaded the model to dropbox for now. Perhaps, I can upload it to a more 
convenient place. How about uscdatascience?  

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