I've pushed out an implementation of locality sensitive hashing for spark.
LSH has a number of use cases, most prominent being if the features are not
based in Euclidean space. 

Code, documentation, and small exemplar dataset is available on github:

https://github.com/mrsqueeze/spark-hash

Feel free to pass along any comments or issues.

Enjoy!





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