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SameDiff training #6599
Implements training and evaluation for SameDiff.
This PR also moves evaluation classes to ND4J, and takes steps to maintain backward compatibility in DL4J.
Moving some of the JSON deserialization code (nd4j-jackson, nd4j-base64) to nd4j-api was also necessary to avoid circular dependencies. The classes in the original modules have been deprecated as a result.