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training ensemble nets

ensemble nets are a single pass way of representing M models in a neural net ensemble. see this blog post

note: blog post was based on a vmap version run on my local single GPU machine. the code for this first version is under tag v1.

the code as is now is a port of the model to run on a pod tpu slice using haiku