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adding F4 layer that runs many trees in parallel #1

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Here I've added a new layer F4 that can run multiple trees in parallel.
Also refactored code from mnist_fff notebook into a separate template code for benchmarking and made a notebook to test F4 based net vs FFF based net.

Preliminary results: F4 net gives 95% accuracy on MNIST, FFF net - 93% accuracy; run time is a bit quicker for FFF net - will investigate further on larger dataset, but need to deal with mps errors from pytorch first.

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