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BanditPAM C++ implementation and Python package

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in `setup.py`, e.g., for `armadillo` and `omp`

Loss is not computed and shows `0.0`

Make the C++ code the first-class citizen, instead of the Python bindings

1. Use ifdefs to distinguish R and Python compiles. Use RcppArmadillo for R builds and plain armadillo for python builds. 2. Give a compile time choice of floats versus doubles....

"the docker instructions are incomplete and even if completed, they fail as the distribution has older libraries."

**This pull request adds a new feature that allows the user to easily turn on and off the use of cache and permutation. To compare the effects of these options,...