Revamp KMeans to use H2ORow

Much better structure.
Cleanup & clarify stopping criteria
H2OMatrixTask now allows & enforces a performant M/R style (for better
or for worse)
Correct bug in H2ORow min/max.  All bulk/optimized versions for some
functions.
Remove some dead functions