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Dispatcher for template parameters of BuildHist Kernels (#8259)
* Intoducing Column Wise Hist Building * linting * more linting * bug fixing * Removing column samping optimization for a while to simplify the review process. * linting * Removing unnecessary changes * Use DispatchBinType in hist_util.cc * Adding force_read_by column flag to buildhist. Adding tests for column wise buiilhist. * Introducing new dispatcher for compile time flags in hist building * fixing bug with using of DispatchBinType * Fixing building * Merging with master branch Co-authored-by: dmitry.razdoburdin <drazdobu@jfldaal005.jf.intel.com> Co-authored-by: Hyunsu Cho <chohyu01@cs.washington.edu>
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