sriramch a2042b685a - training with external memory - part 2 of 2 (#4526)
* - training with external memory - part 2 of 2
   - when external memory support is enabled, building of histogram indices are
     done incrementally for every sparse page
   - the entire set of input data is divided across multiple gpu's and the relative
     row positions within each device is tracked when building the compressed histogram buffer
   - this was tested using a mortgage dataset containing ~ 670m rows before 4xt4's could be
     saturated
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