fixed 'unknown parameter choco_consenus_stepsize'

This is required to reproduce the paper's results.

I also changed the default values to correspond to Appendix F in your paper.

update the ChocoSGD code in the public repo.

add more example scripts; enable evaluate the local model/averaged model on both of the training/val dataset.

distributed deep learning code, supported by MPI.