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Add sampler option algorithm for bolfi-posterior-sampling
Add a check whether the option given for algorithm is one if the implemented samplers
Add metropolis sampler algorithm=metropolis for bolfi-posterior-sampling
Add option warmup to metropolis-sampler
Add a small test of metropolis-sampler
Fix bug in plot_discrepancy for more than 6 parameters
Implement plot_gp for BayesianOptimization classes for plotting discrepancies
and pair-wise contours in case when we have arbitrary number of parameters