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Move mmcs functionality to include from examples
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// VolEsti (volume computation and sampling library) | ||
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// Copyright (c) 2012-2021 Vissarion Fisikopoulos | ||
// Copyright (c) 2018-2021 Apostolos Chalkis | ||
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#include "Eigen/Eigen" | ||
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#include <chrono> | ||
#include <boost/random.hpp> | ||
#include <boost/random/uniform_int.hpp> | ||
#include <boost/random/normal_distribution.hpp> | ||
#include <boost/random/uniform_real_distribution.hpp> | ||
#include "random_walks/random_walks.hpp" | ||
#include "volume/volume_sequence_of_balls.hpp" | ||
#include "volume/volume_cooling_gaussians.hpp" | ||
#include "sampling/mmcs.hpp" | ||
#include "generators/h_polytopes_generator.h" | ||
#include "generators/known_polytope_generators.h" | ||
#include "diagnostics/multivariate_psrf.hpp" | ||
#include "diagnostics/univariate_psrf.hpp" | ||
#include "diagnostics/ess_window_updater.hpp" | ||
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template <typename NT> | ||
void run_main() | ||
{ | ||
typedef Cartesian<NT> Kernel; | ||
typedef boost::mt19937 PolyRNGType; | ||
typedef typename Kernel::Point Point; | ||
typedef HPolytope <Point> Hpolytope; | ||
typedef Eigen::Matrix<NT,Eigen::Dynamic,1> VT; | ||
typedef Eigen::Matrix<NT,Eigen::Dynamic,Eigen::Dynamic> MT; | ||
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{ | ||
int n = 50; | ||
Hpolytope P = random_hpoly<Hpolytope, PolyRNGType>(n, 4*n, 127); // we fix the example polytope, seed = 127 | ||
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MT S; | ||
int total_neff; | ||
mmcs(P, 400, S, total_neff); | ||
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std::cerr << "sum of effective sample sizes: " << total_neff << std::endl; | ||
std::cerr << "multivariate PSRF: " << multivariate_psrf<NT, VT>(S) << std::endl; | ||
std::cerr << "maximum marginal PSRF: " << univariate_psrf<NT, VT>(S).maxCoeff() << std::endl; | ||
} | ||
{ | ||
int n = 10; | ||
Hpolytope P = generate_skinny_cube<Hpolytope>(n, false); | ||
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MT S; | ||
int total_neff; | ||
mmcs(P, 1000, S, total_neff); | ||
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std::cerr << "sum of effective sample sizes: " << total_neff << std::endl; | ||
std::cerr << "multivariate PSRF: " << multivariate_psrf<NT, VT>(S) << std::endl; | ||
std::cerr << "maximum marginal PSRF: " << univariate_psrf<NT, VT>(S).maxCoeff() << std::endl; | ||
} | ||
} | ||
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int main() { | ||
run_main<double>(); | ||
return 0; | ||
} |
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