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math/test/test_barycentric_rational.cpp
2017-11-09 19:39:32 +00:00

248 lines
7.5 KiB
C++

// Copyright Nick Thompson, 2017
// Use, modification and distribution are subject to the
// Boost Software License, Version 1.0.
// (See accompanying file LICENSE_1_0.txt
// or copy at http://www.boost.org/LICENSE_1_0.txt)
#define BOOST_TEST_MODULE barycentric_rational
#include <random>
#include <boost/random/uniform_real_distribution.hpp>
#include <boost/type_index.hpp>
#include <boost/test/included/unit_test.hpp>
#include <boost/test/floating_point_comparison.hpp>
#include <boost/math/interpolators/barycentric_rational.hpp>
#include <boost/multiprecision/cpp_bin_float.hpp>
#ifdef BOOST_HAS_FLOAT128
#include <boost/multiprecision/float128.hpp>
#endif
using boost::multiprecision::cpp_bin_float_50;
template<class Real>
void test_interpolation_condition()
{
std::cout << "Testing interpolation condition for barycentric interpolation on type " << boost::typeindex::type_id<Real>().pretty_name() << "\n";
std::mt19937 gen(4);
boost::random::uniform_real_distribution<Real> dis(0.1f, 1);
std::vector<Real> x(500);
std::vector<Real> y(500);
x[0] = dis(gen);
y[0] = dis(gen);
for (size_t i = 1; i < x.size(); ++i)
{
x[i] = x[i-1] + dis(gen);
y[i] = dis(gen);
}
boost::math::barycentric_rational<Real> interpolator(x.data(), y.data(), y.size());
for (size_t i = 0; i < x.size(); ++i)
{
auto z = interpolator(x[i]);
BOOST_CHECK_CLOSE(z, y[i], 100*std::numeric_limits<Real>::epsilon());
}
}
template<class Real>
void test_interpolation_condition_high_order()
{
std::cout << "Testing interpolation condition in high order for barycentric interpolation on type " << boost::typeindex::type_id<Real>().pretty_name() << "\n";
std::mt19937 gen(5);
boost::random::uniform_real_distribution<Real> dis(0.1f, 1);
std::vector<Real> x(500);
std::vector<Real> y(500);
x[0] = dis(gen);
y[0] = dis(gen);
for (size_t i = 1; i < x.size(); ++i)
{
x[i] = x[i-1] + dis(gen);
y[i] = dis(gen);
}
// Order 5 approximation:
boost::math::barycentric_rational<Real> interpolator(x.data(), y.data(), y.size(), 5);
for (size_t i = 0; i < x.size(); ++i)
{
auto z = interpolator(x[i]);
BOOST_CHECK_CLOSE(z, y[i], 100*std::numeric_limits<Real>::epsilon());
}
}
template<class Real>
void test_constant()
{
std::cout << "Testing that constants are interpolated correctly using barycentric interpolation on type " << boost::typeindex::type_id<Real>().pretty_name() << "\n";
std::mt19937 gen(6);
boost::random::uniform_real_distribution<Real> dis(0.1f, 1);
std::vector<Real> x(500);
std::vector<Real> y(500);
Real constant = -8;
x[0] = dis(gen);
y[0] = constant;
for (size_t i = 1; i < x.size(); ++i)
{
x[i] = x[i-1] + dis(gen);
y[i] = y[0];
}
boost::math::barycentric_rational<Real> interpolator(x.data(), y.data(), y.size());
for (size_t i = 0; i < x.size(); ++i)
{
// Don't evaluate the constant at x[i]; that's already tested in the interpolation condition test.
auto z = interpolator(x[i] + dis(gen));
BOOST_CHECK_CLOSE(z, constant, 100*sqrt(std::numeric_limits<Real>::epsilon()));
}
}
template<class Real>
void test_constant_high_order()
{
std::cout << "Testing that constants are interpolated correctly in high order using barycentric interpolation on type " << boost::typeindex::type_id<Real>().pretty_name() << "\n";
std::mt19937 gen(7);
boost::random::uniform_real_distribution<Real> dis(0.1f, 1);
std::vector<Real> x(500);
std::vector<Real> y(500);
Real constant = 5;
x[0] = dis(gen);
y[0] = constant;
for (size_t i = 1; i < x.size(); ++i)
{
x[i] = x[i-1] + dis(gen);
y[i] = y[0];
}
// Set interpolation order to 7:
boost::math::barycentric_rational<Real> interpolator(x.data(), y.data(), y.size(), 7);
for (size_t i = 0; i < x.size(); ++i)
{
auto z = interpolator(x[i] + dis(gen));
BOOST_CHECK_CLOSE(z, constant, 1000*sqrt(std::numeric_limits<Real>::epsilon()));
}
}
template<class Real>
void test_runge()
{
std::cout << "Testing interpolation of Runge's 1/(1+25x^2) function using barycentric interpolation on type " << boost::typeindex::type_id<Real>().pretty_name() << "\n";
std::mt19937 gen(8);
boost::random::uniform_real_distribution<Real> dis(0.005f, 0.01f);
std::vector<Real> x(500);
std::vector<Real> y(500);
x[0] = -2;
y[0] = 1/(1+25*x[0]*x[0]);
for (size_t i = 1; i < x.size(); ++i)
{
x[i] = x[i-1] + dis(gen);
y[i] = 1/(1+25*x[i]*x[i]);
}
boost::math::barycentric_rational<Real> interpolator(x.data(), y.data(), y.size(), 5);
for (size_t i = 0; i < x.size(); ++i)
{
auto t = x[i] + dis(gen);
auto z = interpolator(t);
BOOST_CHECK_CLOSE(z, 1/(1+25*t*t), 0.03);
}
}
template<class Real>
void test_weights()
{
std::cout << "Testing weights are calculated correctly using barycentric interpolation on type " << boost::typeindex::type_id<Real>().pretty_name() << "\n";
std::mt19937 gen(9);
boost::random::uniform_real_distribution<Real> dis(0.005, 0.01);
std::vector<Real> x(500);
std::vector<Real> y(500);
x[0] = -2;
y[0] = 1/(1+25*x[0]*x[0]);
for (size_t i = 1; i < x.size(); ++i)
{
x[i] = x[i-1] + dis(gen);
y[i] = 1/(1+25*x[i]*x[i]);
}
boost::math::detail::barycentric_rational_imp<Real> interpolator(x.data(), x.data() + x.size(), y.data(), 0);
for (size_t i = 0; i < x.size(); ++i)
{
auto w = interpolator.weight(i);
if (i % 2 == 0)
{
BOOST_CHECK_CLOSE(w, 1, 0.00001);
}
else
{
BOOST_CHECK_CLOSE(w, -1, 0.00001);
}
}
// d = 1:
interpolator = boost::math::detail::barycentric_rational_imp<Real>(x.data(), x.data() + x.size(), y.data(), 1);
for (size_t i = 1; i < x.size() -1; ++i)
{
auto w = interpolator.weight(i);
auto w_expect = 1/(x[i] - x[i - 1]) + 1/(x[i+1] - x[i]);
if (i % 2 == 0)
{
BOOST_CHECK_CLOSE(w, -w_expect, 0.00001);
}
else
{
BOOST_CHECK_CLOSE(w, w_expect, 0.00001);
}
}
}
BOOST_AUTO_TEST_CASE(barycentric_rational)
{
test_weights<double>();
test_constant<float>();
test_constant<double>();
test_constant<long double>();
test_constant<cpp_bin_float_50>();
test_constant_high_order<float>();
test_constant_high_order<double>();
test_constant_high_order<long double>();
test_constant_high_order<cpp_bin_float_50>();
test_interpolation_condition<float>();
test_interpolation_condition<double>();
test_interpolation_condition<long double>();
test_interpolation_condition<cpp_bin_float_50>();
test_interpolation_condition_high_order<float>();
test_interpolation_condition_high_order<double>();
test_interpolation_condition_high_order<long double>();
test_interpolation_condition_high_order<cpp_bin_float_50>();
test_runge<float>();
test_runge<double>();
test_runge<long double>();
test_runge<cpp_bin_float_50>();
#ifdef BOOST_HAS_FLOAT128
test_interpolation_condition<boost::multiprecision::float128>();
test_constant<boost::multiprecision::float128>();
test_constant_high_order<boost::multiprecision::float128>();
test_interpolation_condition_high_order<boost::multiprecision::float128>();
test_runge<boost::multiprecision::float128>();
#endif
}