// Copyright John Maddock 2018. // 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) #include #include #include #ifdef BOOST_HAS_FLOAT128 #include #endif #include template Real interval_from_range(Real x) { BOOST_MATH_STD_USING Real l = floor(log10(x)); l = pow(10, l); if (x / l < 2) l /= 10; return l; } std::string normalise_filename(std::string name) { for(std::string::size_type i = 0; i < name.size(); ++i) { if (!std::isalnum(name[i])) name[i] = '_'; else name[i] = std::tolower(name[i]); } return name; } template void plot_errors_1d(F f, Real start, Real end, unsigned points, const char* function_name, Real max_y_scale = (std::numeric_limits::max)(), unsigned num_bins = 200) { BOOST_MATH_STD_USING std::cout << "Generating points for " << function_name << std::endl; Real pos = start; Real interval = (end - start) / points; std::map points_upper, points_lower; Real max_distance(0), min_distance(0), max_error(0), max_error_location(0); constexpr unsigned limb_bits = (sizeof(boost::multiprecision::limb_type) * CHAR_BIT); constexpr unsigned mp_digits = (((std::numeric_limits::digits * 2) / limb_bits + ((std::numeric_limits::digits * 2) % limb_bits ? 1 : 0))) * limb_bits; typedef boost::multiprecision::number > mp_type; while (pos <= end) { try { Real found_value = f(pos); Real exact_value = static_cast(f(mp_type(pos))); Real distance = boost::math::sign(found_value - exact_value) * boost::math::epsilon_difference(found_value, exact_value); Real bin = start + ((end - start) / num_bins) * boost::math::itrunc(num_bins * (pos - start) / (end - start)); if (points_lower.find(bin) == points_lower.end()) points_lower[bin] = 0; if (points_upper.find(bin) == points_upper.end()) points_upper[bin] = 0; if (distance > 0) { if (points_upper[bin] < distance) points_upper[bin] = (std::min)(distance, max_y_scale); } else { if (points_lower[bin] > distance) points_lower[bin] = (std::max)(distance, -max_y_scale); } if (max_distance < distance) max_distance = (std::min)(distance, max_y_scale); if (min_distance > distance) min_distance = (std::max)(distance, -max_y_scale); if (fabs(distance) > max_error) { max_error = fabs(distance); max_error_location = pos; } pos += interval; } catch (const std::exception& e) { std::cout << "Found exception at point " << pos << " : " << e.what() << std::endl; pos += interval; } } std::cout << "Max error was " << std::setprecision(3) << max_error << " at location " << std::setprecision(std::numeric_limits::max_digits10) << max_error_location << std::endl; boost::svg::svg_2d_plot plot; Real x_start(start), x_end(end); if (end - start > 3) { x_start = floor(start); x_end = ceil(end); } if (min_distance == 0) min_distance = -1; if (max_distance == 0) max_distance = 1; plot.title(std::string("Errors in ") + function_name).x_range((double)x_start, (double)x_end).image_x_size(700).legend_border_color(boost::svg::lightgray).plot_border_color(boost::svg::lightgray).background_border_color(boost::svg::lightgray) .y_range((int)floor(min_distance), (int)ceil(max_distance)).x_label("x").y_major_interval((double)interval_from_range(max_distance) * 2).x_major_interval((double)interval_from_range(end - start)).legend_on(true).plot_window_on(true).legend_on(false); plot.plot(points_upper).stroke_color(boost::svg::green).fill_color(boost::svg::green).size(1).line_on(true).area_fill(boost::svg::green); plot.plot(points_lower).stroke_color(boost::svg::green).fill_color(boost::svg::green).size(1).line_on(true).area_fill(boost::svg::green); plot.write(normalise_filename(function_name) + ".svg"); } #include struct digamma_func { template T operator()(T x) { return boost::math::digamma(x); } }; struct tgamma_func { template T operator()(T x) { return boost::math::tgamma(x); } }; struct lgamma_func { template T operator()(T x) { return boost::math::lgamma(x); } }; struct trigamma_func { template T operator()(T x) { return boost::math::tgamma(x); } }; struct erf_func { template T operator()(T x) { return boost::math::erf(x); } }; struct erfc_func { template T operator()(T x) { return boost::math::erfc(x); } }; struct j0_func { template T operator()(T x) { return boost::math::cyl_bessel_j(0, x); } }; struct j1_func { template T operator()(T x) { return boost::math::cyl_bessel_j(1, x); } }; struct y0_func { template T operator()(T x) { return boost::math::cyl_neumann(0, x); } }; struct y1_func { template T operator()(T x) { return boost::math::cyl_neumann(1, x); } }; struct i0_func { template T operator()(T x) { return boost::math::cyl_bessel_i(0, x); } }; struct i1_func { template T operator()(T x) { return boost::math::cyl_bessel_i(1, x); } }; struct k0_func { template T operator()(T x) { return boost::math::cyl_bessel_k(0, x); } }; struct k1_func { template T operator()(T x) { return boost::math::cyl_bessel_k(1, x); } }; struct ai_func { template T operator()(T x) { return boost::math::airy_ai(x); } }; struct aip_func { template T operator()(T x) { return boost::math::airy_ai_prime(x); } }; struct bi_func { template T operator()(T x) { return boost::math::airy_bi(x); } }; struct bip_func { template T operator()(T x) { return boost::math::airy_bi_prime(x); } }; struct ellint_1_func { template T operator()(T x) { return boost::math::ellint_1(x); } }; struct ellint_2_func { template T operator()(T x) { return boost::math::ellint_2(x); } }; struct ellint_d_func { template T operator()(T x) { return boost::math::ellint_d(x); } }; struct zeta_func { template T operator()(T x) { return boost::math::zeta(x); } }; struct ei_func { template T operator()(T x) { return boost::math::expint(x); } }; int main() { plot_errors_1d(digamma_func(), 1e-200, 10.0, 10000, "digamma, double"); plot_errors_1d(tgamma_func(), 1e-200, 150.0, 10000, "tgamma, double"); plot_errors_1d(lgamma_func(), 1e-200, 1000.0, 10000, "lgamma, double"); plot_errors_1d(trigamma_func(), 1e-200, 10.0, 10000, "trigamma, double"); plot_errors_1d(erf_func(), -5.0, 5.0, 10000, "erf, double"); plot_errors_1d(erfc_func(), -5.0, 30.0, 10000, "erfc, double"); plot_errors_1d(j0_func(), 0.0, 50.0, 10000, "j0, double", 50.0); plot_errors_1d(j1_func(), 0.0, 50.0, 10000, "j1, double", 50.0); plot_errors_1d(y0_func(), 1e-100, 50.0, 10000, "y0, double", 50.0); plot_errors_1d(y1_func(), 1e-100, 50.0, 10000, "y1, double", 50.0); plot_errors_1d(i0_func(), 0.0, 50.0, 10000, "i0, double"); plot_errors_1d(i1_func(), 0.0, 50.0, 10000, "i1, double"); plot_errors_1d(k0_func(), 1e-100, 50.0, 10000, "k0, double"); plot_errors_1d(k1_func(), 1e-100, 50.0, 10000, "k1, double"); plot_errors_1d(ai_func(), -20.0, 20.0, 10000, "Ai, double", 100.0); plot_errors_1d(bi_func(), -20.0, 20.0, 10000, "Bi, double", 100.0); plot_errors_1d(aip_func(), -20.0, 20.0, 10000, "Ai Prime, double", 100.0); plot_errors_1d(bip_func(), -20.0, 20.0, 10000, "Bi Prime, double", 100.0); plot_errors_1d(ellint_1_func(), -1.0, 1.0, 10000, "Elliptic Integral K, double"); plot_errors_1d(ellint_2_func(), -1.0, 1.0, 10000, "Elliptic Integral E, double"); plot_errors_1d(ellint_d_func(), -1.0, 1.0, 10000, "Elliptic Integral D, double"); plot_errors_1d(zeta_func(), -20.0, 20.0, 10000, "Zeta, double"); plot_errors_1d(ei_func(), -20.0, 20.0, 10000, "Exponential Integral Ei, double"); #if LDBL_MANT_DIG == 64 plot_errors_1d(digamma_func(), 1e-200L, 10.0L, 10000, "digamma, 80-bit long double"); plot_errors_1d(tgamma_func(), 1e-200L, 150.0L, 10000, "tgamma, 80-bit long double"); plot_errors_1d(lgamma_func(), 1e-200L, 1000.0L, 10000, "lgamma, 80-bit long double"); plot_errors_1d(trigamma_func(), 1e-200L, 10.0L, 10000, "trigamma, 80-bit long double"); plot_errors_1d(erf_func(), -5.0L, 5.0L, 10000, "erf, 80-bit long double"); plot_errors_1d(erfc_func(), -5.0L, 120.0L, 10000, "erfc, 80-bit long double"); plot_errors_1d(j0_func(), 0.0L, 50.0L, 10000, "j0, 80 bit long double", 50.0L); plot_errors_1d(j1_func(), 0.0L, 50.0L, 10000, "j1, 80 bit long double", 50.0L); plot_errors_1d(y0_func(), 1e-100L, 50.0L, 10000, "y0, 80 bit long double", 50.0L); plot_errors_1d(y1_func(), 1e-100L, 50.0L, 10000, "y1, 80 bit long double", 50.0L); plot_errors_1d(i0_func(), 0.0L, 50.0L, 10000, "i0, 80 bit long double"); plot_errors_1d(i1_func(), 0.0L, 50.0L, 10000, "i1, 80 bit long double"); plot_errors_1d(k0_func(), 1e-100L, 50.0L, 10000, "k0, 80 bit long double"); plot_errors_1d(k1_func(), 1e-100L, 50.0L, 10000, "k1, 80 bit long double"); plot_errors_1d(ai_func(), -20.0L, 20.0L, 10000, "Ai, 80 bit long double", 100.0L); plot_errors_1d(bi_func(), -20.0L, 20.0L, 10000, "Bi, 80 bit long double", 100.0L); plot_errors_1d(aip_func(), -20.0L, 20.0L, 10000, "Ai Prime, 80 bit long double", 100.0L); plot_errors_1d(bip_func(), -20.0L, 20.0L, 10000, "Bi Prime, 80 bit long double", 100.0L); plot_errors_1d(ellint_1_func(), -1.0L, 1.0L, 10000, "Elliptic Integral K, 80 bit long double"); plot_errors_1d(ellint_2_func(), -1.0L, 1.0L, 10000, "Elliptic Integral E, 80 bit long double"); plot_errors_1d(ellint_d_func(), -1.0L, 1.0L, 10000, "Elliptic Integral D, 80 bit long double"); plot_errors_1d(zeta_func(), -20.0L, 20.0L, 10000, "Zeta, 80 bit long double"); plot_errors_1d(ei_func(), -20.0L, 20.0L, 10000, "Exponential Integral Ei, 80 bit long double"); #endif #ifdef BOOST_HAS_FLOAT128 plot_errors_1d(digamma_func(), boost::multiprecision::float128(1e-200), boost::multiprecision::float128(10.0), 10000, "digamma, __float128"); plot_errors_1d(tgamma_func(), boost::multiprecision::float128(1e-200), boost::multiprecision::float128(150.0), 10000, "tgamma, __float128"); plot_errors_1d(lgamma_func(), boost::multiprecision::float128(1e-200), boost::multiprecision::float128(1000.0), 10000, "lgamma, __float128"); plot_errors_1d(trigamma_func(), boost::multiprecision::float128(1e-200), boost::multiprecision::float128(10.0), 10000, "trigamma, __float128"); plot_errors_1d(erf_func(), -boost::multiprecision::float128(5.0), boost::multiprecision::float128(5.0), 10000, "erf, __float128"); plot_errors_1d(erfc_func(), -boost::multiprecision::float128(5.0), boost::multiprecision::float128(120.0), 10000, "erfc, __float128"); plot_errors_1d(j0_func(), boost::multiprecision::float128(0.0), boost::multiprecision::float128(50.0), 10000, "j0, __float128", boost::multiprecision::float128(50.0)); plot_errors_1d(j1_func(), boost::multiprecision::float128(0.0), boost::multiprecision::float128(50.0), 10000, "j1, __float128", boost::multiprecision::float128(50.0)); plot_errors_1d(y0_func(), boost::multiprecision::float128(1e-100), boost::multiprecision::float128(50.0), 10000, "y0, __float128", boost::multiprecision::float128(50.0)); plot_errors_1d(y1_func(), boost::multiprecision::float128(1e-100), boost::multiprecision::float128(50.0), 10000, "y1, __float128", boost::multiprecision::float128(50.0)); plot_errors_1d(i0_func(), boost::multiprecision::float128(0.0), boost::multiprecision::float128(50.0), 10000, "i0, __float128"); plot_errors_1d(i1_func(), boost::multiprecision::float128(0.0), boost::multiprecision::float128(50.0), 10000, "i1, __float128"); plot_errors_1d(k0_func(), boost::multiprecision::float128(1e-100), boost::multiprecision::float128(50.0), 10000, "k0, __float128"); plot_errors_1d(k1_func(), boost::multiprecision::float128(1e-100), boost::multiprecision::float128(50.0), 10000, "k1, __float128"); plot_errors_1d(ai_func(), -boost::multiprecision::float128(20.0), boost::multiprecision::float128(20.0), 10000, "Ai, __float128", boost::multiprecision::float128(100.0)); plot_errors_1d(bi_func(), -boost::multiprecision::float128(20.0), boost::multiprecision::float128(20.0), 10000, "Bi, __float128", boost::multiprecision::float128(100.0)); plot_errors_1d(aip_func(), -boost::multiprecision::float128(20.0), boost::multiprecision::float128(20.0), 10000, "Ai Prime, __float128", boost::multiprecision::float128(100.0)); plot_errors_1d(bip_func(), -boost::multiprecision::float128(20.0), boost::multiprecision::float128(20.0), 10000, "Bi Prime, __float128", boost::multiprecision::float128(100.0)); plot_errors_1d(ellint_1_func(), -boost::multiprecision::float128(1.0), boost::multiprecision::float128(1.0), 10000, "Elliptic Integral K, __float128"); plot_errors_1d(ellint_2_func(), -boost::multiprecision::float128(1.0), boost::multiprecision::float128(1.0), 10000, "Elliptic Integral E, __float128"); plot_errors_1d(ellint_d_func(), -boost::multiprecision::float128(1.0), boost::multiprecision::float128(1.0), 10000, "Elliptic Integral D, __float128"); plot_errors_1d(zeta_func(), -boost::multiprecision::float128(20.0), boost::multiprecision::float128(20.0), 10000, "Zeta, __float128"); plot_errors_1d(ei_func(), -boost::multiprecision::float128(20.0), boost::multiprecision::float128(20.0), 10000, "Exponential Integral Ei, __float128"); #endif return 0; }