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Diffstat (limited to 'src/boost/libs/math/test/test_inverse_gamma_distribution.cpp')
-rw-r--r-- | src/boost/libs/math/test/test_inverse_gamma_distribution.cpp | 454 |
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diff --git a/src/boost/libs/math/test/test_inverse_gamma_distribution.cpp b/src/boost/libs/math/test/test_inverse_gamma_distribution.cpp new file mode 100644 index 000000000..bad1bb158 --- /dev/null +++ b/src/boost/libs/math/test/test_inverse_gamma_distribution.cpp @@ -0,0 +1,454 @@ +// test_inverse_gamma.cpp + +// Copyright Paul A. Bristow 2010. +// Copyright John Maddock 2010. + +// 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) + +#ifdef _MSC_VER +# pragma warning (disable : 4224) // nonstandard extension used : formal parameter 'type' was previously defined as a type +// in Boost.test and lexical_cast +# pragma warning (disable : 4310) // cast truncates constant value +#endif + +#include <boost/math/tools/test.hpp> +#include <boost/math/concepts/real_concept.hpp> // for real_concept +using ::boost::math::concepts::real_concept; + +//#include <boost/math/tools/test.hpp> +#define BOOST_TEST_MAIN +#include <boost/test/unit_test.hpp> // for test_main +#include <boost/test/tools/floating_point_comparison.hpp> // for BOOST_CHECK_CLOSE_FRACTION +#include "test_out_of_range.hpp" + +#include <boost/math/distributions/inverse_gamma.hpp> // for inverse_gamma_distribution +using boost::math::inverse_gamma_distribution; +using ::boost::math::inverse_gamma; +// using ::boost::math::cdf; +// using ::boost::math::pdf; + +#include <boost/math/special_functions/gamma.hpp> +using boost::math::tgamma; // for naive pdf. + +#include <iostream> +using std::cout; +using std::endl; +#include <limits> +using std::numeric_limits; + +template <class RealType> +RealType naive_pdf(RealType shape, RealType scale, RealType x) +{ // Formula from Wikipedia + using namespace std; // For ADL of std functions. + using boost::math::tgamma; + RealType result = (pow(scale, shape) * pow(x, (-shape -1)) * exp(-scale/x) ) / tgamma(shape); + return result; +} + +// Test using a spot value from some other reference source, +// in this case test values from output from R provided by Thomas Mang. + +template <class RealType> +void test_spot( + RealType shape, // shape, + RealType scale, // scale, + RealType x, // random variate x, + RealType pd, // expected pdf, + RealType P, // expected CDF, + RealType Q, // expected complement of CDF, + RealType tol) // test tolerance. +{ + boost::math::inverse_gamma_distribution<RealType> dist(shape, scale); + + BOOST_CHECK_CLOSE_FRACTION + ( // Compare to expected PDF. + pdf(dist, x), // calculated. + pd, // expected + tol); + + BOOST_CHECK_CLOSE_FRACTION( // Compare to naive formula (might be less accurate). + pdf(dist, x), naive_pdf(dist.shape(), dist.scale(), x), tol); + + BOOST_CHECK_CLOSE_FRACTION( // Compare to expected CDF. + cdf(dist, x), P, tol); + + if((P < 0.999) && (Q < 0.999)) + { // We can only check this if P is not too close to 1, + // so that we can guarantee Q is accurate: + BOOST_CHECK_CLOSE_FRACTION( + cdf(complement(dist, x)), Q, tol); + BOOST_CHECK_CLOSE_FRACTION( + quantile(dist, P), x, tol); // quantile(pdf) = x + BOOST_CHECK_CLOSE_FRACTION( + quantile(complement(dist, Q)), x, tol); + } +} // test_spot + +// Test using a spot value from some other reference source. + +template <class RealType> // Any floating-point type RealType. +void test_spots(RealType) +{ + // Basic sanity checks, test data is to six decimal places only + // so set tolerance to 0.000001 expressed as a percentage = 0.0001%. + + RealType tolerance = 0.000001f; // as fraction. + cout << "Tolerance = " << tolerance * 100 << "%." << endl; + +// This test values from output from R provided by Thomas Mang. + test_spot(static_cast<RealType>(2), static_cast<RealType>(1), // shape, scale + static_cast<RealType>(2.L), // x + static_cast<RealType>(0.075816332464079136L), // pdf + static_cast<RealType>(0.90979598956895047L), // cdf + static_cast<RealType>(1 - 0.90979598956895047L), // cdf complement + tolerance // tol + ); + + test_spot(static_cast<RealType>(1.593), static_cast<RealType>( 0.5), // shape, scale + static_cast<RealType>( 0.5), // x + static_cast<RealType>(0.82415241749687074L), // pdf + static_cast<RealType>(0.60648042700409865L), // cdf + static_cast<RealType>(1 - 0.60648042700409865L), // cdf complement + tolerance // tol + ); + + test_spot(static_cast<RealType>(13.319), static_cast<RealType>(0.5), // shape, scale + static_cast<RealType>(0.5), // x + static_cast<RealType>(0.00000000068343206235379223), // pdf + static_cast<RealType>(0.99999999997242739L), // cdf + static_cast<RealType>(1 - 0.99999999997242739L), // cdf complement + tolerance // tol + ); + + test_spot(static_cast<RealType>(1.593), static_cast<RealType>(1), // shape, scale + static_cast<RealType>(1.977), // x + static_cast<RealType>(0.11535946773398653L), // pdf + static_cast<RealType>(0.82449794420341549L), // cdf + static_cast<RealType>(1 - 0.82449794420341549L), // cdf complement + tolerance // tol + ); + + test_spot(static_cast<RealType>(6.666), static_cast<RealType>(1.411), // shape, scale + static_cast<RealType>(5), // x + static_cast<RealType>(0.000000084415758206386872), // pdf + static_cast<RealType>(0.99999993427280998L), // cdf + static_cast<RealType>(1 - 0.99999993427280998L), // cdf complement + tolerance // tol + ); + + // Check some bad parameters to the distribution, +#ifndef BOOST_NO_EXCEPTIONS + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType> igbad1(-1, 0), std::domain_error); // negative shape. + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType> igbad2(0, -1), std::domain_error); // negative scale. + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType> igbad2(-1, -1), std::domain_error); // negative scale and shape. +#else + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType>(-1, 0), std::domain_error); // negative shape. + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType>(0, -1), std::domain_error); // negative scale. + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType>(-1, -1), std::domain_error); // negative scale and shape. +#endif + + inverse_gamma_distribution<RealType> ig21(2, 1); + + if(std::numeric_limits<RealType>::has_infinity) + { + BOOST_MATH_CHECK_THROW(pdf(ig21, +std::numeric_limits<RealType>::infinity()), std::domain_error); // x = + infinity, pdf = 0 + BOOST_MATH_CHECK_THROW(pdf(ig21, -std::numeric_limits<RealType>::infinity()), std::domain_error); // x = - infinity, pdf = 0 + BOOST_MATH_CHECK_THROW(cdf(ig21, +std::numeric_limits<RealType>::infinity()),std::domain_error ); // x = + infinity, cdf = 1 + BOOST_MATH_CHECK_THROW(cdf(ig21, -std::numeric_limits<RealType>::infinity()), std::domain_error); // x = - infinity, cdf = 0 + BOOST_MATH_CHECK_THROW(cdf(complement(ig21, +std::numeric_limits<RealType>::infinity())), std::domain_error); // x = + infinity, c cdf = 0 + BOOST_MATH_CHECK_THROW(cdf(complement(ig21, -std::numeric_limits<RealType>::infinity())), std::domain_error); // x = - infinity, c cdf = 1 +#ifndef BOOST_NO_EXCEPTIONS + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType> nbad1(std::numeric_limits<RealType>::infinity(), static_cast<RealType>(1)), std::domain_error); // +infinite mean + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType> nbad1(-std::numeric_limits<RealType>::infinity(), static_cast<RealType>(1)), std::domain_error); // -infinite mean + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType> nbad1(static_cast<RealType>(0), std::numeric_limits<RealType>::infinity()), std::domain_error); // infinite sd +#else + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType>(std::numeric_limits<RealType>::infinity(), static_cast<RealType>(1)), std::domain_error); // +infinite mean + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType>(-std::numeric_limits<RealType>::infinity(), static_cast<RealType>(1)), std::domain_error); // -infinite mean + BOOST_MATH_CHECK_THROW(boost::math::inverse_gamma_distribution<RealType>(static_cast<RealType>(0), std::numeric_limits<RealType>::infinity()), std::domain_error); // infinite sd +#endif + } + + if (std::numeric_limits<RealType>::has_quiet_NaN) + { + // No longer allow x to be NaN, then these tests should throw. + BOOST_MATH_CHECK_THROW(pdf(ig21, +std::numeric_limits<RealType>::quiet_NaN()), std::domain_error); // x = NaN + BOOST_MATH_CHECK_THROW(cdf(ig21, +std::numeric_limits<RealType>::quiet_NaN()), std::domain_error); // x = NaN + BOOST_MATH_CHECK_THROW(cdf(complement(ig21, +std::numeric_limits<RealType>::quiet_NaN())), std::domain_error); // x = + infinity + BOOST_MATH_CHECK_THROW(quantile(ig21, +std::numeric_limits<RealType>::quiet_NaN()), std::domain_error); // p = + infinity + BOOST_MATH_CHECK_THROW(quantile(complement(ig21, +std::numeric_limits<RealType>::quiet_NaN())), std::domain_error); // p = + infinity + } + // Spot check for pdf using 'naive pdf' function + for(RealType x = 0.5; x < 5; x += 0.5) + { + BOOST_CHECK_CLOSE_FRACTION( + pdf(inverse_gamma_distribution<RealType>(5, 6), x), + naive_pdf(RealType(5), RealType(6), x), + tolerance); + } // Spot checks for parameters: + + RealType tol_few_eps = boost::math::tools::epsilon<RealType>() * 5; // 5 eps as a fraction. + inverse_gamma_distribution<RealType> dist51(5, 1); + inverse_gamma_distribution<RealType> dist52(5, 2); + inverse_gamma_distribution<RealType> dist31(3, 1); + inverse_gamma_distribution<RealType> dist111(11, 1); + // 11 mean 0.10000000000000001, variance 0.0011111111111111111, sd 0.033333333333333333 + + RealType x = static_cast<RealType>(0.125); + using namespace std; // ADL of std names. + using namespace boost::math; + + // mean, variance etc + BOOST_CHECK_CLOSE_FRACTION(mean(dist52), static_cast<RealType>(0.5), tol_few_eps); + BOOST_CHECK_CLOSE_FRACTION(mean(dist111), static_cast<RealType>(0.1L), tol_few_eps); + inverse_gamma_distribution<RealType> igamma41(static_cast<RealType>(4.), static_cast<RealType>(1.) ); + BOOST_CHECK_CLOSE_FRACTION(mean(igamma41), static_cast<RealType>(0.3333333333333333333333333333333333333333333333333333333L), tol_few_eps); + // variance: + BOOST_CHECK_CLOSE_FRACTION(variance(dist51), static_cast<RealType>(0.0208333333333333333333333333333333333333333333333333L), tol_few_eps); + BOOST_CHECK_CLOSE_FRACTION(variance(dist31), static_cast<RealType>(0.25), tol_few_eps); + BOOST_CHECK_CLOSE_FRACTION(variance(dist111), static_cast<RealType>(0.001111111111111111111111111111111111111111111111111L), tol_few_eps); + // std deviation: + BOOST_CHECK_CLOSE_FRACTION(standard_deviation(dist31), static_cast<RealType>(0.5), tol_few_eps); + BOOST_CHECK_CLOSE_FRACTION(standard_deviation(dist111), static_cast<RealType>(0.0333333333333333333333333333333333333333333333333L), tol_few_eps); + // hazard: + BOOST_CHECK_CLOSE_FRACTION(hazard(dist51, x), pdf(dist51, x) / cdf(complement(dist51, x)), tol_few_eps); + // cumulative hazard: + BOOST_CHECK_CLOSE_FRACTION(chf(dist51, x), -log(cdf(complement(dist51, x))), tol_few_eps); + // coefficient_of_variation: + BOOST_CHECK_CLOSE_FRACTION(coefficient_of_variation(dist51), standard_deviation(dist51) / mean(dist51), tol_few_eps); + // mode: + BOOST_CHECK_CLOSE_FRACTION(mode(dist51), static_cast<RealType>(0.166666666666666666666666666666666666666666666666666L), tol_few_eps); + // median + //BOOST_CHECK_CLOSE_FRACTION(median(dist52), static_cast<RealType>(0), tol_few_eps); + // Useful to have an exact median? Failing that use a loop back test. + BOOST_CHECK_CLOSE_FRACTION(cdf(dist111, median(dist111)), 0.5, tol_few_eps); + // skewness: + BOOST_CHECK_CLOSE_FRACTION(skewness(dist111), static_cast<RealType>(1.5), tol_few_eps); + //kurtosis: + BOOST_CHECK_CLOSE_FRACTION(kurtosis(dist51), static_cast<RealType>(42 + 3), tol_few_eps); + // kurtosis excess: + BOOST_CHECK_CLOSE_FRACTION(kurtosis_excess(dist51), static_cast<RealType>(42), tol_few_eps); + + tol_few_eps = boost::math::tools::epsilon<RealType>() * 3; // 3 eps as a percentage. + + // Special and limit cases: + + if(std::numeric_limits<RealType>::is_specialized) + { + RealType mx = (std::numeric_limits<RealType>::max)(); + RealType mi = (std::numeric_limits<RealType>::min)(); + + BOOST_CHECK_EQUAL( + pdf(inverse_gamma_distribution<RealType>(1), + static_cast<RealType>(mx)), // max() + static_cast<RealType>(0) + ); + + BOOST_CHECK_EQUAL( + pdf(inverse_gamma_distribution<RealType>(1), + static_cast<RealType>(mi)), // min() + static_cast<RealType>(0) + ); + + } + + BOOST_CHECK_EQUAL( + pdf(inverse_gamma_distribution<RealType>(1), static_cast<RealType>(0)), static_cast<RealType>(0)); + BOOST_CHECK_EQUAL( + pdf(inverse_gamma_distribution<RealType>(3), static_cast<RealType>(0)) + , static_cast<RealType>(0.0f)); + BOOST_CHECK_EQUAL( + cdf(inverse_gamma_distribution<RealType>(1), static_cast<RealType>(0)) + , static_cast<RealType>(0.0f)); + BOOST_CHECK_EQUAL( + cdf(inverse_gamma_distribution<RealType>(2), static_cast<RealType>(0)) + , static_cast<RealType>(0.0f)); + BOOST_CHECK_EQUAL( + cdf(inverse_gamma_distribution<RealType>(3), static_cast<RealType>(0)) + , static_cast<RealType>(0.0f)); + BOOST_CHECK_EQUAL( + cdf(complement(inverse_gamma_distribution<RealType>(1), static_cast<RealType>(0))) + , static_cast<RealType>(1)); + BOOST_CHECK_EQUAL( + cdf(complement(inverse_gamma_distribution<RealType>(2), static_cast<RealType>(0))) + , static_cast<RealType>(1)); + BOOST_CHECK_EQUAL( + cdf(complement(inverse_gamma_distribution<RealType>(3), static_cast<RealType>(0))) + , static_cast<RealType>(1)); + + BOOST_MATH_CHECK_THROW( + pdf( + inverse_gamma_distribution<RealType>(static_cast<RealType>(-1)), // shape negative. + static_cast<RealType>(1)), std::domain_error + ); + BOOST_MATH_CHECK_THROW( + pdf( + inverse_gamma_distribution<RealType>(static_cast<RealType>(8)), + static_cast<RealType>(-1)), std::domain_error + ); + BOOST_MATH_CHECK_THROW( + cdf( + inverse_gamma_distribution<RealType>(static_cast<RealType>(-1)), + static_cast<RealType>(1)), std::domain_error + ); + BOOST_MATH_CHECK_THROW( + cdf( + inverse_gamma_distribution<RealType>(static_cast<RealType>(8)), + static_cast<RealType>(-1)), std::domain_error + ); + BOOST_MATH_CHECK_THROW( + cdf(complement( + inverse_gamma_distribution<RealType>(static_cast<RealType>(-1)), + static_cast<RealType>(1))), std::domain_error + ); + BOOST_MATH_CHECK_THROW( + cdf(complement( + inverse_gamma_distribution<RealType>(static_cast<RealType>(8)), + static_cast<RealType>(-1))), std::domain_error + ); + BOOST_MATH_CHECK_THROW( + quantile( + inverse_gamma_distribution<RealType>(static_cast<RealType>(-1)), + static_cast<RealType>(0.5)), std::domain_error + ); + BOOST_MATH_CHECK_THROW( + quantile( + inverse_gamma_distribution<RealType>(static_cast<RealType>(8)), + static_cast<RealType>(-1)), std::domain_error + ); + BOOST_MATH_CHECK_THROW( + quantile( + inverse_gamma_distribution<RealType>(static_cast<RealType>(8)), + static_cast<RealType>(1.1)), std::domain_error + ); + BOOST_MATH_CHECK_THROW( + quantile(complement( + inverse_gamma_distribution<RealType>(static_cast<RealType>(-1)), + static_cast<RealType>(0.5))), std::domain_error + ); + BOOST_MATH_CHECK_THROW( + quantile(complement( + inverse_gamma_distribution<RealType>(static_cast<RealType>(8)), + static_cast<RealType>(-1))), std::domain_error + ); + BOOST_MATH_CHECK_THROW( + quantile(complement( + inverse_gamma_distribution<RealType>(static_cast<RealType>(8)), + static_cast<RealType>(1.1))), std::domain_error + ); + check_out_of_range<inverse_gamma_distribution<RealType> >(1, 1); +} // template <class RealType>void test_spots(RealType) + +BOOST_AUTO_TEST_CASE( test_main ) +{ + BOOST_MATH_CONTROL_FP; + + // Check that can generate inverse_gamma distribution using the two convenience methods: + // inverse_gamma_distribution; // with default parameters, shape = 1, scale - 1 + using boost::math::inverse_gamma; + inverse_gamma ig2(2.); // Using typedef and shape parameter (and default scale = 1). + BOOST_CHECK_EQUAL(ig2.shape(), 2.); // scale == 2. + BOOST_CHECK_EQUAL(ig2.scale(), 1.); // scale == 1 (default). + inverse_gamma ig; // Using typedef, type double and default values, shape = 1 and scale = 1 + // check default is (1, 1) + BOOST_CHECK_EQUAL(ig.shape(), 1.); // shape == 1 + BOOST_CHECK_EQUAL(ig.scale(), 1.); // scale == 1 + BOOST_CHECK_EQUAL(mode(ig), 0.5); // mode = 1/2 + + // Used to find some 'exact' values for testing mean, variance ... + //for (int shape = 4; shape < 30; shape++) + // { + // inverse_gamma ig(shape, 1); + // cout.precision(17); + // cout << shape << ' ' << mean(ig) << ' ' << variance(ig) << ' ' << standard_deviation(ig) + // << ' ' << median(ig) << endl; + // } + + // and "using boost::math::inverse_gamma_distribution;". + inverse_gamma_distribution<> ig23(2., 3.); // Using default RealType double. + BOOST_CHECK_EQUAL(ig23.shape(), 2.); // + BOOST_CHECK_EQUAL(ig23.scale(), 3.); // + + inverse_gamma_distribution<float> igf23(1.f, 2.f); // Using explicit RealType float. + BOOST_CHECK_EQUAL(igf23.shape(), 1.f); // + BOOST_CHECK_EQUAL(igf23.scale(), 2.f); // + // Some tests using default double. + double tol5eps = boost::math::tools::epsilon<double>() * 5; // 5 eps as a fraction. + inverse_gamma_distribution<double> ig102(10., 2.); // + BOOST_CHECK_EQUAL(ig102.shape(), 10.); // + BOOST_CHECK_EQUAL(ig102.scale(), 2.); // + // formatC(SuppDists::dinvGauss(10, 1, 0.5), digits=17)[1] "0.0011774669940754754" + BOOST_CHECK_CLOSE_FRACTION(pdf(ig102, 0.5), 0.1058495335284024, tol5eps); + // formatC(SuppDists::pinvGauss(10, 1, 0.5), digits=17) [1] "0.99681494462166653" + BOOST_CHECK_CLOSE_FRACTION(cdf(ig102, 0.5), 0.99186775720306608, tol5eps); + BOOST_CHECK_CLOSE_FRACTION(quantile(ig102, 0.05), 0.12734622346137681, tol5eps); + BOOST_CHECK_CLOSE_FRACTION(quantile(ig102, 0.5), 0.20685272858879727, tol5eps); + BOOST_CHECK_CLOSE_FRACTION(quantile(ig102, 0.95), 0.36863602680851204, tol5eps); + // Check mean, etc spot values. + inverse_gamma_distribution<double> ig51(5., 1.); // shape = 5, scale = 1 + BOOST_CHECK_CLOSE_FRACTION(mean(ig51), 0.25, tol5eps); + BOOST_CHECK_CLOSE_FRACTION(variance(ig51), 0.0208333333333333333333333333333333333333333, tol5eps); + BOOST_CHECK_CLOSE_FRACTION(skewness(ig51), 2 * std::sqrt(3.), tol5eps); + BOOST_CHECK_CLOSE_FRACTION(kurtosis_excess(ig51), 42, tol5eps); + // mode and median + inverse_gamma_distribution<double> ig21(1., 2.); + BOOST_CHECK_CLOSE_FRACTION(mode(ig21), 1, tol5eps); + BOOST_CHECK_CLOSE_FRACTION(median(ig21), 2.8853900817779268, tol5eps); + + BOOST_CHECK_CLOSE_FRACTION(quantile(ig21, 0.5), 2.8853900817779268, tol5eps); + BOOST_CHECK_CLOSE_FRACTION(cdf(ig21, median(ig21)), 0.5, tol5eps); + + // Check throws from bad parameters. + inverse_gamma ig051(0.5, 1.); // shape < 1, so wrong for mean. + BOOST_MATH_CHECK_THROW(mean(ig051), std::domain_error); + inverse_gamma ig191(1.9999, 1.); // shape < 2, so wrong for variance. + BOOST_MATH_CHECK_THROW(variance(ig191), std::domain_error); + inverse_gamma ig291(2.9999, 1.); // shape < 3, so wrong for skewness. + BOOST_MATH_CHECK_THROW(skewness(ig291), std::domain_error); + inverse_gamma ig391(3.9999, 1.); // shape < 1, so wrong for kurtosis and kurtosis_excess. + BOOST_MATH_CHECK_THROW(kurtosis(ig391), std::domain_error); + BOOST_MATH_CHECK_THROW(kurtosis_excess(ig391), std::domain_error); + + // Basic sanity-check spot values. + // (Parameter value, arbitrarily zero, only communicates the floating point type). + test_spots(0.0F); // Test float. OK at decdigits = 0 tolerance = 0.0001 % + test_spots(0.0); // Test double. OK at decdigits 7, tolerance = 1e07 % +#ifndef BOOST_MATH_NO_LONG_DOUBLE_MATH_FUNCTIONS + test_spots(0.0L); // Test long double. +#ifndef BOOST_MATH_NO_REAL_CONCEPT_TESTS + test_spots(boost::math::concepts::real_concept(0.)); // Test real concept. +#endif +#else + std::cout << "<note>The long double tests have been disabled on this platform " + "either because the long double overloads of the usual math functions are " + "not available at all, or because they are too inaccurate for these tests " + "to pass.</note>" << std::endl; +#endif + +} // BOOST_AUTO_TEST_CASE( test_main ) + +/* + +Output: + +------ Build started: Project: test_inverse_gamma_distribution, Configuration: Release Win32 ------ + test_inverse_gamma_distribution.cpp + Generating code + Finished generating code + test_inverse_gamma_distribution.vcxproj -> J:\Cpp\MathToolkit\test\Math_test\Release\test_inverse_gamma_distribution.exe + Running 1 test case... + Tolerance = 0.0001%. + Tolerance = 0.0001%. + Tolerance = 0.0001%. + Tolerance = 0.0001%. + + *** No errors detected +========== Build: 1 succeeded, 0 failed, 0 up-to-date, 0 skipped ========== + + +*/ + + + |