alvinalexander.com | career | drupal | java | mac | mysql | perl | scala | uml | unix  

Java example source code file (GammaTest.java)

This example Java source code file (GammaTest.java) is included in the alvinalexander.com "Java Source Code Warehouse" project. The intent of this project is to help you "Learn Java by Example" TM.

Learn more about this Java project at its project page.

Java - Java tags/keywords

gamma_ref, gammatest, inv_gamma1p_m1_ref, log_gamma1p_ref, log_gamma_ref, test

The GammaTest.java Java example source code

/*
 * Licensed to the Apache Software Foundation (ASF) under one or more
 * contributor license agreements.  See the NOTICE file distributed with
 * this work for additional information regarding copyright ownership.
 * The ASF licenses this file to You under the Apache License, Version 2.0
 * (the "License"); you may not use this file except in compliance with
 * the License.  You may obtain a copy of the License at
 *
 *      http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */
package org.apache.commons.math3.special;

import org.apache.commons.math3.TestUtils;
import org.apache.commons.math3.exception.NumberIsTooLargeException;
import org.apache.commons.math3.exception.NumberIsTooSmallException;
import org.apache.commons.math3.util.FastMath;
import org.junit.Assert;
import org.junit.Test;

/**
 */
public class GammaTest {
    private void testRegularizedGamma(double expected, double a, double x) {
        double actualP = Gamma.regularizedGammaP(a, x);
        double actualQ = Gamma.regularizedGammaQ(a, x);
        TestUtils.assertEquals(expected, actualP, 10e-15);
        TestUtils.assertEquals(actualP, 1.0 - actualQ, 10e-15);
    }

    private void testLogGamma(double expected, double x) {
        double actual = Gamma.logGamma(x);
        TestUtils.assertEquals(expected, actual, 10e-15);
    }

    @Test
    public void testRegularizedGammaNanPositive() {
        testRegularizedGamma(Double.NaN, Double.NaN, 1.0);
    }

    @Test
    public void testRegularizedGammaPositiveNan() {
        testRegularizedGamma(Double.NaN, 1.0, Double.NaN);
    }

    @Test
    public void testRegularizedGammaNegativePositive() {
        testRegularizedGamma(Double.NaN, -1.5, 1.0);
    }

    @Test
    public void testRegularizedGammaPositiveNegative() {
        testRegularizedGamma(Double.NaN, 1.0, -1.0);
    }

    @Test
    public void testRegularizedGammaZeroPositive() {
        testRegularizedGamma(Double.NaN, 0.0, 1.0);
    }

    @Test
    public void testRegularizedGammaPositiveZero() {
        testRegularizedGamma(0.0, 1.0, 0.0);
    }

    @Test
    public void testRegularizedGammaPositivePositive() {
        testRegularizedGamma(0.632120558828558, 1.0, 1.0);
    }

    @Test
    public void testLogGammaNan() {
        testLogGamma(Double.NaN, Double.NaN);
    }

    @Test
    public void testLogGammaNegative() {
        testLogGamma(Double.NaN, -1.0);
    }

    @Test
    public void testLogGammaZero() {
        testLogGamma(Double.NaN, 0.0);
    }

    @Test
    public void testLogGammaPositive() {
        testLogGamma(0.6931471805599457, 3.0);
    }

    @Test
    public void testDigammaLargeArgs() {
        double eps = 1e-8;
        Assert.assertEquals(4.6001618527380874002, Gamma.digamma(100), eps);
        Assert.assertEquals(3.9019896734278921970, Gamma.digamma(50), eps);
        Assert.assertEquals(2.9705239922421490509, Gamma.digamma(20), eps);
        Assert.assertEquals(2.9958363947076465821, Gamma.digamma(20.5), eps);
        Assert.assertEquals(2.2622143570941481605, Gamma.digamma(10.1), eps);
        Assert.assertEquals(2.1168588189004379233, Gamma.digamma(8.8), eps);
        Assert.assertEquals(1.8727843350984671394, Gamma.digamma(7), eps);
        Assert.assertEquals(0.42278433509846713939, Gamma.digamma(2), eps);
        Assert.assertEquals(-100.56088545786867450, Gamma.digamma(0.01), eps);
        Assert.assertEquals(-4.0390398965921882955, Gamma.digamma(-0.8), eps);
        Assert.assertEquals(4.2003210041401844726, Gamma.digamma(-6.3), eps);
    }

    @Test
    public void testDigammaSmallArgs() {
        // values for negative powers of 10 from 1 to 30 as computed by webMathematica with 20 digits
        // see functions.wolfram.com
        double[] expected = {-10.423754940411076795, -100.56088545786867450, -1000.5755719318103005,
                -10000.577051183514335, -100000.57719921568107, -1.0000005772140199687e6, -1.0000000577215500408e7,
                -1.0000000057721564845e8, -1.0000000005772156633e9, -1.0000000000577215665e10, -1.0000000000057721566e11,
                -1.0000000000005772157e12, -1.0000000000000577216e13, -1.0000000000000057722e14, -1.0000000000000005772e15, -1e+16,
                -1e+17, -1e+18, -1e+19, -1e+20, -1e+21, -1e+22, -1e+23, -1e+24, -1e+25, -1e+26,
                -1e+27, -1e+28, -1e+29, -1e+30};
        for (double n = 1; n < 30; n++) {
            checkRelativeError(String.format("Test %.0f: ", n), expected[(int) (n - 1)], Gamma.digamma(FastMath.pow(10.0, -n)), 1e-8);
        }
    }

    @Test
    public void testDigammaNonRealArgs() {
        Assert.assertTrue(Double.isNaN(Gamma.digamma(Double.NaN)));
        Assert.assertTrue(Double.isInfinite(Gamma.digamma(Double.POSITIVE_INFINITY)));
        Assert.assertTrue(Double.isInfinite(Gamma.digamma(Double.NEGATIVE_INFINITY)));
    }

    @Test
    public void testTrigamma() {
        double eps = 1e-8;
        // computed using webMathematica.  For example, to compute trigamma($i) = Polygamma(1, $i), use
        //
        // http://functions.wolfram.com/webMathematica/Evaluated.jsp?name=PolyGamma2&plottype=0&vars={%221%22,%22$i%22}&digits=20
        double[] data = {
                1e-4, 1.0000000164469368793e8,
                1e-3, 1.0000016425331958690e6,
                1e-2, 10001.621213528313220,
                1e-1, 101.43329915079275882,
                1, 1.6449340668482264365,
                2, 0.64493406684822643647,
                3, 0.39493406684822643647,
                4, 0.28382295573711532536,
                5, 0.22132295573711532536,
                10, 0.10516633568168574612,
                20, 0.051270822935203119832,
                50, 0.020201333226697125806,
                100, 0.010050166663333571395
        };
        for (int i = data.length - 2; i >= 0; i -= 2) {
            Assert.assertEquals(String.format("trigamma %.0f", data[i]), data[i + 1], Gamma.trigamma(data[i]), eps);
        }
    }

    @Test
    public void testTrigammaNonRealArgs() {
        Assert.assertTrue(Double.isNaN(Gamma.trigamma(Double.NaN)));
        Assert.assertTrue(Double.isInfinite(Gamma.trigamma(Double.POSITIVE_INFINITY)));
        Assert.assertTrue(Double.isInfinite(Gamma.trigamma(Double.NEGATIVE_INFINITY)));
    }

    /**
     * Reference data for the {@link Gamma#logGamma(double)} function. This data
     * was generated with the following <a
     * href="http://maxima.sourceforge.net/">Maxima</a> script.
     *
     * <pre>
     * kill(all);
     *
     * fpprec : 64;
     * gamln(x) := log(gamma(x));
     * x : append(makelist(bfloat(i / 8), i, 1, 80),
     *     [0.8b0, 1b2, 1b3, 1b4, 1b5, 1b6, 1b7, 1b8, 1b9, 1b10]);
     *
     * for i : 1 while i <= length(x) do
     *     print("{", float(x[i]), ",", float(gamln(x[i])), "},");
     * </pre>
     */
    private static final double[][] LOG_GAMMA_REF = {
        { 0.125 , 2.019418357553796 },
        { 0.25 , 1.288022524698077 },
        { 0.375 , .8630739822706475 },
        { 0.5 , .5723649429247001 },
        { 0.625 , .3608294954889402 },
        { 0.75 , .2032809514312954 },
        { 0.875 , .08585870722533433 },
        { 0.890625 , .07353860936979656 },
        { 0.90625 , .06169536624059108 },
        { 0.921875 , .05031670080005688 },
        { 0.9375 , 0.0393909017345823 },
        { 0.953125 , .02890678734595923 },
        { 0.96875 , .01885367233441289 },
        { 0.984375 , .009221337197578781 },
        { 1.0 , 0.0 },
        { 1.015625 , - 0.00881970970573307 },
        { 1.03125 , - .01724677500176807 },
        { 1.046875 , - .02528981394675729 },
        { 1.0625 , - .03295710029357782 },
        { 1.078125 , - .04025658272400143 },
        { 1.09375 , - .04719590272716985 },
        { 1.109375 , - .05378241123619192 },
        { 1.125 , - .06002318412603958 },
        { 1.25 , - .09827183642181316 },
        { 1.375 , - .1177552707410788 },
        { 1.5 , - .1207822376352452 },
        { 1.625 , - .1091741337567954 },
        { 1.75 , - .08440112102048555 },
        { 1.875 , - 0.0476726853991883 },
        { 1.890625 , - .04229320615532515 },
        { 1.90625 , - .03674470657266143 },
        { 1.921875 , - .03102893865389552 },
        { 1.9375 , - .02514761940298887 },
        { 1.953125 , - .01910243184040138 },
        { 1.96875 , - .01289502598016741 },
        { 1.984375 , - .006527019770560387 },
        { 2.0 , 0.0 },
        { 2.015625 , .006684476830232185 },
        { 2.03125 , .01352488366498562 },
        { 2.046875 , .02051972208453692 },
        { 2.0625 , .02766752152285702 },
        { 2.078125 , 0.0349668385135861 },
        { 2.09375 , .04241625596251728 },
        { 2.109375 , .05001438244545164 },
        { 2.125 , .05775985153034387 },
        { 2.25 , .1248717148923966 },
        { 2.375 , .2006984603774558 },
        { 2.5 , .2846828704729192 },
        { 2.625 , .3763336820249054 },
        { 2.75 , .4752146669149371 },
        { 2.875 , .5809359740231859 },
        { 2.890625 , .5946142560817441 },
        { 2.90625 , .6083932548009232 },
        { 2.921875 , .6222723333588501 },
        { 2.9375 , .6362508628423761 },
        { 2.953125 , .6503282221022278 },
        { 2.96875 , .6645037976116387 },
        { 2.984375 , 0.678776983328359 },
        { 3.0 , .6931471805599453 },
        { 3.015625 , .7076137978322324 },
        { 3.03125 , .7221762507608962 },
        { 3.046875 , .7368339619260166 },
        { 3.0625 , 0.751586360749556 },
        { 3.078125 , .7664328833756681 },
        { 3.09375 , .7813729725537568 },
        { 3.109375 , .7964060775242092 },
        { 3.125 , 0.811531653906724 },
        { 3.25 , .9358019311087253 },
        { 3.375 , 1.06569589786406 },
        { 3.5 , 1.200973602347074 },
        { 3.625 , 1.341414578068493 },
        { 3.75 , 1.486815578593417 },
        { 3.875 , 1.6369886482725 },
        { 4.0 , 1.791759469228055 },
        { 4.125 , 1.950965937095089 },
        { 4.25 , 2.114456927450371 },
        { 4.375 , 2.282091222188554 },
        { 4.5 , 2.453736570842442 },
        { 4.625 , 2.62926886637513 },
        { 4.75 , 2.808571418575736 },
        { 4.875 , 2.99153431107781 },
        { 5.0 , 3.178053830347946 },
        { 5.125 , 3.368031956881733 },
        { 5.25 , 3.561375910386697 },
        { 5.375 , 3.757997741998131 },
        { 5.5 , 3.957813967618717 },
        { 5.625 , 4.160745237339519 },
        { 5.75 , 4.366716036622286 },
        { 5.875 , 4.57565441552762 },
        { 6.0 , 4.787491742782046 },
        { 6.125 , 5.002162481906205 },
        { 6.25 , 5.219603986990229 },
        { 6.375 , 5.439756316011858 },
        { 6.5 , 5.662562059857142 },
        { 6.625 , 5.887966185430003 },
        { 6.75 , 6.115915891431546 },
        { 6.875 , 6.346360475557843 },
        { 7.0 , 6.579251212010101 },
        { 7.125 , 6.814541238336996 },
        { 7.25 , 7.05218545073854 },
        { 7.375 , 7.292140407056348 },
        { 7.5 , 7.534364236758733 },
        { 7.625 , 7.778816557302289 },
        { 7.75 , 8.025458396315983 },
        { 7.875 , 8.274252119110479 },
        { 8.0 , 8.525161361065415 },
        { 8.125 , 8.77815096449171 },
        { 8.25 , 9.033186919605123 },
        { 8.375 , 9.290236309282232 },
        { 8.5 , 9.549267257300997 },
        { 8.625 , 9.810248879795765 },
        { 8.75 , 10.07315123968124 },
        { 8.875 , 10.33794530382217 },
        { 9.0 , 10.60460290274525 },
        { 9.125 , 10.87309669270751 },
        { 9.25 , 11.14340011995171 },
        { 9.375 , 11.41548738699336 },
        { 9.5 , 11.68933342079727 },
        { 9.625 , 11.96491384271319 },
        { 9.75 , 12.24220494005076 },
        { 9.875 , 12.52118363918365 },
        { 10.0 , 12.80182748008147 },
        { 0.8 , .1520596783998376 },
        { 100.0 , 359.1342053695754 },
        { 1000.0 , 5905.220423209181 },
        { 10000.0 , 82099.71749644238 },
        { 100000.0 , 1051287.708973657 },
        { 1000000.0 , 1.2815504569147612e+7 },
        { 10000000.0 , 1.511809493694739e+8 },
        { 1.e+8 , 1.7420680661038346e+9 },
        { 1.e+9 , 1.972326582750371e+10 },
        { 1.e+10 , 2.202585092888106e+11 },
    };

    @Test
    public void testLogGamma() {
        final int ulps = 3;
        for (int i = 0; i < LOG_GAMMA_REF.length; i++) {
            final double[] data = LOG_GAMMA_REF[i];
            final double x = data[0];
            final double expected = data[1];
            final double actual = Gamma.logGamma(x);
            final double tol;
            if (expected == 0.0) {
                tol = 1E-15;
            } else {
                tol = ulps * FastMath.ulp(expected);
            }
            Assert.assertEquals(Double.toString(x), expected, actual, tol);
        }
    }

    @Test
    public void testLogGammaPrecondition1() {
        Assert.assertTrue(Double.isNaN(Gamma.logGamma(0.0)));
    }

    @Test
    public void testLogGammaPrecondition2() {
        Assert.assertTrue(Double.isNaN(Gamma.logGamma(-1.0)));
    }

    /**
     * <p>
     * Reference values for the {@link Gamma#invGamma1pm1(double)} method.
     * These values were generated with the following <a
     * href="http://maxima.sourceforge.net/">Maxima</a> script
     * </p>
     *
     * <pre>
     * kill(all);
     *
     * fpprec : 64;
     * gam1(x) := 1 / gamma(1 + x) - 1;
     * x : makelist(bfloat(i / 8), i, -4, 12);
     *
     * for i : 1 while i <= length(x) do print("{",
     *                                         float(x[i]),
     *                                         ",",
     *                                         float(gam1(x[i])),
     *                                         "},");
     * </pre>
     */
    private static final double[][] INV_GAMMA1P_M1_REF = {
        { -0.5 , -.4358104164522437 },
        { -0.375 , -.3029021533379859 },
        { -0.25 , -0.183951060901737 },
        { -0.125 , -.08227611018520711 },
        { 0.0 , 0.0 },
        { 0.125 , .06186116458306091 },
        { 0.25 , .1032626513208373 },
        { 0.375 , .1249687649039041 },
        { 0.5 , .1283791670955126 },
        { 0.625 , .1153565546592225 },
        { 0.75 , 0.0880652521310173 },
        { 0.875 , .04882730264547758 },
        { 1.0 , 0.0 },
        { 1.125 , -.05612340925950141 },
        { 1.25 , -.1173898789433302 },
        { 1.375 , -.1818408982517061 },
        { 1.5 , -0.247747221936325 },
    };

    @Test
    public void testInvGamma1pm1() {

        final int ulps = 3;
        for (int i = 0; i < INV_GAMMA1P_M1_REF.length; i++) {
            final double[] ref = INV_GAMMA1P_M1_REF[i];
            final double x = ref[0];
            final double expected = ref[1];
            final double actual = Gamma.invGamma1pm1(x);
            final double tol = ulps * FastMath.ulp(expected);
            Assert.assertEquals(Double.toString(x), expected, actual, tol);
        }
    }

    @Test(expected = NumberIsTooSmallException.class)
    public void testInvGamma1pm1Precondition1() {

        Gamma.invGamma1pm1(-0.51);
    }

    @Test(expected = NumberIsTooLargeException.class)
    public void testInvGamma1pm1Precondition2() {

        Gamma.invGamma1pm1(1.51);
    }

    private static final double[][] LOG_GAMMA1P_REF = {
        { - 0.5 , .5723649429247001 },
        { - 0.375 , .3608294954889402 },
        { - 0.25 , .2032809514312954 },
        { - 0.125 , .08585870722533433 },
        { 0.0 , 0.0 },
        { 0.125 , - .06002318412603958 },
        { 0.25 , - .09827183642181316 },
        { 0.375 , - .1177552707410788 },
        { 0.5 , - .1207822376352452 },
        { 0.625 , - .1091741337567954 },
        { 0.75 , - .08440112102048555 },
        { 0.875 , - 0.0476726853991883 },
        { 1.0 , 0.0 },
        { 1.125 , .05775985153034387 },
        { 1.25 , .1248717148923966 },
        { 1.375 , .2006984603774558 },
        { 1.5 , .2846828704729192 },
    };

    @Test
    public void testLogGamma1p() {

        final int ulps = 3;
        for (int i = 0; i < LOG_GAMMA1P_REF.length; i++) {
            final double[] ref = LOG_GAMMA1P_REF[i];
            final double x = ref[0];
            final double expected = ref[1];
            final double actual = Gamma.logGamma1p(x);
            final double tol = ulps * FastMath.ulp(expected);
            Assert.assertEquals(Double.toString(x), expected, actual, tol);
        }
    }

    @Test(expected = NumberIsTooSmallException.class)
    public void testLogGamma1pPrecondition1() {

        Gamma.logGamma1p(-0.51);
    }

    @Test(expected = NumberIsTooLargeException.class)
    public void testLogGamma1pPrecondition2() {

        Gamma.logGamma1p(1.51);
    }

    /**
     * Reference data for the {@link Gamma#gamma(double)} function. This
     * data was generated with the following <a
     * href="http://maxima.sourceforge.net/">Maxima</a> script.
     *
     * <pre>
     * kill(all);
     *
     * fpprec : 64;
     *
     * EPSILON : 10**(-fpprec + 1);
     * isInteger(x) := abs(x - floor(x)) <= EPSILON * abs(x);
     *
     * x : makelist(bfloat(i / 8), i, -160, 160);
     * x : append(x, makelist(bfloat(i / 2), i, 41, 200));
     *
     * for i : 1 while i <= length(x) do if not(isInteger(x[i])) then
     *     print("{", float(x[i]), ",", float(gamma(x[i])), "},");
     * </pre>
     */
    private static final double[][] GAMMA_REF = {
        { - 19.875 , 4.920331854832504e-18 },
        { - 19.75 , 3.879938752480031e-18 },
        { - 19.625 , 4.323498423815027e-18 },
        { - 19.5 , 5.811045977502237e-18 },
        { - 19.375 , 9.14330910942125e-18 },
        { - 19.25 , 1.735229114436739e-17 },
        { - 19.125 , 4.653521565668223e-17 },
        { - 18.875 , - 9.779159561479603e-17 },
        { - 18.75 , - 7.662879036148061e-17 },
        { - 18.625 , - 8.484865656736991e-17 },
        { - 18.5 , - 1.133153965612936e-16 },
        { - 18.375 , - 1.771516139950367e-16 },
        { - 18.25 , - 3.340316045290721e-16 },
        { - 18.125 , - 8.899859994340475e-16 },
        { - 17.875 , 1.845816367229275e-15 },
        { - 17.75 , 1.436789819277761e-15 },
        { - 17.625 , 1.580306228567265e-15 },
        { - 17.5 , 2.096334836383932e-15 },
        { - 17.375 , 3.255160907158799e-15 },
        { - 17.25 , 6.096076782655566e-15 },
        { - 17.125 , 1.613099623974211e-14 },
        { - 16.875 , - 3.29939675642233e-14 },
        { - 16.75 , - 2.550301929218027e-14 },
        { - 16.625 , - 2.785289727849803e-14 },
        { - 16.5 , - 3.66858596367188e-14 },
        { - 16.375 , - 5.655842076188414e-14 },
        { - 16.25 , - 1.051573245008085e-13 },
        { - 16.125 , - 2.762433106055837e-13 },
        { - 15.875 , 5.567732026462681e-13 },
        { - 15.75 , 4.271755731440195e-13 },
        { - 15.625 , 4.630544172550298e-13 },
        { - 15.5 , 6.053166840058604e-13 },
        { - 15.375 , 9.261441399758529e-13 },
        { - 15.25 , 1.708806523138138e-12 },
        { - 15.125 , 4.454423383515037e-12 },
        { - 14.875 , - 8.838774592009505e-12 },
        { - 14.75 , - 6.728015277018307e-12 },
        { - 14.625 , - 7.235225269609841e-12 },
        { - 14.5 , - 9.382408602090835e-12 },
        { - 14.375 , - 1.423946615212874e-11 },
        { - 14.25 , - 2.605929947785661e-11 },
        { - 14.125 , - 6.737315367566492e-11 },
        { - 13.875 , 1.314767720561414e-10 },
        { - 13.75 , 9.923822533602004e-11 },
        { - 13.625 , 1.058151695680439e-10 },
        { - 13.5 , 1.360449247303171e-10 },
        { - 13.375 , 2.046923259368506e-10 },
        { - 13.25 , 3.713450175594567e-10 },
        { - 13.125 , 9.516457956687671e-10 },
        { - 12.875 , - 1.8242402122789617e-9 },
        { - 12.75 , - 1.3645255983702756e-9 },
        { - 12.625 , - 1.4417316853645984e-9 },
        { - 12.5 , - 1.836606483859281e-9 },
        { - 12.375 , - 2.7377598594053765e-9 },
        { - 12.25 , - 4.9203214826628017e-9 },
        { - 12.125 , - 1.2490351068152569e-8 },
        { - 11.875 , 2.3487092733091633e-8 },
        { - 11.75 , 1.7397701379221012e-8 },
        { - 11.625 , 1.8201862527728055e-8 },
        { - 11.5 , 2.295758104824101e-8 },
        { - 11.375 , 3.3879778260141535e-8 },
        { - 11.25 , 6.027393816261931e-8 },
        { - 11.125 , 1.5144550670134987e-7 },
        { - 10.875 , - 2.7890922620546316e-7 },
        { - 10.75 , - 2.044229912058469e-7 },
        { - 10.625 , - 2.1159665188483867e-7 },
        { - 10.5 , - 2.640121820547716e-7 },
        { - 10.375 , - 3.8538247770911e-7 },
        { - 10.25 , - 6.780818043294673e-7 },
        { - 10.125 , - 1.6848312620525174e-6 },
        { - 9.875 , 3.0331378349844124e-6 },
        { - 9.75 , 2.1975471554628537e-6 },
        { - 9.625 , 2.2482144262764103e-6 },
        { - 9.5 , 2.772127911575102e-6 },
        { - 9.375 , 3.998343206232017e-6 },
        { - 9.25 , 6.95033849437704e-6 },
        { - 9.125 , 1.7058916528281737e-5 },
        { - 8.875 , - 2.9952236120471065e-5 },
        { - 8.75 , - 2.1426084765762826e-5 },
        { - 8.625 , - 2.163906385291045e-5 },
        { - 8.5 , - 2.633521515996347e-5 },
        { - 8.375 , - 3.748446755842515e-5 },
        { - 8.25 , - 6.429063107298763e-5 },
        { - 8.125 , - 1.5566261332057085e-4 },
        { - 7.875 , 2.658260955691807e-4 },
        { - 7.75 , 1.874782417004247e-4 },
        { - 7.625 , 1.8663692573135265e-4 },
        { - 7.5 , 2.238493288596895e-4 },
        { - 7.375 , 3.1393241580181064e-4 },
        { - 7.25 , 5.303977063521479e-4 },
        { - 7.125 , .001264758733229638 },
        { - 6.875 , - .002093380502607298 },
        { - 6.75 , - .001452956373178292 },
        { - 6.625 , - .001423106558701564 },
        { - 6.5 , - .001678869966447671 },
        { - 6.375 , - .002315251566538353 },
        { - 6.25 , - .003845383371053072 },
        { - 6.125 , - .009011405974261174 },
        { - 5.875 , .01439199095542518 },
        { - 5.75 , .009807455518953468 },
        { - 5.625 , .009428080951397862 },
        { - 5.5 , .01091265478190986 },
        { - 5.375 , 0.014759728736682 },
        { - 5.25 , 0.0240336460690817 },
        { - 5.125 , .05519486159234969 },
        { - 4.875 , - 0.0845529468631229 },
        { - 4.75 , - .05639286923398244 },
        { - 4.625 , - .05303295535161297 },
        { - 4.5 , - .06001960130050425 },
        { - 4.375 , - .07933354195966577 },
        { - 4.25 , - .1261766418626789 },
        { - 4.125 , - .2828736656607921 },
        { - 3.875 , .4121956159577241 },
        { - 3.75 , .2678661288614166 },
        { - 3.625 , 0.24527741850121 },
        { - 3.5 , .2700882058522691 },
        { - 3.375 , .3470842460735378 },
        { - 3.25 , .5362507279163854 },
        { - 3.125 , 1.166853870850768 },
        { - 2.875 , - 1.597258011836181 },
        { - 2.75 , - 1.004497983230312 },
        { - 2.625 , - .8891306420668862 },
        { - 2.5 , - .9453087204829419 },
        { - 2.375 , - 1.17140933049819 },
        { - 2.25 , - 1.742814865728253 },
        { - 2.125 , - 3.646418346408649 },
        { - 1.875 , 4.59211678402902 },
        { - 1.75 , 2.762369453883359 },
        { - 1.625 , 2.333967935425576 },
        { - 1.5 , 2.363271801207355 },
        { - 1.375 , 2.782097159933201 },
        { - 1.25 , 3.921333447888569 },
        { - 1.125 , 7.748638986118379 },
        { - 0.875 , - 8.610218970054413 },
        { - 0.75 , - 4.834146544295877 },
        { - 0.625 , - 3.792697895066561 },
        { - 0.5 , - 3.544907701811032 },
        { - 0.375 , - 3.825383594908152 },
        { - 0.25 , - 4.901666809860711 },
        { - 0.125 , - 8.717218859383175 },
        { 0.125 , 7.533941598797612 },
        { 0.25 , 3.625609908221908 },
        { 0.375 , 2.370436184416601 },
        { 0.5 , 1.772453850905516 },
        { 0.625 , 1.434518848090557 },
        { 0.75 , 1.225416702465178 },
        { 0.875 , 1.089652357422897 },
        { 1.0 , 1.0 },
        { 1.125 , .9417426998497015 },
        { 1.25 , 0.906402477055477 },
        { 1.375 , .8889135691562253 },
        { 1.5 , 0.886226925452758 },
        { 1.625 , 0.896574280056598 },
        { 1.75 , .9190625268488832 },
        { 1.875 , .9534458127450348 },
        { 2.0 , 1.0 },
        { 2.125 , 1.059460537330914 },
        { 2.25 , 1.133003096319346 },
        { 2.375 , 1.22225615758981 },
        { 2.5 , 1.329340388179137 },
        { 2.625 , 1.456933205091972 },
        { 2.75 , 1.608359421985546 },
        { 2.875 , 1.78771089889694 },
        { 3.0 , 2.0 },
        { 3.125 , 2.251353641828193 },
        { 3.25 , 2.549256966718529 },
        { 3.375 , 2.902858374275799 },
        { 3.5 , 3.323350970447843 },
        { 3.625 , 3.824449663366426 },
        { 3.75 , 4.422988410460251 },
        { 3.875 , 5.139668834328703 },
        { 4.0 , 6.0 },
        { 4.125 , 7.035480130713102 },
        { 4.25 , 8.28508514183522 },
        { 4.375 , 9.797147013180819 },
        { 4.5 , 11.63172839656745 },
        { 4.625 , 13.86363002970329 },
        { 4.75 , 16.58620653922594 },
        { 4.875 , 19.91621673302373 },
        { 5.0 , 24.0 },
        { 5.125 , 29.02135553919155 },
        { 5.25 , 35.21161185279968 },
        { 5.375 , 42.86251818266609 },
        { 5.5 , 52.34277778455352 },
        { 5.625 , 64.11928888737773 },
        { 5.75 , 78.78448106132322 },
        { 5.875 , 97.09155657349066 },
        { 6.0 , 120.0 },
        { 6.125 , 148.7344471383567 },
        { 6.25 , 184.8609622271983 },
        { 6.375 , 230.3860352318302 },
        { 6.5 , 287.8852778150443 },
        { 6.625 , 360.6709999914997 },
        { 6.75 , 453.0107661026085 },
        { 6.875 , 570.4128948692577 },
        { 7.0 , 720.0 },
        { 7.125 , 910.9984887224346 },
        { 7.25 , 1155.38101391999 },
        { 7.375 , 1468.710974602918 },
        { 7.5 , 1871.254305797788 },
        { 7.625 , 2389.445374943686 },
        { 7.75 , 3057.822671192607 },
        { 7.875 , 3921.588652226146 },
        { 8.0 , 5040.0 },
        { 8.125 , 6490.864232147346 },
        { 8.25 , 8376.512350919926 },
        { 8.375 , 10831.74343769652 },
        { 8.5 , 14034.40729348341 },
        { 8.625 , 18219.5209839456 },
        { 8.75 , 23698.12570174271 },
        { 8.875 , 30882.5106362809 },
        { 9.0 , 40320.0 },
        { 9.125 , 52738.27188619719 },
        { 9.25 , 69106.22689508938 },
        { 9.375 , 90715.85129070834 },
        { 9.5 , 119292.461994609 },
        { 9.625 , 157143.3684865308 },
        { 9.75 , 207358.5998902487 },
        { 9.875 , 274082.281896993 },
        { 10.0 , 362880.0 },
        { 10.125 , 481236.7309615494 },
        { 10.25 , 639232.5987795768 },
        { 10.375 , 850461.1058503906 },
        { 10.5 , 1133278.388948786 },
        { 10.625 , 1512504.921682859 },
        { 10.75 , 2021746.348929925 },
        { 10.875 , 2706562.533732806 },
        { 11.0 , 3628800.0 },
        { 11.125 , 4872521.900985687 },
        { 11.25 , 6552134.137490662 },
        { 11.375 , 8823533.973197803 },
        { 11.5 , 1.1899423083962249e+7 },
        { 11.625 , 1.6070364792880382e+7 },
        { 11.75 , 2.1733773250996688e+7 },
        { 11.875 , 2.943386755434427e+7 },
        { 12.0 , 3.99168e+7 },
        { 12.125 , 5.420680614846578e+7 },
        { 12.25 , 7.371150904676994e+7 },
        { 12.375 , 1.0036769894512501e+8 },
        { 12.5 , 1.3684336546556586e+8 },
        { 12.625 , 1.8681799071723443e+8 },
        { 12.75 , 2.5537183569921107e+8 },
        { 12.875 , 3.4952717720783816e+8 },
        { 13.0 , 4.790016e+8 },
        { 13.125 , 6.572575245501475e+8 },
        { 13.25 , 9.029659858229319e+8 },
        { 13.375 , 1.2420502744459219e+9 },
        { 13.5 , 1.7105420683195732e+9 },
        { 13.625 , 2.3585771328050845e+9 },
        { 13.75 , 3.2559909051649416e+9 },
        { 13.875 , 4.500162406550916e+9 },
        { 14.0 , 6.2270208e+9 },
        { 14.125 , 8.626505009720685e+9 },
        { 14.25 , 1.196429931215385e+10 },
        { 14.375 , 1.66124224207142e+10 },
        { 14.5 , 2.309231792231424e+10 },
        { 14.625 , 3.213561343446927e+10 },
        { 14.75 , 4.476987494601794e+10 },
        { 14.875 , 6.243975339089396e+10 },
        { 15.0 , 8.71782912e+10 },
        { 15.125 , 1.218493832623047e+11 },
        { 15.25 , 1.704912651981923e+11 },
        { 15.375 , 2.388035722977667e+11 },
        { 15.5 , 3.348386098735565e+11 },
        { 15.625 , 4.699833464791132e+11 },
        { 15.75 , 6.603556554537646e+11 },
        { 15.875 , 9.287913316895475e+11 },
        { 16.0 , 1.307674368e+12 },
        { 16.125 , 1.842971921842358e+12 },
        { 16.25 , 2.599991794272433e+12 },
        { 16.375 , 3.671604924078163e+12 },
        { 16.5 , 5.189998453040126e+12 },
        { 16.625 , 7.343489788736144e+12 },
        { 16.75 , 1.040060157339679e+13 },
        { 16.875 , 1.474456239057157e+13 },
        { 17.0 , 2.0922789888e+13 },
        { 17.125 , 2.971792223970803e+13 },
        { 17.25 , 4.224986665692704e+13 },
        { 17.375 , 6.012253063177992e+13 },
        { 17.5 , 8.563497447516206e+13 },
        { 17.625 , 1.220855177377384e+14 },
        { 17.75 , 1.742100763543963e+14 },
        { 17.875 , 2.488144903408952e+14 },
        { 18.0 , 3.55687428096e+14 },
        { 18.125 , 5.08919418355e+14 },
        { 18.25 , 7.288101998319914e+14 },
        { 18.375 , 1.044628969727176e+15 },
        { 18.5 , 1.498612053315336e+15 },
        { 18.625 , 2.151757250127639e+15 },
        { 18.75 , 3.092228855290534e+15 },
        { 18.875 , 4.447559014843502e+15 },
        { 19.0 , 6.402373705728e+15 },
        { 19.125 , 9.224164457684374e+15 },
        { 19.25 , 1.330078614693384e+16 },
        { 19.375 , 1.919505731873686e+16 },
        { 19.5 , 2.772432298633372e+16 },
        { 19.625 , 4.007647878362728e+16 },
        { 19.75 , 5.797929103669752e+16 },
        { 19.875 , 8.39476764051711e+16 },
        { 20.0 , 1.21645100408832e+17 },
        { 20.5 , 5.406242982335075e+17 },
        { 21.0 , 2.43290200817664e+18 },
        { 21.5 , 1.10827981137869e+19 },
        { 22.0 , 5.109094217170944e+19 },
        { 22.5 , 2.382801594464184e+20 },
        { 23.0 , 1.124000727777608e+21 },
        { 23.5 , 5.361303587544415e+21 },
        { 24.0 , 2.585201673888498e+22 },
        { 24.5 , 1.259906343072938e+23 },
        { 25.0 , 6.204484017332395e+23 },
        { 25.5 , 3.086770540528697e+24 },
        { 26.0 , 1.551121004333099e+25 },
        { 26.5 , 7.871264878348176e+25 },
        { 27.0 , 4.032914611266056e+26 },
        { 27.5 , 2.085885192762267e+27 },
        { 28.0 , 1.088886945041835e+28 },
        { 28.5 , 5.736184280096234e+28 },
        { 29.0 , 3.048883446117139e+29 },
        { 29.5 , 1.634812519827427e+30 },
        { 30.0 , 8.841761993739702e+30 },
        { 30.5 , 4.822696933490909e+31 },
        { 31.0 , 2.65252859812191e+32 },
        { 31.5 , 1.470922564714727e+33 },
        { 32.0 , 8.222838654177922e+33 },
        { 32.5 , 4.633406078851391e+34 },
        { 33.0 , 2.631308369336935e+35 },
        { 33.5 , 1.505856975626702e+36 },
        { 34.0 , 8.683317618811885e+36 },
        { 34.5 , 5.044620868349451e+37 },
        { 35.0 , 2.952327990396041e+38 },
        { 35.5 , 1.740394199580561e+39 },
        { 36.0 , 1.033314796638614e+40 },
        { 36.5 , 6.178399408510991e+40 },
        { 37.0 , 3.719933267899013e+41 },
        { 37.5 , 2.255115784106512e+42 },
        { 38.0 , 1.376375309122634e+43 },
        { 38.5 , 8.456684190399419e+43 },
        { 39.0 , 5.230226174666011e+44 },
        { 39.5 , 3.255823413303776e+45 },
        { 40.0 , 2.039788208119745e+46 },
        { 40.5 , 1.286050248254992e+47 },
        { 41.0 , 8.159152832478976e+47 },
        { 41.5 , 5.208503505432716e+48 },
        { 42.0 , 3.345252661316381e+49 },
        { 42.5 , 2.161528954754577e+50 },
        { 43.0 , 1.40500611775288e+51 },
        { 43.5 , 9.186498057706953e+51 },
        { 44.0 , 6.041526306337383e+52 },
        { 44.5 , 3.996126655102524e+53 },
        { 45.0 , 2.658271574788449e+54 },
        { 45.5 , 1.778276361520623e+55 },
        { 46.0 , 1.196222208654802e+56 },
        { 46.5 , 8.091157444918836e+56 },
        { 47.0 , 5.502622159812088e+57 },
        { 47.5 , 3.762388211887259e+58 },
        { 48.0 , 2.586232415111682e+59 },
        { 48.5 , 1.787134400646448e+60 },
        { 49.0 , 1.241391559253607e+61 },
        { 49.5 , 8.667601843135273e+61 },
        { 50.0 , 6.082818640342675e+62 },
        { 50.5 , 4.290462912351959e+63 },
        { 51.0 , 3.041409320171338e+64 },
        { 51.5 , 2.16668377073774e+65 },
        { 52.0 , 1.551118753287382e+66 },
        { 52.5 , 1.115842141929936e+67 },
        { 53.0 , 8.065817517094388e+67 },
        { 53.5 , 5.858171245132164e+68 },
        { 54.0 , 4.274883284060025e+69 },
        { 54.5 , 3.134121616145708e+70 },
        { 55.0 , 2.308436973392413e+71 },
        { 55.5 , 1.70809628079941e+72 },
        { 56.0 , 1.269640335365828e+73 },
        { 56.5 , 9.479934358436728e+73 },
        { 57.0 , 7.109985878048635e+74 },
        { 57.5 , 5.356162912516752e+75 },
        { 58.0 , 4.052691950487721e+76 },
        { 58.5 , 3.079793674697132e+77 },
        { 59.0 , 2.350561331282878e+78 },
        { 59.5 , 1.801679299697822e+79 },
        { 60.0 , 1.386831185456898e+80 },
        { 60.5 , 1.071999183320204e+81 },
        { 61.0 , 8.320987112741391e+81 },
        { 61.5 , 6.485595059087236e+82 },
        { 62.0 , 5.075802138772249e+83 },
        { 62.5 , 3.98864096133865e+84 },
        { 63.0 , 3.146997326038794e+85 },
        { 63.5 , 2.492900600836656e+86 },
        { 64.0 , 1.98260831540444e+87 },
        { 64.5 , 1.582991881531277e+88 },
        { 65.0 , 1.268869321858841e+89 },
        { 65.5 , 1.021029763587673e+90 },
        { 66.0 , 8.247650592082472e+90 },
        { 66.5 , 6.687744951499262e+91 },
        { 67.0 , 5.443449390774431e+92 },
        { 67.5 , 4.447350392747009e+93 },
        { 68.0 , 3.647111091818868e+94 },
        { 68.5 , 3.001961515104231e+95 },
        { 69.0 , 2.48003554243683e+96 },
        { 69.5 , 2.056343637846398e+97 },
        { 70.0 , 1.711224524281413e+98 },
        { 70.5 , 1.429158828303247e+99 },
        { 71.0 , 1.19785716699699e+100 },
        { 71.5 , 1.00755697395379e+101 },
        { 72.0 , 8.50478588567862e+101 },
        { 72.5 , 7.20403236376959e+102 },
        { 73.0 , 6.12344583768861e+103 },
        { 73.5 , 5.22292346373295e+104 },
        { 74.0 , 4.47011546151268e+105 },
        { 74.5 , 3.83884874584372e+106 },
        { 75.0 , 3.30788544151939e+107 },
        { 75.5 , 2.85994231565357e+108 },
        { 76.0 , 2.48091408113954e+109 },
        { 76.5 , 2.15925644831845e+110 },
        { 77.0 , 1.88549470166605e+111 },
        { 77.5 , 1.65183118296361e+112 },
        { 78.0 , 1.45183092028286e+113 },
        { 78.5 , 1.2801691667968e+114 },
        { 79.0 , 1.13242811782063e+115 },
        { 79.5 , 1.00493279593549e+116 },
        { 80.0 , 8.94618213078298e+116 },
        { 80.5 , 7.98921572768712e+117 },
        { 81.0 , 7.15694570462638e+118 },
        { 81.5 , 6.43131866078814e+119 },
        { 82.0 , 5.79712602074737e+120 },
        { 82.5 , 5.24152470854233e+121 },
        { 83.0 , 4.75364333701284e+122 },
        { 83.5 , 4.32425788454742e+123 },
        { 84.0 , 3.94552396972066e+124 },
        { 84.5 , 3.6107553335971e+125 },
        { 85.0 , 3.31424013456535e+126 },
        { 85.5 , 3.05108825688955e+127 },
        { 86.0 , 2.81710411438055e+128 },
        { 86.5 , 2.60868045964056e+129 },
        { 87.0 , 2.42270953836727e+130 },
        { 87.5 , 2.25650859758909e+131 },
        { 88.0 , 2.10775729837953e+132 },
        { 88.5 , 1.97444502289045e+133 },
        { 89.0 , 1.85482642257398e+134 },
        { 89.5 , 1.74738384525805e+135 },
        { 90.0 , 1.65079551609085e+136 },
        { 90.5 , 1.56390854150595e+137 },
        { 91.0 , 1.48571596448176e+138 },
        { 91.5 , 1.41533723006289e+139 },
        { 92.0 , 1.3520015276784e+140 },
        { 92.5 , 1.29503356550754e+141 },
        { 93.0 , 1.24384140546413e+142 },
        { 93.5 , 1.19790604809448e+143 },
        { 94.0 , 1.15677250708164e+144 },
        { 94.5 , 1.12004215496834e+145 },
        { 95.0 , 1.08736615665674e+146 },
        { 95.5 , 1.05843983644508e+147 },
        { 96.0 , 1.03299784882391e+148 },
        { 96.5 , 1.01081004380505e+149 },
        { 97.0 , 9.9167793487095e+149 },
        { 97.5 , 9.75431692271873e+150 },
        { 98.0 , 9.61927596824821e+151 },
        { 98.5 , 9.51045899965076e+152 },
        { 99.0 , 9.42689044888325e+153 },
        { 99.5 , 9.367802114656e+154 },
        { 100.0 , 9.33262154439441e+155 },
    };

    @Test
    public void testGamma() {

        for (int i = 0; i < GAMMA_REF.length; i++) {
            final double[] ref = GAMMA_REF[i];
            final double x = ref[0];
            final double expected = ref[1];
            final double actual = Gamma.gamma(x);
            final double absX = FastMath.abs(x);
            final int ulps;
            if (absX <= 8.0) {
                ulps = 3;
            } else if (absX <= 20.0) {
                ulps = 5;
            } else if (absX <= 30.0) {
                ulps = 50;
            } else if (absX <= 50.0) {
                ulps = 180;
            } else {
                ulps = 500;
            }
            final double tol = ulps * FastMath.ulp(expected);
            Assert.assertEquals(Double.toString(x), expected, actual, tol);
        }
    }

    @Test
    public void testGammaNegativeInteger() {

        for (int i = -100; i <= 0; i++) {
            Assert.assertTrue(Integer.toString(i), Double.isNaN(Gamma.gamma(i)));
        }
    }

    @Test
    public void testGammaNegativeDouble() {
        // check that the gamma function properly switches sign
        // see: https://en.wikipedia.org/wiki/Gamma_function

        double previousGamma = Gamma.gamma(-18.5);
        for (double x = -19.5; x > -25; x -= 1.0) {
            double gamma = Gamma.gamma(x);
            Assert.assertEquals(  (int) FastMath.signum(previousGamma),
                                - (int) FastMath.signum(gamma));

            previousGamma = gamma;
        }
    }

    private void checkRelativeError(String msg, double expected, double actual,
                                    double tolerance) {

        Assert.assertEquals(msg, expected, actual, FastMath.abs(tolerance * actual));
    }
}

Other Java examples (source code examples)

Here is a short list of links related to this Java GammaTest.java source code file:

... this post is sponsored by my books ...

#1 New Release!

FP Best Seller

 

new blog posts

 

Copyright 1998-2021 Alvin Alexander, alvinalexander.com
All Rights Reserved.

A percentage of advertising revenue from
pages under the /java/jwarehouse URI on this website is
paid back to open source projects.