Exemplo n.º 1
0
    public void testSobol()
    {
        //("Testing Sobol sequences up to dimension "
            //              + PPMT_MAX_DIM + "...");

            List<double> point;
            double tolerance = 1.0e-15;

            // testing max dimensionality
            int dimensionality =(int)SobolRsg.PPMT_MAX_DIM;
            ulong seed = 123456;
            SobolRsg rsg=new SobolRsg(dimensionality, seed);
            int points = 100, i;
            for (i=0; i<points; i++)
            {
                point = rsg.nextSequence().value;
                if (point.Count!=dimensionality) {
                    Assert.Fail("Sobol sequence generator returns "+
                                " a sequence of wrong dimensionality: " + point.Count
                                + " instead of  " + dimensionality);
                }
            }

            // testing homogeneity properties
            dimensionality = 33;
            seed = 123456;
            rsg = new SobolRsg(dimensionality, seed);
            SequenceStatistics stat=new SequenceStatistics(dimensionality);
            List<double> mean;
            int k = 0;
            for (int j=1; j<5; j++) { // five cycle
                points = (int)(Utils.Pow(2.0, j)-1); // base 2
                for (; k<points; k++) {
                    point = rsg.nextSequence().value;
                    stat.add(point);
                }
                mean = stat.mean();
                for (i=0; i<dimensionality; i++) {
                    double error = Math.Abs(mean[i]-0.5);
                    if (error > tolerance) {
                        Assert.Fail(i+1 + " dimension: "
                                   // + QL_FIXED
                                    + "mean (" + mean[i]
                                    + ") at the end of the " + j+1
                                    + " cycle in Sobol sequence is not " + 0.5
                                    //+ QL_SCIENTIFIC
                                    + " (error = " + error + ")");
                    }
                }
            }

            // testing first dimension (van der Corput sequence)
            double[]  vanderCorputSequenceModuloTwo= {
                // first cycle (zero excluded)
                0.50000,
                // second cycle
                0.75000, 0.25000,
                // third cycle
                0.37500, 0.87500, 0.62500, 0.12500,
                // fourth cycle
                0.18750, 0.68750, 0.93750, 0.43750, 0.31250, 0.81250, 0.56250, 0.06250,
                // fifth cycle
                0.09375, 0.59375, 0.84375, 0.34375, 0.46875, 0.96875, 0.71875, 0.21875,
                0.15625, 0.65625, 0.90625, 0.40625, 0.28125, 0.78125, 0.53125, 0.03125
            };

            dimensionality = 1;
            rsg = new SobolRsg(dimensionality);
            points = (int)(Utils.Pow(2.0, 5))-1; // five cycles
            for (i=0; i<points; i++) {
                point = rsg.nextSequence().value;
                double error =Math.Abs(point[0]-vanderCorputSequenceModuloTwo[i]);
                if (error > tolerance) {
                    Assert.Fail(i+1 + " draw ("
                                //+ QL_FIXED
                                + point[0]
                                + ") in 1-D Sobol sequence is not in the "
                                + "van der Corput sequence modulo two: "
                                + "it should have been "
                                + vanderCorputSequenceModuloTwo[i]
                                //+ QL_SCIENTIFIC
                                + " (error = " + error + ")");
                }
            }
    }
Exemplo n.º 2
0
    public void testSobolSkipping()
    {
        //("Testing Sobol sequence skipping...");

            ulong seed = 42;
            int[] dimensionality = { 1, 10, 100, 1000 };
            ulong[] skip = { 0, 1, 42, 512, 100000 };
            SobolRsg.DirectionIntegers[] integers = {SobolRsg.DirectionIntegers.Unit,
                                                     SobolRsg.DirectionIntegers.Jaeckel,
                                                     SobolRsg.DirectionIntegers.SobolLevitan,
                                                     SobolRsg.DirectionIntegers.SobolLevitanLemieux};
            for (int i = 0; i < integers.Length; i++)
            {
                for (int j = 0; j < dimensionality.Length; j++)
                {
                    for (int k = 0; k < skip.Length; k++)
                    {

                        // extract n samples
                        SobolRsg rsg1 = new SobolRsg(dimensionality[j], seed, integers[i]);
                        for (int l = 0; l < (int)skip[k]; l++)
                            rsg1.nextInt32Sequence();

                        // skip n samples at once
                        SobolRsg rsg2 = new SobolRsg(dimensionality[j], seed, integers[i]);
                        rsg2.skipTo(skip[k]);

                        // compare next 100 samples
                        for (int m = 0; m < 100; m++)
                        {
                            List<ulong> s1 = rsg1.nextInt32Sequence();
                            List<ulong> s2 = rsg2.nextInt32Sequence();
                            for (int n = 0; n < s1.Count; n++)
                            {
                                if (s1[n] != s2[n])
                                {
                                    Assert.Fail("Mismatch after skipping:"
                                                + "\n  size:     " + dimensionality[j]
                                                + "\n  integers: " + integers[i]
                                                + "\n  skipped:  " + skip[k]
                                                + "\n  at index: " + n
                                                + "\n  expected: " + s1[n]
                                                + "\n  found:    " + s2[n]);
                                }
                            }
                        }
                    }
                }
            }
    }
Exemplo n.º 3
0
 //typedef SobolRsg generator_type;
 public SobolFactory(SobolRsg.DirectionIntegers unit)
 {
     unit_=unit;
 }