using NUnit.Framework; using System; namespace MathNet.Numerics.UnitTests { [TestFixture] public class DistanceTests { #region Test Data double[] _dp0 = new double[] { 1, 0.5 }; double[] _dq0 = new double[] { 0.5, 1 }; double[] _dp1 = new double[] { 4.5, 1 }; double[] _dq1 = new double[] { 4, 2 }; double[] _dp2 = new double[] { 0, 0, 0 }; double[] _dq2 = new double[] { 0, 0, 0 }; double[] _dp3 = new double[] { 1, 1, 1 }; double[] _dq3 = new double[] { 1, 1, 1 }; double[] _dp4 = new double[] { 2.5, 3.5, 3.0, 3.5, 2.5, 3.0 }; double[] _dq4 = new double[] { 3.0, 3.5, 1.5, 5.0, 3.5, 3.0 }; double[] _dp5 = new double[] { 1, 3, 5, 6, 8, 9, 6, 4, 3, 2 }; double[] _dq5 = new double[] { 2, 5, 6, 6, 7, 7, 5, 3, 1, 1 }; float[] _fp0 = new float[] { 1, 0.5f }; float[] _fq0 = new float[] { 0.5f, 1 }; float[] _fp1 = new float[] { 4.5f, 1 }; float[] _fq1 = new float[] { 4, 2 }; float[] _fp2 = new float[] { 0, 0, 0 }; float[] _fq2 = new float[] { 0, 0, 0 }; float[] _fp3 = new float[] { 1, 1, 1 }; float[] _fq3 = new float[] { 1, 1, 1 }; float[] _fp4 = new float[] { 2.5f, 3.5f, 3.0f, 3.5f, 2.5f, 3.0f }; float[] _fq4 = new float[] { 3.0f, 3.5f, 1.5f, 5.0f, 3.5f, 3.0f }; float[] _fp5 = new float[] { 1, 3, 5, 6, 8, 9, 6, 4, 3, 2 }; float[] _fq5 = new float[] { 2, 5, 6, 6, 7, 7, 5, 3, 1, 1 }; #endregion [Test] public void Hamming() { Assert.That(Distance.Hamming(new[] { 0.0, 0.0 }, new[] { 0.0, 0.0 }), Is.EqualTo(0.0)); Assert.That(Distance.Hamming(new[] { 1.0, 0.0 }, new[] { 1.0, 0.0 }), Is.EqualTo(0.0)); Assert.That(Distance.Hamming(new[] { 0.0, 0.0 }, new[] { 1.0, 0.0 }), Is.EqualTo(1.0)); Assert.That(Distance.Hamming(new[] { 0.0, 0.0 }, new[] { 0.0, 1.0 }), Is.EqualTo(1.0)); Assert.That(Distance.Hamming(new[] { 0.0, 0.0 }, new[] { 1.0, 1.0 }), Is.EqualTo(2.0)); Assert.That(Distance.Hamming(new[] { 1.0, 0.0 }, new[] { 0.0, 1.0 }), Is.EqualTo(2.0)); } [Test] public void Jaccard() { Assert.Throws(() => Distance.Jaccard(_dp0, _dq4)); Assert.Throws(() => Distance.Jaccard(null, _dq4)); Assert.Throws(() => Distance.Jaccard(_dp0, null)); Assert.That(Distance.Jaccard(_dp0, _dq0), Is.EqualTo(1)); Assert.That(Distance.Jaccard(_dp1, _dq1), Is.EqualTo(1)); Assert.That(Distance.Jaccard(_dp2, _dq2), Is.EqualTo(Double.NaN)); Assert.That(Distance.Jaccard(_dp3, _dq3), Is.EqualTo(0)); Assert.That(Distance.Jaccard(_dp4, _dq4), Is.EqualTo(0.66666).Within(0.00001)); Assert.That(Distance.Jaccard(_dp5, _dq5), Is.EqualTo(0.9).Within(0.1)); Assert.Throws(() => Distance.Jaccard(_fp0, _fq4)); Assert.Throws(() => Distance.Jaccard(null, _fq4)); Assert.Throws(() => Distance.Jaccard(_fp0, null)); Assert.That(Distance.Jaccard(_fp0, _fq0), Is.EqualTo(1)); Assert.That(Distance.Jaccard(_fp1, _fq1), Is.EqualTo(1)); Assert.That(Distance.Jaccard(_fp2, _fq2), Is.EqualTo(float.NaN)); Assert.That(Distance.Jaccard(_fp3, _fq3), Is.EqualTo(0)); Assert.That(Distance.Jaccard(_fp4, _fq4), Is.EqualTo(0.66666).Within(0.00001)); Assert.That(Distance.Jaccard(_fp5, _fq5), Is.EqualTo(0.9).Within(0.1)); } [Test] public void Euclidean() { Assert.Throws(() => Distance.Euclidean(_dp0, _dq4)); Assert.That(Distance.Euclidean(_dp0, _dq0), Is.EqualTo(.70711).Within(0.00001)); Assert.That(Distance.Euclidean(_dp1, _dq1), Is.EqualTo(1.11803).Within(0.00001)); Assert.That(Distance.Euclidean(_dp2, _dq2), Is.EqualTo(0)); Assert.That(Distance.Euclidean(_dp3, _dq3), Is.EqualTo(0)); Assert.That(Distance.Euclidean(_dp4, _dq4), Is.EqualTo(2.39792).Within(0.00001)); Assert.That(Distance.Euclidean(_dp5, _dq5), Is.EqualTo(4.24264).Within(0.00001)); Assert.Throws(() => Distance.Euclidean(_fp0, _fq4)); Assert.That(Distance.Euclidean(_fp0, _fq0), Is.EqualTo(.70711).Within(0.00001)); Assert.That(Distance.Euclidean(_fp1, _fq1), Is.EqualTo(1.11803).Within(0.00001)); Assert.That(Distance.Euclidean(_fp2, _fq2), Is.EqualTo(0)); Assert.That(Distance.Euclidean(_fp3, _fq3), Is.EqualTo(0)); Assert.That(Distance.Euclidean(_fp4, _fq4), Is.EqualTo(2.39792).Within(0.00001)); Assert.That(Distance.Euclidean(_fp5, _fq5), Is.EqualTo(4.24264).Within(0.00001)); } [Test] public void Manhattan() { Assert.Throws(() => Distance.Manhattan(_dp0, _dq4)); Assert.That(Distance.Manhattan(_dp0, _dq0), Is.EqualTo(1)); Assert.That(Distance.Manhattan(_dp1, _dq1), Is.EqualTo(1.5)); Assert.That(Distance.Manhattan(_dp2, _dq2), Is.EqualTo(0)); Assert.That(Distance.Manhattan(_dp3, _dq3), Is.EqualTo(0)); Assert.That(Distance.Manhattan(_dp4, _dq4), Is.EqualTo(4.5)); Assert.That(Distance.Manhattan(_dp5, _dq5), Is.EqualTo(12)); Assert.Throws(() => Distance.Manhattan(_fp0, _fq4)); Assert.That(Distance.Manhattan(_fp0, _fq0), Is.EqualTo(1)); Assert.That(Distance.Manhattan(_fp1, _fq1), Is.EqualTo(1.5)); Assert.That(Distance.Manhattan(_fp2, _fq2), Is.EqualTo(0)); Assert.That(Distance.Manhattan(_fp3, _fq3), Is.EqualTo(0)); Assert.That(Distance.Manhattan(_fp4, _fq4), Is.EqualTo(4.5)); Assert.That(Distance.Manhattan(_fp5, _fq5), Is.EqualTo(12)); } [Test] public void Cosine() { Assert.Throws(() => Distance.Cosine(_dp0, _dq4)); Assert.That(Distance.Cosine(_dp0, _dq0), Is.EqualTo(0.2).Within(0.00001)); Assert.That(Distance.Cosine(_dp1, _dq1), Is.EqualTo(0.029857).Within(0.00001)); Assert.That(Distance.Cosine(_dp2, _dq2), Is.EqualTo(Double.NaN)); Assert.That(Distance.Cosine(_dp3, _dq3), Is.EqualTo(0).Within(0.00001)); Assert.That(Distance.Cosine(_dp4, _dq4), Is.EqualTo(0.039354).Within(0.00001)); Assert.That(Distance.Cosine(_dp5, _dq5), Is.EqualTo(0.031026).Within(0.00001)); Assert.Throws(() => Distance.Cosine(_fp0, _fq4)); Assert.That(Distance.Cosine(_fp0, _fq0), Is.EqualTo(0.2).Within(0.00001)); Assert.That(Distance.Cosine(_fp1, _fq1), Is.EqualTo(0.029857).Within(0.00001)); Assert.That(Distance.Cosine(_fp2, _fq2), Is.EqualTo(float.NaN)); Assert.That(Distance.Cosine(_fp3, _fq3), Is.EqualTo(0).Within(0.00001)); Assert.That(Distance.Cosine(_fp4, _fq4), Is.EqualTo(0.039354).Within(0.00001)); Assert.That(Distance.Cosine(_fp5, _fq5), Is.EqualTo(0.031026).Within(0.00001)); } } }