// Copyright ©2016 The Gonum Authors. All rights reserved. // Use of this source code is governed by a BSD-style // license that can be found in the LICENSE file. package distuv import ( "math" "sort" "testing" "golang.org/x/exp/rand" "gonum.org/v1/gonum/floats" ) func TestBetaProb(t *testing.T) { // Values a comparison with scipy for _, test := range []struct { x, alpha, beta, want float64 }{ {0.1, 2, 0.5, 0.079056941504209499}, {0.5, 1, 5.1, 0.29740426605235754}, {0.1, 0.5, 0.5, 1.0610329539459691}, {1, 0.5, 0.5, math.Inf(1)}, {-1, 0.5, 0.5, 0}, } { pdf := Beta{Alpha: test.alpha, Beta: test.beta}.Prob(test.x) if !floats.EqualWithinAbsOrRel(pdf, test.want, 1e-10, 1e-10) { t.Errorf("Pdf mismatch. Got %v, want %v", pdf, test.want) } } } func TestBetaRand(t *testing.T) { src := rand.New(rand.NewSource(1)) for i, b := range []Beta{ {Alpha: 0.5, Beta: 0.5, Src: src}, {Alpha: 5, Beta: 1, Src: src}, {Alpha: 2, Beta: 2, Src: src}, {Alpha: 2, Beta: 5, Src: src}, } { testBeta(t, b, i) } } func testBeta(t *testing.T, b Beta, i int) { tol := 1e-2 const n = 5e4 const bins = 10 x := make([]float64, n) generateSamples(x, b) sort.Float64s(x) testRandLogProbContinuous(t, i, 0, x, b, tol, bins) checkMean(t, i, x, b, tol) checkVarAndStd(t, i, x, b, tol) checkExKurtosis(t, i, x, b, 5e-2) checkEntropy(t, i, x, b, 5e-3) checkProbContinuous(t, i, x, b, 1e-3) checkQuantileCDFSurvival(t, i, x, b, tol) checkProbQuantContinuous(t, i, x, b, tol) }