| File: ChoiceOptionTest.cs | Web Access |
| Project: ..\..\..\test\Microsoft.ML.SearchSpace.Tests\Microsoft.ML.SearchSpace.Tests.csproj (Microsoft.ML.SearchSpace.Tests) |
// Licensed to the .NET Foundation under one or more agreements. // The .NET Foundation licenses this file to you under the MIT license. // See the LICENSE file in the project root for more information. using Microsoft.ML.SearchSpace.Option; using Xunit; using Xunit.Abstractions; namespace Microsoft.ML.SearchSpace.Tests { public class ChoiceOptionTest : TestBase { public ChoiceOptionTest(ITestOutputHelper output) : base(output) { } [Fact] public void Choice_option_sampling_from_uniform_space_test() { var option = new ChoiceOption("a", "b", "c"); Assert.Equal("a", option.SampleFromFeatureSpace(new[] { 0.0 }).AsType<string>()); Assert.Equal("a", option.SampleFromFeatureSpace(new[] { 0.33 }).AsType<string>()); Assert.Equal("b", option.SampleFromFeatureSpace(new[] { 0.34 }).AsType<string>()); Assert.Equal("b", option.SampleFromFeatureSpace(new[] { 0.66 }).AsType<string>()); Assert.Equal("c", option.SampleFromFeatureSpace(new[] { 0.67 }).AsType<string>()); Assert.Equal("c", option.SampleFromFeatureSpace(new[] { 0.97 }).AsType<string>()); Assert.Equal("c", option.SampleFromFeatureSpace(new[] { 0.999999999 }).AsType<string>()); Assert.Equal("c", option.SampleFromFeatureSpace(new[] { 1.0 }).AsType<string>()); } [Fact] public void Choice_option_with_one_value_sampling_from_uniform_space_test() { var option = new ChoiceOption("a"); Assert.Equal("a", option.SampleFromFeatureSpace(new[] { 0.0 }).AsType<string>()); Assert.Equal("a", option.SampleFromFeatureSpace(new[] { 0.99 }).AsType<string>()); } [Fact] public void Choice_option_mapping_to_uniform_space_test() { var option = new ChoiceOption("a", "b", "c"); Assert.Equal(0, option.MappingToFeatureSpace(Parameter.FromString("a"))[0], tolerance: 1e-5); Assert.Equal(0.333333, option.MappingToFeatureSpace(Parameter.FromString("b"))[0], tolerance: 1e-5); Assert.Equal(0.666666, option.MappingToFeatureSpace(Parameter.FromString("c"))[0], tolerance: 1e-5); option = new ChoiceOption("a", "b", "c", "d"); var parameter = option.SampleFromFeatureSpace(new[] { 0.5 }); Assert.Equal("c", parameter.AsType<string>()); Assert.Equal(new[] { 0.5 }, option.MappingToFeatureSpace(parameter)); } [Fact] public void Choice_option_dimension_should_be_0_if_contains_only_one_value() { var option = new ChoiceOption("b"); Assert.Equal(0, option.FeatureSpaceDim); Assert.Empty(option.Default); Assert.Equal("b", option.SampleFromFeatureSpace(new double[0]).AsType<string>()); Assert.Empty(option.MappingToFeatureSpace(Parameter.FromString("b"))); } [Fact] public void Choice_int_option_test() { var searchSpace = new SearchSpace(); searchSpace["choice"] = new ChoiceOption(1, 2, 3); var parameter = searchSpace.SampleFromFeatureSpace(new[] { 0.5 }); Assert.Equal(2, parameter["choice"].AsType<int>()); } } }