| File: ChoiceOptionTest.cs | Web Access |
| Project: src\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 FluentAssertions; 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"); option.SampleFromFeatureSpace(new[] { 0.0 }).AsType<string>().Should().Be("a"); option.SampleFromFeatureSpace(new[] { 0.33 }).AsType<string>().Should().Be("a"); option.SampleFromFeatureSpace(new[] { 0.34 }).AsType<string>().Should().Be("b"); option.SampleFromFeatureSpace(new[] { 0.66 }).AsType<string>().Should().Be("b"); option.SampleFromFeatureSpace(new[] { 0.67 }).AsType<string>().Should().Be("c"); option.SampleFromFeatureSpace(new[] { 0.97 }).AsType<string>().Should().Be("c"); option.SampleFromFeatureSpace(new[] { 0.999999999 }).AsType<string>().Should().Be("c"); option.SampleFromFeatureSpace(new[] { 1.0 }).AsType<string>().Should().Be("c"); } [Fact] public void Choice_option_with_one_value_sampling_from_uniform_space_test() { var option = new ChoiceOption("a"); option.SampleFromFeatureSpace(new[] { 0.0 }).AsType<string>().Should().Be("a"); option.SampleFromFeatureSpace(new[] { 0.99 }).AsType<string>().Should().Be("a"); } [Fact] public void Choice_option_mapping_to_uniform_space_test() { var option = new ChoiceOption("a", "b", "c"); option.MappingToFeatureSpace(Parameter.FromString("a"))[0].Should().BeApproximately(0, 1e-5); option.MappingToFeatureSpace(Parameter.FromString("b"))[0].Should().BeApproximately(0.333333, 1e-5); option.MappingToFeatureSpace(Parameter.FromString("c"))[0].Should().BeApproximately(0.666666, 1e-5); option = new ChoiceOption("a", "b", "c", "d"); var parameter = option.SampleFromFeatureSpace(new[] { 0.5 }); parameter.AsType<string>().Should().Be("c"); option.MappingToFeatureSpace(parameter).Should().Equal(0.5); } [Fact] public void Choice_option_dimension_should_be_0_if_contains_only_one_value() { var option = new ChoiceOption("b"); option.FeatureSpaceDim.Should().Be(0); option.Default.Should().BeEquivalentTo(System.Array.Empty<double>()); option.SampleFromFeatureSpace(new double[0]).AsType<string>().Should().Be("b"); option.MappingToFeatureSpace(Parameter.FromString("b")).Should().BeEmpty(); } [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 }); parameter["choice"].AsType<int>().Should().Be(2); } } }