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Tests.cs
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Tests.cs
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using Microsoft.VisualStudio.TestTools.UnitTesting;
using Newtonsoft.Json;
using System;
using System.Diagnostics;
using System.IO;
using System.Linq;
namespace BlackBox
{
[TestClass]
public class Tests
{
[TestMethod]
public void TestPrg()
{
// 2 tests for integer interval and 2 tests for unit interval.
var prgTests = new ITestConfiguration[4];
for (uint i = 0; i < prgTests.Length; i++)
{
prgTests[i] = new PrgTestConfiguration
{
Seed = i,
Iterations = 1000,
UniformInterval = i < 2 ? new Tuple<uint, uint>(i * 10, (i + 10) * 10) : null,
};
}
Run(outputFilePatternExpected, outputFilePatternActual, outputJsonConfigFile, prgTests);
for (uint i = 0; i < 2; i++)
{
// integer content so should be exact match
CompareExactMatch(FormatPath(outputFilePatternExpected, i), FormatPath(outputFilePatternActual, i));
}
for (uint i = 2; i < 4; i++)
{
float[] expected = File.ReadAllLines(FormatPath(outputFilePatternExpected, i)).Select(l => Convert.ToSingle(l)).ToArray();
float[] actual = File.ReadAllLines(FormatPath(outputFilePatternActual, i)).Select(l => Convert.ToSingle(l)).ToArray();
Assert.AreEqual(expected.Length, actual.Length);
for (int j = 0; j < expected.Length; j++)
{
// allow slightly different float precision
Assert.IsTrue(Math.Abs(expected[j] - actual[j]) < PrecisionOffset);
}
}
}
[TestMethod]
public void TestHash()
{
var chars = "ABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789abcdefghijklmnopqrstuvwxyz";
var rand = new Random();
var hashTests = new ITestConfiguration[5];
for (uint i = 0; i < hashTests.Length - 1; i++)
{
int numValues = rand.Next(10, 20);
var values = new string[numValues];
for (int v = 0; v < numValues; v++)
{
if (rand.NextDouble() < 0.5)
{
// generate string of numbers only
values[v] = rand.Next(1000000).ToString("000000");
}
else
{
// generate random string
int length = rand.Next(10, 20); // random length (in characters)
values[v] = new string(Enumerable
.Repeat(chars, length)
.Select(s => s[rand.Next(s.Length)])
.ToArray());
}
}
hashTests[i] = new HashTestConfiguration
{
Values = values.ToList()
};
}
hashTests[hashTests.Length - 1] = new HashTestConfiguration
{
Values = new[] { "是是asda阿斯顿", " ", " ", "\t\r\n", "\r", "hô ooaf à ị ẻ ể \r \t \n \\ồ" }.ToList()
};
Run(outputFilePatternExpected, outputFilePatternActual, outputJsonConfigFile, hashTests);
for (uint i = 0; i < hashTests.Length; i++)
{
// integer content so should be exact match
CompareExactMatch(FormatPath(outputFilePatternExpected, i), FormatPath(outputFilePatternActual, i));
}
}
[TestMethod]
public void TestEpsilonGreedy()
{
var epsilonGreedyTests = new EpsilonGreedyTestConfiguration[]
{
// No exploration
new EpsilonGreedyTestConfiguration
{
AppId = TestContext.TestName + "NoExplorationFixedActionContext",
ContextType = ContextType.FixedAction, // test fixed-action context
Epsilon = 0f,
NumberOfActions = 20,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
PolicyConfiguration = new FixedPolicyConfiguration { Action = 10 }
},
new EpsilonGreedyTestConfiguration
{
AppId = TestContext.TestName + "NoExplorationVariableActionContext",
ContextType = ContextType.VariableAction, // test variable-action context
Epsilon = 0f,
NumberOfActions = 20,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
PolicyConfiguration = new FixedPolicyConfiguration { Action = 10 }
},
// Regular exploration
new EpsilonGreedyTestConfiguration
{
AppId = TestContext.TestName + "RegularExplorationFixedActionContext",
ContextType = ContextType.FixedAction,
Epsilon = 0.2f,
NumberOfActions = 10,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
PolicyConfiguration = new FixedPolicyConfiguration { Action = 9 }
},
new EpsilonGreedyTestConfiguration
{
AppId = TestContext.TestName + "RegularExplorationVariableActionContext",
ContextType = ContextType.VariableAction,
Epsilon = 0.2f,
NumberOfActions = 10,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
PolicyConfiguration = new FixedPolicyConfiguration { Action = 9 }
},
// Heavy exploration
new EpsilonGreedyTestConfiguration
{
AppId = TestContext.TestName + "HeavyExplorationFixedActionContext",
ContextType = ContextType.FixedAction,
Epsilon = 0.9f,
NumberOfActions = 90, // test many actions
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
PolicyConfiguration = new FixedPolicyConfiguration { Action = 81 }
},
new EpsilonGreedyTestConfiguration
{
AppId = TestContext.TestName + "HeavyExplorationVariableActionContext",
ContextType = ContextType.VariableAction,
Epsilon = 0.9f,
NumberOfActions = 90,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
PolicyConfiguration = new FixedPolicyConfiguration { Action = 81 }
}
};
Run(outputFilePatternExpected, outputFilePatternActual, outputJsonConfigFile, epsilonGreedyTests);
for (uint i = 0; i < epsilonGreedyTests.Length; i++)
{
CompareExplorationData(FormatPath(outputFilePatternExpected, i), FormatPath(outputFilePatternActual, i));
}
}
[TestMethod]
public void TestTauFirst()
{
var tauFirstTests = new TauFirstTestConfiguration[]
{
// No exploration
new TauFirstTestConfiguration
{
AppId = TestContext.TestName + "NoExplorationFixedActionContext",
ContextType = ContextType.FixedAction, // test fixed-action context
Tau = 0,
NumberOfActions = 20,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
PolicyConfiguration = new FixedPolicyConfiguration { Action = 10 }
},
new TauFirstTestConfiguration
{
AppId = TestContext.TestName + "NoExplorationVariableActionContext",
ContextType = ContextType.VariableAction, // test variable-action context
Tau = 5,
NumberOfActions = 20,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
PolicyConfiguration = new FixedPolicyConfiguration { Action = 10 }
},
// Heavy exploration
new TauFirstTestConfiguration
{
AppId = TestContext.TestName + "HeavyExplorationFixedActionContext",
ContextType = ContextType.FixedAction,
Tau = 100,
NumberOfActions = 10,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
PolicyConfiguration = new FixedPolicyConfiguration { Action = 9 }
},
new TauFirstTestConfiguration
{
AppId = TestContext.TestName + "HeavyExplorationVariableActionContext",
ContextType = ContextType.VariableAction,
Tau = 100,
NumberOfActions = 10,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
PolicyConfiguration = new FixedPolicyConfiguration { Action = 9 }
}
};
Run(outputFilePatternExpected, outputFilePatternActual, outputJsonConfigFile, tauFirstTests);
for (uint i = 0; i < tauFirstTests.Length; i++)
{
CompareExplorationData(FormatPath(outputFilePatternExpected, i), FormatPath(outputFilePatternActual, i));
}
}
[TestMethod]
public void TestSoftmax()
{
var softmaxTests = new SoftmaxTestConfiguration[]
{
new SoftmaxTestConfiguration
{
AppId = TestContext.TestName + "LowLambdaFixedActionContext",
ContextType = ContextType.FixedAction, // test fixed-action context
Lambda = 0.1f,
NumberOfActions = 20,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
ScorerConfiguration = new FixedScorerConfiguration { Score = 1 }
},
new SoftmaxTestConfiguration
{
AppId = TestContext.TestName + "LowLambdaVariableActionContext",
ContextType = ContextType.VariableAction, // test variable-action context
Lambda = 0.1f,
NumberOfActions = 20,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
ScorerConfiguration = new FixedScorerConfiguration { Score = 5 }
},
new SoftmaxTestConfiguration
{
AppId = TestContext.TestName + "HighLambdaFixedActionContext",
ContextType = ContextType.FixedAction,
Lambda = 0.9f,
NumberOfActions = 10,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
ScorerConfiguration = new IntegerProgressionScorerConfiguration { Start = 1 }
},
new SoftmaxTestConfiguration
{
AppId = TestContext.TestName + "HighLambdaVariableActionContext",
ContextType = ContextType.VariableAction,
Lambda = 0.9f,
NumberOfActions = 10,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
ScorerConfiguration = new IntegerProgressionScorerConfiguration { Start = 5 }
}
};
Run(outputFilePatternExpected, outputFilePatternActual, outputJsonConfigFile, softmaxTests);
for (uint i = 0; i < softmaxTests.Length; i++)
{
CompareExplorationData(FormatPath(outputFilePatternExpected, i), FormatPath(outputFilePatternActual, i));
}
}
[TestMethod]
public void TestGeneric()
{
var genericTests = new GenericTestConfiguration[]
{
new GenericTestConfiguration
{
AppId = TestContext.TestName + "FixedScorerFixedActionContext",
ContextType = ContextType.FixedAction, // test fixed-action context
NumberOfActions = 20,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
ScorerConfiguration = new FixedScorerConfiguration { Score = 1 }
},
new GenericTestConfiguration
{
AppId = TestContext.TestName + "FixedScorerVariableActionContext",
ContextType = ContextType.VariableAction, // test variable-action context
NumberOfActions = 20,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
ScorerConfiguration = new FixedScorerConfiguration { Score = 5 }
},
new GenericTestConfiguration
{
AppId = TestContext.TestName + "ProgressScorerFixedActionContext",
ContextType = ContextType.FixedAction,
NumberOfActions = 10,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
ScorerConfiguration = new IntegerProgressionScorerConfiguration { Start = 1 }
},
new GenericTestConfiguration
{
AppId = TestContext.TestName + "ProgressScorerVariableActionContext",
ContextType = ContextType.VariableAction,
NumberOfActions = 10,
ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
ScorerConfiguration = new IntegerProgressionScorerConfiguration { Start = 5 }
}
};
Run(outputFilePatternExpected, outputFilePatternActual, outputJsonConfigFile, genericTests);
for (uint i = 0; i < genericTests.Length; i++)
{
CompareExplorationData(FormatPath(outputFilePatternExpected, i), FormatPath(outputFilePatternActual, i));
}
}
// TODO: Bootstrap is not fully supported at the moment
//[TestMethod]
//public void TestBootstrap()
//{
// var bootstrapTests = new BootstrapTestConfiguration[]
// {
// new BootstrapTestConfiguration
// {
// AppId = TestContext.TestName + "NoPolicyAgreeListFixedActionContext",
// ContextType = ContextType.FixedAction, // test fixed-action context
// NumberOfActions = 20,
// ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
// PolicyConfigurations = Enumerable.Range(1, 10).Select(i =>
// new FixedPolicyConfiguration { Action = (uint)i }).ToArray()
// },
// new BootstrapTestConfiguration
// {
// AppId = TestContext.TestName + "NoPolicyAgreeListVariableActionContext",
// ContextType = ContextType.VariableAction, // test variable-action context
// NumberOfActions = 20,
// ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
// PolicyConfigurations = Enumerable.Range(1, 10).Select(i =>
// new FixedPolicyConfiguration { Action = (uint)i }).ToArray()
// },
// new BootstrapTestConfiguration
// {
// AppId = TestContext.TestName + "SomePolicyAgreeListVariableActionContext",
// ContextType = ContextType.VariableAction, // test variable-action context
// NumberOfActions = 20,
// ExperimentalUnitIdList = Enumerable.Range(1, 100).Select(i => i.ToString()).ToList(),
// PolicyConfigurations = Enumerable.Range(1, 10).Select(i =>
// new FixedPolicyConfiguration { Action = (uint) (i % 7) + 1 }).ToArray()
// }
// };
// Run(outputFilePatternExpected, outputFilePatternActual, outputJsonConfigFile, bootstrapTests);
// for (uint i = 0; i < bootstrapTests.Length; i++)
// {
// CompareExplorationData(FormatPath(outputFilePatternExpected, i), FormatPath(outputFilePatternActual, i));
// }
//}
[TestInitialize]
public void Initialize()
{
if (Directory.Exists(WorkingDir))
{
Directory.Delete(WorkingDir, recursive: true);
}
Directory.CreateDirectory(WorkingDir);
// {0} is test config id since multiple configs can run within one test method.
outputFilePatternExpected = TestContext.TestName + "_result_{0}_expected.txt";
outputFilePatternActual = TestContext.TestName + "_result_{0}_actual.txt";
outputJsonConfigFile = TestContext.TestName + ".json";
}
[TestCleanup]
public void CleanUp()
{
if (Directory.Exists(WorkingDir))
{
Directory.Delete(WorkingDir, recursive: true);
}
}
private void CompareExactMatch(string file1, string file2)
{
string[] lines1 = File.ReadAllLines(file1).Select(l => l.Trim()).Where(l => !String.IsNullOrEmpty(l)).ToArray();
string[] lines2 = File.ReadAllLines(file2).Select(l => l.Trim()).Where(l => !String.IsNullOrEmpty(l)).ToArray();
Assert.IsTrue(Enumerable.SequenceEqual(lines1, lines2));
}
private void CompareExplorationData(string file1, string file2)
{
var extractExploration = (Func<string, Tuple<uint, string, float, string>>)((line) =>
{
string[] barData = line.Split(new char[] { '|' }, StringSplitOptions.RemoveEmptyEntries);
string[] spaceData = barData[0].Split(new char[] { ' ' }, StringSplitOptions.RemoveEmptyEntries);
return new Tuple<uint, string, float, string>(
Convert.ToUInt32(spaceData[0]), // action
spaceData[1].Trim(), // key
Convert.ToSingle(spaceData[2]), // prob
barData[1].Trim()); // context
});
string[] lines1 = File.ReadAllLines(file1).Select(l => l.Trim()).Where(l => !String.IsNullOrEmpty(l)).ToArray();
string[] lines2 = File.ReadAllLines(file2).Select(l => l.Trim()).Where(l => !String.IsNullOrEmpty(l)).ToArray();
Assert.AreEqual(lines1.Length, lines2.Length);
for (int i = 0; i < lines1.Length; i++)
{
Tuple<uint, string, float, string> data1 = extractExploration(lines1[i]);
Tuple<uint, string, float, string> data2 = extractExploration(lines2[i]);
Assert.AreEqual(data1.Item1, data2.Item1);
Assert.AreEqual(data1.Item2, data2.Item2);
Assert.IsTrue(Math.Abs(data1.Item3 - data2.Item3) <= PrecisionOffset);
Assert.AreEqual(data1.Item4, data2.Item4);
}
}
private void Run(string outputFilePatternExpected, string outputFilePatternActual, string outputJsonConfigFile, ITestConfiguration[] tests)
{
for (uint i = 0; i < tests.Length; i++)
{
tests[i].OutputFile = FormatPath(outputFilePatternExpected, i);
}
string jsonConfigFile = Path.Combine(WorkingDir, outputJsonConfigFile);
File.WriteAllText(jsonConfigFile, JsonConvert.SerializeObject(tests));
var psi = new ProcessStartInfo();
psi.FileName = CppExePath;
psi.Arguments = jsonConfigFile;
psi.CreateNoWindow = true;
psi.WindowStyle = ProcessWindowStyle.Hidden;
Process.Start(psi).WaitForExit();
for (uint i = 0; i < tests.Length; i++)
{
tests[i].OutputFile = FormatPath(outputFilePatternActual, i);
}
File.WriteAllText(jsonConfigFile, JsonConvert.SerializeObject(tests));
psi.FileName = CsharpExePath;
Process.Start(psi).WaitForExit();
}
private string FormatPath(string pattern, uint iteration)
{
return Path.Combine(WorkingDir, string.Format(pattern, iteration));
}
/// <summary>
/// Gets or sets the test context which provides
/// information about and functionality for the current test run.
/// </summary>
public TestContext TestContext { get; set; }
private string outputFilePatternExpected;
private string outputFilePatternActual;
private string outputJsonConfigFile;
private readonly string CppExePath = @"..\..\..\explore-cpp\bin\x64\Release\black_box_tests.exe";
private readonly string CsharpExePath = @"..\..\..\explore-csharp\bin\AnyCPU\Release\BlackBoxTests.exe";
private readonly string WorkingDir = Path.Combine(Directory.GetCurrentDirectory(), "Test");
private readonly float PrecisionOffset = 1e-4f;
}
}