/// <summary>
/// Initializes a new instance of the <see cref="EvaluationActor{TTargetAlgorithm, TInstance, TResult}" /> class.
/// </summary>
/// <param name="targetAlgorithmFactory">The target algorithm factory.</param>
/// <param name="configuration">The algorithm tuner configuration.</param>
/// <param name="parameterTree">The parameter tree.</param>
/// <param name="customGrayBoxMethods">The <see cref="ICustomGrayBoxMethods{TResult}"/>.</param>
/// <param name="generationEvaluationActor">The generation evaluation actor.</param>
public EvaluationActor(
ITargetAlgorithmFactory <TTargetAlgorithm, TInstance, TResult> targetAlgorithmFactory,
AlgorithmTunerConfiguration configuration,
ParameterTree parameterTree,
ICustomGrayBoxMethods <TResult> customGrayBoxMethods,
IActorRef generationEvaluationActor)
{
LoggingHelper.WriteLine(VerbosityLevel.Info, $"Starting new evaluation actor! Address: {this.Self}");
this._targetAlgorithmFactory = targetAlgorithmFactory ?? throw new ArgumentNullException(nameof(targetAlgorithmFactory));
this._configuration = configuration ?? throw new ArgumentNullException(nameof(configuration));
this._parameterTree = parameterTree ?? throw new ArgumentNullException(nameof(parameterTree));
if (generationEvaluationActor == null)
{
throw new ArgumentNullException(nameof(generationEvaluationActor));
}
// No need to check for null. Might be null by purpose.
this._customGrayBoxMethods = customGrayBoxMethods;
this._id = Interlocked.Increment(ref EvaluationActor <TTargetAlgorithm, TInstance, TResult> .idCounter);
this.Become(this.Ready);
generationEvaluationActor.Tell(new HelloWorld());
}
/// <summary>
/// Initializes a new instance of the <see cref="GenerationEvaluationActor{TTargetAlgorithm, TInstance, TResult}"/> class.
/// </summary>
/// <param name="targetAlgorithmFactory">The <see cref="ITargetAlgorithmFactory{TTargetAlgorithm,TInstance,TResult}"/>.</param>
/// <param name="runEvaluator">The <see cref="IRunEvaluator{TInstance,TResult}"/>.</param>
/// <param name="configuration">The configuration.</param>
/// <param name="resultStorageActor">The <see cref="IActorRef"/> to the result storage actor.</param>
/// <param name="parameterTree">The parameter tree.</param>
/// <param name="customGrayBoxMethods">The <see cref="ICustomGrayBoxMethods{TResult}"/>.</param>
public GenerationEvaluationActor(
ITargetAlgorithmFactory <TTargetAlgorithm, TInstance, TResult> targetAlgorithmFactory,
IRunEvaluator <TInstance, TResult> runEvaluator,
AlgorithmTunerConfiguration configuration,
IActorRef resultStorageActor,
ParameterTree parameterTree,
ICustomGrayBoxMethods <TResult> customGrayBoxMethods)
{
this._targetAlgorithmFactory = targetAlgorithmFactory ?? throw new ArgumentNullException(nameof(targetAlgorithmFactory));
this._runEvaluator = runEvaluator ?? throw new ArgumentNullException(nameof(runEvaluator));
this._configuration = configuration ?? throw new ArgumentNullException(nameof(configuration));
this._resultStorageActor = resultStorageActor ?? throw new ArgumentNullException(nameof(resultStorageActor));
this._parameterTree = parameterTree ?? throw new ArgumentNullException(nameof(parameterTree));
// No need to check for null. Might be null by purpose.
this._customGrayBoxMethods = customGrayBoxMethods;
// If Akka.Cluster gets used, watch for disconnecting cluster members to make evaluation rollbacks possible.
if (Context.System.HasExtension <Cluster>())
{
Cluster.Get(Context.System).Subscribe(this.Self, typeof(ClusterEvent.UnreachableMember));
}
this.Become(this.WaitingForWorkers);
this.Self.Tell(new CheckWorkers());
}
/// <summary>
/// Initializes a new instance of the <see cref="GrayBoxHandler{TInstance, TResult}" /> class.
/// </summary>
/// <param name="configuration">The <see cref="AlgorithmTunerConfiguration"/>.</param>
/// <param name="grayBoxTargetAlgorithm">The gray box target algorithm.</param>
/// <param name="actorId">The actor ID.</param>
/// <param name="tunerDataRecord">The tuner data record.</param>
/// <param name="useGrayBoxInCurrentEvaluation">Boolean indicating whether to use gray box tuning in current evaluation.</param>
/// <param name="customGrayBoxMethods">The <see cref="ICustomGrayBoxMethods{TResult}"/>.</param>
/// <param name="grayBoxRandomForest">The gray box random forest.</param>
public GrayBoxHandler(
AlgorithmTunerConfiguration configuration,
IGrayBoxTargetAlgorithm <TInstance, TResult> grayBoxTargetAlgorithm,
int actorId,
TunerDataRecord <TResult> tunerDataRecord,
bool useGrayBoxInCurrentEvaluation,
ICustomGrayBoxMethods <TResult> customGrayBoxMethods,
ClassificationForestModel grayBoxRandomForest)
{
this._configuration = configuration ?? throw new ArgumentNullException(nameof(configuration));
this._grayBoxTargetAlgorithm = grayBoxTargetAlgorithm ?? throw new ArgumentNullException(nameof(grayBoxTargetAlgorithm));
this._actorId = actorId;
this._tunerDataRecord = tunerDataRecord ?? throw new ArgumentNullException(nameof(tunerDataRecord));
if (useGrayBoxInCurrentEvaluation)
{
this._customGrayBoxMethods = customGrayBoxMethods ?? throw new ArgumentNullException(nameof(customGrayBoxMethods));
this._grayBoxRandomForest = grayBoxRandomForest ?? throw new ArgumentNullException(nameof(grayBoxRandomForest));
this._useGrayBoxInCurrentEvaluation = true;
}
this._grayBoxTargetAlgorithm.OnNewDataRecord += this.HandleDataRecordUpdate;
lock (this._lock)
{
this._listOfDataRecords = new List <DataRecord <TResult> >();
}
}
/// <summary>
/// Initializes a new instance of the <see cref="AlgorithmTuner{TTargetAlgorithm,TInstance,TResult}"/> class.
/// </summary>
/// <param name="targetAlgorithmFactory">
/// The target algorithm factory.
/// </param>
/// <param name="runEvaluator">
/// The run evaluator.
/// </param>
/// <param name="trainingInstances">
/// The training instances.
/// </param>
/// <param name="parameterTree">
/// The parameter tree.
/// </param>
/// <param name="configuration">
/// The configuration.
/// </param>
/// <param name="genomeBuilder">
/// The genome builder.
/// </param>
/// <param name="customGrayBoxMethods">The <see cref="ICustomGrayBoxMethods{TResult}"/>, if any. Default is null.</param>
public AlgorithmTuner(
ITargetAlgorithmFactory <TTargetAlgorithm, TInstance, TResult> targetAlgorithmFactory,
IRunEvaluator <TInstance, TResult> runEvaluator,
IEnumerable <TInstance> trainingInstances,
ParameterTree parameterTree,
AlgorithmTunerConfiguration configuration,
GenomeBuilder genomeBuilder,
ICustomGrayBoxMethods <TResult> customGrayBoxMethods = null)
: base(targetAlgorithmFactory, runEvaluator, trainingInstances, parameterTree, configuration, genomeBuilder, customGrayBoxMethods)
{
}
/// <summary>
/// Initializes a new instance of the <see cref="GrayBoxSimulation{TTargetAlgorithm, TInstance, TResult}" /> class.
/// </summary>
/// <param name="configuration">The <see cref="AlgorithmTunerConfiguration"/>.</param>
/// <param name="targetAlgorithmFactory">The <see cref="ITargetAlgorithmFactory{TTargetAlgorithm, TInstance, TResult}"/>.</param>
/// <param name="customGrayBoxMethods">The <see cref="ICustomGrayBoxMethods{TResult}"/>.</param>
/// <param name="runEvaluator">The <see cref="IRunEvaluator{TInstance, TResult}"/>.</param>
/// <param name="parameterTree">The <see cref="ParameterTree"/>.</param>
public GrayBoxSimulation(
AlgorithmTunerConfiguration configuration,
ITargetAlgorithmFactory <TTargetAlgorithm, TInstance, TResult> targetAlgorithmFactory,
ICustomGrayBoxMethods <TResult> customGrayBoxMethods,
IRunEvaluator <TInstance, TResult> runEvaluator,
ParameterTree parameterTree)
{
ProcessUtils.SetDefaultCultureInfo(CultureInfo.InvariantCulture);
this._configuration = configuration ?? throw new ArgumentNullException(nameof(configuration));
this._customGrayBoxMethods = customGrayBoxMethods ?? throw new ArgumentNullException(nameof(customGrayBoxMethods));
this._runEvaluator = runEvaluator ?? throw new ArgumentNullException(nameof(runEvaluator));
this._targetAlgorithmFactory = targetAlgorithmFactory ?? throw new ArgumentNullException(nameof(targetAlgorithmFactory));
this._parameterTree = parameterTree ?? throw new ArgumentNullException(nameof(parameterTree));
this._logFileDirectory = new DirectoryInfo(Path.Combine(this._configuration.DataRecordDirectoryPath, "GrayBoxSimulationLogFiles"));
Directory.CreateDirectory(this._logFileDirectory.FullName);
LoggingHelper.Configure(
Path.Combine(this._logFileDirectory.FullName, $"consoleOutput_GrayBoxSimulation_{ProcessUtils.GetCurrentProcessId()}.log"));
LoggingHelper.ChangeConsoleLoggingLevel(configuration.Verbosity);
LoggingHelper.WriteLine(VerbosityLevel.Info, "Reading in and preprocessing data for gray box simulation.");
if (!GrayBoxUtils.TryToReadDataRecordsFromDirectory(
targetAlgorithmFactory,
configuration.DataRecordDirectoryPath,
0,
configuration.Generations - 1,
out this._allDataRecords))
{
throw new ArgumentException($"Cannot read data records from {configuration.DataRecordDirectoryPath}!");
}
this.ReadGenerationCompositionFiles();
this.CreatePredictionDictionaryAndDataDictionary();
}
