/// <summary>
/// Entry point to the program.
/// </summary>
/// <param name="args">If 'master' is included as argument, a
/// <see cref="Master{TTargetAlgorithm,TInstance,TResult}"/> is starting using the remaining arguments.
/// Otherwise, a <see cref="Worker"/> is started with the provided arguments.</param>
public static void Main(string[] args)
{
ProcessUtils.SetDefaultCultureInfo(CultureInfo.InvariantCulture);
LoggingHelper.Configure($"parserLog_{ProcessUtils.GetCurrentProcessId()}.log");
// Parse arguments.
var argsParser = new SapsRunnerConfigurationParser();
if (!ArgumentParserUtils.ParseArguments(argsParser, args))
{
return;
}
var config = argsParser.ConfigurationBuilder.Build();
// Start master or worker depending on arguments.
if (argsParser.IsMaster)
{
Dictionary <string, IAllele> bestParameters;
switch (config.GenericParameterization)
{
case GenericParameterization.RandomForestAverageRank:
bestParameters = GenericSapsEntryPoint <
GenomePredictionRandomForest <AverageRankStrategy>,
GenomePredictionForestModel <GenomePredictionTree>,
AverageRankStrategy> .Run(argsParser.AdditionalArguments, config);
break;
case GenericParameterization.RandomForestReuseOldTrees:
bestParameters = GenericSapsEntryPoint <
GenomePredictionRandomForest <ReuseOldTreesStrategy>,
GenomePredictionForestModel <GenomePredictionTree>,
ReuseOldTreesStrategy> .Run(argsParser.AdditionalArguments, config);
break;
case GenericParameterization.StandardRandomForest:
case GenericParameterization.Default:
default:
bestParameters = GenericSapsEntryPoint <
StandardRandomForestLearner <ReuseOldTreesStrategy>,
GenomePredictionForestModel <GenomePredictionTree>,
ReuseOldTreesStrategy> .Run(argsParser.AdditionalArguments, config);
break;
}
Program.LogBestParameters(bestParameters, config);
}
else
{
Worker.Run(args);
}
}
/// <summary>
/// Runs the master.
/// </summary>
/// <param name="remainingArguments">Remaining arguments for the tuner.</param>
/// <param name="runnerConfig">Configuration of the algorithm.</param>
/// <returns>The best parameters.</returns>
public static Dictionary <string, IAllele> Run(IEnumerable <string> remainingArguments, SapsRunnerConfiguration runnerConfig)
{
var bestParameters = Master <SapsRunner, InstanceSeedFile, RuntimeResult, TLearnerModel, TPredictorModel, TSamplingStrategy> .Run(
args : remainingArguments.ToArray(),
algorithmTunerBuilder : (tunerConfig, trainingInstanceFolder, testInstanceFolder) =>
GenericSapsEntryPoint <TLearnerModel, TPredictorModel, TSamplingStrategy> .BuildSapsAlgorithmTuner(
tunerConfig,
trainingInstanceFolder,
testInstanceFolder,
runnerConfig));
return(bestParameters);
}