private void LoadBtn_Click(object sender, RoutedEventArgs e)
{
string filePath = $"../../../Simulations/{ConfigTextBox.Text}.json";
if (!File.Exists(filePath))
{
DisableButtons();
return;
}
var simulationReader = new SimulationReader();
simulationReader.ReadConfigsFile(filePath);
simulations = simulationReader.Configs.ConvertAll(x => x.CreateSimulation());
if (simulations?[currentSimulationNumber]?.Config.Network != "SOMNetwork")
{
imageParser = new ImageParser(simulationReader.ImagesPath);
imageParser.Parse();
imageParser.GenerateDataSets(simulations[0].ValidationData, simulations[0].ImagesDisturbanceProbability, simulations[0].ImageDisturbanceMaxDifference);
}
EnableButtons();
}
static void Main(string[] args)
{
System.Globalization.CultureInfo customCulture = (System.Globalization.CultureInfo)System.Threading.Thread.CurrentThread.CurrentCulture.Clone();
customCulture.NumberFormat.NumberDecimalSeparator = ".";
System.Threading.Thread.CurrentThread.CurrentCulture = customCulture;
var simulationReader = new SimulationReader();
Console.Write("Simulation config file name (Simulations/XXX.json): ");
string fileName = Console.ReadLine();
simulationReader.ReadConfigsFile($"../Simulations/{fileName}.json");
var file = new StreamWriter($"../Simulations/{fileName}-results.csv");
Console.WriteLine("Loaded configs");
var headers = $"{Config.GetCsvHeaders()};LoopsMean;";
file.WriteLine(headers);
Console.WriteLine(headers);
var simulations = new List <Simulation>();
foreach (var config in simulationReader.Configs)
{
var simulation = config.CreateSimulation();
simulations.Add(simulation);
var loopsResults = new List <int>();
List <float> errors = null;
for (int j = 0; j < config.Repeat; j++)
{
simulation.Reset();
errors = simulation.TrainByThreshold(config.TrainData, config.TrainThreshold);
if (errors == null)
{
break;
}
loopsResults.Add(errors.Count);
}
string data = $"{config.GetCsvData()};";
if (errors == null)
{
data += "timeout";
}
else
{
data += loopsResults.Sum() / (float)loopsResults.Count;
foreach (float error in errors)
{
data += $";{error}";
}
}
file.WriteLine(data);
Console.WriteLine($"{simulations.Count}: {data}");
}
file.Close();
Console.WriteLine("Ended");
ConsoleMenu(simulations);
}