public float TestConnections(Convolution convolution, Random rnd)
{
float avgFitness = 0;
for (int i = 0; i < settings.fitnessAverageIters; i++)
{
lastIndex = (int)(rnd.NextDouble() * (convolution.srcImgs.Count - 1));
avgFitness += convolution.EvaluateFitness(lastIndex, settings);
}
GC.Collect();
avgFitness /= settings.fitnessAverageIters;
return(avgFitness);
}
/// <summary>
/// Main logic and UI
/// </summary>
public void Start()
{
convolution = new Convolution();
//Startup UI
Console.Title = ("Convolutional Neural Network By Thomas");
Console.WriteLine("### Convolutional Neural Network By Thomas ###");
Console.WriteLine();
Console.WriteLine("Loading Settings...");
if (System.IO.File.Exists("settings.json"))
{
try
{
string json = System.IO.File.ReadAllText("settings.json");
settings = JsonConvert.DeserializeObject <Settings>(json);
}
catch (Exception e)
{
Console.WriteLine(e.Message);
//return;
}
}
else
{
try
{
System.IO.File.WriteAllText("settings.json", JsonConvert.SerializeObject(settings));
} catch (Exception e)
{
Console.WriteLine(e.Message);
}
}
Console.WriteLine("Enter previous network path, leave bank to continue: ");
string inPath = Console.ReadLine();
if (inPath.Length > 0)
{
try
{
string json = System.IO.File.ReadAllText(inPath);
//Use a custom json importer because JSONConvert won't work for this
LoadJSON(json);
}
catch (Exception e)
{
Console.WriteLine(e.Message);
}
}
/*Console.WriteLine("Enter training data path, leave bank to continue: ");
* string inPath = Console.ReadLine();
* if (inPath.Length < 0)
* {
* StartConvolution();
* }
* Console.WriteLine("Enter target training data path, leave bank to continue: ");
* string targetPath = Console.ReadLine();
* if (inPath.Length > 0)
* {*/
Console.WriteLine("Loading training data from 'TestImgs' and 'TargetImgs'...");
convolution.LoadImages("TestImgs", "TargetImgs");//inPath, targetPath);
//}
Console.WriteLine("Setting up network...");
convolution.InitialiseKernel(settings.nodesPL, settings.nodesPL, settings.nodeLayers);
Console.WriteLine("Network set up as " + settings.nodesPL + "x" + settings.nodesPL + " kernel with " + settings.nodeLayers + " layers.");
Console.CancelKeyPress += Console_CancelKeyPress;
startTime = DateTime.Now;
TrainNetwork();
//I know I'm doing this wrong
InterruptMenu();
//Console.WriteLine("Press any key to exit...");
//Console.ReadKey();
}
