private int outputLength = 0; // Replace data[0].output.length
// Use this for initialization
void Start()
{
InputData trainingInput = new InputData();
OutputData trainingOutput = new OutputData();
string[] inputKeys = { "rouge", "vert", "bleu" };
string[] outputKeys = { "rouge", "vert", "bleu", "jaune", "cyan", "rose", "blanc" };
trainingInput.Add(inputKeys, new double[] { 255, 0, 0 });
trainingOutput.Add(outputKeys, new double[] { 1, 0, 0, 0, 0, 0, 0.3 });
trainingInput.Add(inputKeys, new double[] { 0, 255, 0 });
trainingOutput.Add(outputKeys, new double[] { 0, 1, 0, 0, 0, 0, 0.3 });
trainingInput.Add(inputKeys, new double[] { 0, 0, 255 });
trainingOutput.Add(outputKeys, new double[] { 0, 0, 1, 0, 0, 0, 0.3 });
trainingInput.Add(inputKeys, new double[] { 255, 255, 0 });
trainingOutput.Add(outputKeys, new double[] { 0, 0, 0, 1, 0, 0, 0.6 });
trainingInput.Add(inputKeys, new double[] { 0, 255, 255 });
trainingOutput.Add(outputKeys, new double[] { 0, 0, 0, 0, 1, 0, 0.6 });
trainingInput.Add(inputKeys, new double[] { 255, 0, 255 });
trainingOutput.Add(outputKeys, new double[] { 0, 0, 0, 0, 0, 1, 0.6 });
trainingInput.Add(inputKeys, new double[] { 255, 255, 255 });
trainingOutput.Add(outputKeys, new double[] { 0, 0, 0, 0, 0, 0, 1 });
trainingInput.Add(inputKeys, new double[] { 0, 0, 0 });
trainingOutput.Add(outputKeys, new double[] { 0, 0, 0, 0, 0, 0, 0 });
trainingInput.Add(inputKeys, new double[] { 128, 128, 128 });
trainingOutput.Add(outputKeys, new double[] { 0, 0, 0, 0, 0, 0, 0.5 });
trainingInput.Add(inputKeys, new double[] { 128, 0, 128 });
trainingOutput.Add(outputKeys, new double[] { 0, 0, 0, 0, 0, 0.5, 0.5 });
var stats = Train(trainingInput, trainingOutput);
var input = new AssociativeArray <double>();
input.Add(inputKeys, new double[] { 240, 2, 20 });
Debug.Log(Run(input).ToString());
}
public void Add(string[] keys, double[] values)
{
AssociativeArray <double> aa = new AssociativeArray <double>();
for (int i = 0; i < keys.Length; ++i)
{
aa.Add(keys[i], values[i]);
}
data.Add(aa);
length = data.Count;
}
public AssociativeArray <double> Train(InputData input, OutputData output)
{
AssociativeArray <double> status = new AssociativeArray <double>();
CreateInputLookup(input);
CreateOutputLookup(output);
Initialize(input, output);
DateTime endTime = DateTime.Now;
endTime.AddDays(timeout);
status.Add("error", 1);
status.Add("iterations", 0);
bool goOn = true;
while (goOn)
{
goOn = TrainingTick(input, output, status, endTime);
}
return(status);
}