void generateIA(string pair = "BTCUSDT", string interval = "1d", int totalEntry = 5, int totalExit = 1, int totalEpochs = 99999, int round = 5)
{
try
{
string separator = ".";
ReturnDataArray returnDataArray = getDataArray(pair, interval, "1000");
List <double[]> exitList = new List <double[]>();
List <double[]> entryList = new List <double[]>();
for (int z = 0; z < returnDataArray.arrayPriceClose.Length; z++)
{
try
{
List <double> lineEntry = new List <double>();
List <double> lineExit = new List <double>();
for (int i = 0; i < totalEntry; i++)
{
lineEntry.Add(double.Parse("0" + separator + Math.Round(returnDataArray.arrayPriceClose[z + i])));
}
lineExit.Add(double.Parse("0" + separator + Math.Round(returnDataArray.arrayPriceClose[z + totalEntry])));
exitList.Add(lineExit.ToArray());
entryList.Add(lineEntry.ToArray());
z += totalEntry - 1;
}
catch { }
}
double[][] entry = entryList.ToArray();
double[][] exits = exitList.ToArray();
Perceptron perceptron = new Perceptron(totalEntry, totalExit);
for (int i = 0; i < totalEpochs; i++)
{
for (int k = 0; k < entry.Length; k++)
{
perceptron.Train(entry[k], exits[k]);
}
}
List <double> lastsPrices = new List <double>();
returnDataArray = getDataArray(pair, interval, totalEntry.ToString());
for (int i = 0; i < returnDataArray.arrayPriceClose.Length; i++)
{
lastsPrices.Add(double.Parse("0" + separator + Math.Round(returnDataArray.arrayPriceClose[i])));
}
double[][] newEntry =
{
lastsPrices.ToArray()
};
String result = perceptron.Compute(newEntry[0])[0].ToString();
result = result.Replace("0,", "").Replace("0.", "").Substring(0, round);
string vies = "BAIXA";
if (double.Parse(result) > Math.Round(returnDataArray.arrayPriceClose[returnDataArray.arrayPriceClose.Length - 1]))
{
vies = "ALTA";
}
lblResultado.Text = "O resultado para o próximo intervalo é de: $ " + result + "<br/>";
lblResultado.Text += "Como o BITCOIN hoje está custando $" + (returnDataArray.arrayPriceClose[returnDataArray.arrayPriceClose.Length - 1]) + " e a previsão para o BITCOIN amanhã é de " + vies;
}
catch (Exception ex)
{
lblResultado.Text = "ERROR " + ex.Message + ex.StackTrace;
}
}