protected Operator(IEnumerable <IOperand> operands, IField field = null, uint?boost = null)
{
if (operands == null)
{
throw new ArgumentNullException("operands");
}
_operands = operands.ToList(); // Make a copy of operands
if (_operands.Count == 0)
{
throw new ArgumentOutOfRangeException("operands", "An Operator must have at least one operand.");
}
_options = new List <Option>();
_field = field;
_boost = boost;
if (Field != null)
{
AddOption("field", Field.Name);
}
if (Boost.HasValue)
{
AddOption("boost", Boost.ToString());
}
}
protected override void communicate_main()
{
serialWrite((char)0x01 + "1" + Boost.ToString("X3")
+ (char)0x02 + "1" + Tacho.ToString("X3")
+ (char)0x03 + "1" + Oil_Pres.ToString("X3")
+ (char)0x04 + "1" + Fuel_Pres.ToString("X3")
+ (char)0x05 + "1" + Ext_Temp.ToString("X3")
+ (char)0x07 + "1" + Oil_Temp.ToString("X3")
+ (char)0x0f + "1" + Water_Temp.ToString("X3"));
Thread.Sleep(14);
}
protected override void communicate_main()
{
serialWriteLine("T" + Tacho.ToString());
serialWriteLine("S" + Speed.ToString());
serialWriteLine("A" + Boost.ToString());
serialWriteLine("B" + Water_Temp.ToString());
serialWriteLine("C" + Oil_Temp.ToString());
serialWriteLine("D" + Oil_Temp2.ToString());
serialWriteLine("E" + Oil_Pres.ToString());
serialWriteLine("F" + Fuel_Pres.ToString());
Thread.Sleep(14);
}
/// <summary>
/// Converts the Persona to its multilined string equivalent.
/// </summary>
public override String ToString()
{
string sPersonaData = "Persona Information: {" + Environment.NewLine +
" Id: " + Id.ToString() + Environment.NewLine +
" Avatar Index: " + IconIndex.ToString() + Environment.NewLine +
" Name: " + Name + Environment.NewLine +
" Motto: " + Motto + Environment.NewLine +
" Level: " + Level.ToString() + Environment.NewLine +
" Cash: " + Cash.ToString() + Environment.NewLine +
" Boost: " + Boost.ToString() + Environment.NewLine +
"}";
return(sPersonaData);
}
static void Main(string[] args)
{
var data = HealthInfo.DeserialiseData(HEART_DATASET);
var testData = new List <HealthInfo>();
while (testData.Count < 25)
{
int index = _randEngine.Next(data.Count - 1);
testData.Add(data[index]);
data.RemoveAt(index);
}
var agent = new Boost <HealthInfo>();
agent.Add(new Agent <HealthInfo>(100));
int Nbsucces = 0;
int bestNbSuccess = 0;
int run = 0;
int nbRunSinceLastSuccess = 0;
int nbAgent = 1;
while ((double)Nbsucces / data.Count < 0.85)
{
Nbsucces = 0;
for (int i = 0; i < 1; i++)
{
agent.Fit(data);
}
foreach (var item in data)
{
if ((agent.MakePrediction(item) > 0) == (item.Target > 0))
{
Nbsucces++;
}
}
if (Nbsucces > bestNbSuccess)
{
Console.WriteLine($"Last best result at : {DateTime.Now.ToString()}");
Console.WriteLine($"The agent made {Nbsucces} prediction succefully on a total of {data.Count} at run {run}.");
Console.WriteLine($"This is accurate at {(double)Nbsucces / data.Count}");
Console.WriteLine($"The Agent spec");
Console.WriteLine(agent.ToString());
Console.WriteLine("Result");
Console.WriteLine($"{data[0].Header()} Prediction");
int lineToBePrintedCount = 303;
for (int i = 0; i < data.Count; i++)
{
if (lineToBePrintedCount > 0 && (_randEngine.Next() % 303 == 0 || data.Count - i < lineToBePrintedCount))
{
Console.WriteLine($"{data[i].ToString()} {agent.MakePrediction(data[i])}");
lineToBePrintedCount--;
}
}
Console.WriteLine($"This is accurate at {(double)Nbsucces / data.Count}");
bestNbSuccess = Nbsucces;
nbRunSinceLastSuccess = -1;
}
nbRunSinceLastSuccess++;
if (nbRunSinceLastSuccess >= 500)
{
if (_randEngine.Next() % 2 == 0)
{
agent = new Boost <HealthInfo>();
agent.Add(new Agent <HealthInfo>(100));
Console.WriteLine($"New Agent at run {run}");
}
nbRunSinceLastSuccess = 0;
nbAgent++;
}
run++;
}
Console.WriteLine($"The tranning is complete after {run} run and {nbAgent} agents");
int dataEvaluation = 0;
foreach (var d in testData)
{
if ((agent.MakePrediction(d) > 0) == (d.Target > 0))
{
dataEvaluation++;
}
}
Console.WriteLine($"Final score is {(double)dataEvaluation/testData.Count} or {dataEvaluation} / {testData.Count}");
Console.ReadLine();
}
