public static void EvaluateSingleTestPrediction(SomatotypeInputData input)
{
PredictionEngine <SomatotypeInputData, SomatotypeOutputData> prediction_engine = null;
prediction_engine = Data.Context
.Model
.CreatePredictionEngine <SomatotypeInputData, SomatotypeOutputData>(Data.Transformer);
SomatotypeOutputData prediction = prediction_engine.Predict(input);
Console.WriteLine($"**********************************************************************");
Console.WriteLine($"Predicted Endomorphic: {prediction.EndomorphicComponent:0.####}, actual fare: XXXXXXXXXX");
Console.WriteLine($"**********************************************************************");
return;
}
private static void CallMachineLearningDotNet()
{
sample_ml = new SomatotypeInputData()
{
Height = 191.7,
Mass = 82.0,
BreadthHumerus = 7.3,
BreadthFemur = 10.1,
GirthArmUpper = 33.2,
GirthCalfStanding = 36,
SkinfoldTriceps = 7,
SkinfoldSubscapular = 6,
SkinfoldMedialCalf = 4,
SkinfoldSupraspinale = 9
};
mlContext = new MLContext(seed: 0);
// Train/learn
model = TrainLearnMLdotnet(mlContext, _trainDataPath);
EvaluateTestMLdotnet(mlContext, model);
EvaluateTestSinglePredictionMLdotnet(mlContext, model);
}
public static void LocalDeterministic()
{
System.IO.TextReader reader = new System.IO.StreamReader(Data.File);
string s = reader.ReadToEnd();
string[] rows = s.Split
(
'\n'
//System.Environment.NewLine
);
System.Collections.Generic.List <string[]> records = new System.Collections.Generic.List <string[]>();
foreach (string row in rows)
{
string[] columns = row.Split(new char[] { ',' });
records.Add(columns);
}
loop_data = new System.Collections.Generic.List <SomatotypeInputData>();
records.RemoveAt(0);
foreach (string[] record in records)
{
SomatotypeInputData stid = new SomatotypeInputData()
{
Id = int.Parse(record[3]),
Height = double.Parse(record[4]),
Mass = double.Parse(record[5]),
BreadthHumerus = double.Parse(record[6]),
BreadthFemur = double.Parse(record[7]),
GirthArmUpper = double.Parse(record[8]),
GirthCalfStanding = double.Parse(record[9]),
SkinfoldSubscapular = double.Parse(record[10]),
SkinfoldTriceps = double.Parse(record[11]),
SkinfoldSupraspinale = double.Parse(record[12]),
SkinfoldMedialCalf = double.Parse(record[13]),
};
loop_data.Add(stid);
}
HeathCarterMisigojDurakovic();
string content = null;
//string header = null;
StringBuilder sb = new StringBuilder();
//header =
// "Endomorphic,Mesomorphic,EctoMorphic"
// + "," +
// "Id,Height,Mass"
// + "," +
// "SkinfoldTriceps,SkinfoldSubscapular,SkinfoldSupraspinale,SkinfoldMedialCalf"
// + "," +
// "BreadthFemur,BreadthHumerus"
// + "," +
// "GirthArmUpper,GirthCalfStanding"
// ;
sb.Clear();
System.IO.TextWriter writer = new System.IO.StreamWriter(Data.File.Replace(".csv", ".results.csv"));
foreach (SomatotypeOutputtData stod1 in results)
{
sb.Append($"{stod1.Endomorphic},");
sb.Append($"{stod1.Mesomorphic},");
sb.Append($"{stod1.EctoMorphic},");
sb.Append($"{stod1.Id},");
sb.Append($"{stod1.Height},");
sb.Append($"{stod1.Mass},");
sb.Append($"{stod1.SkinfoldTriceps},");
sb.Append($"{stod1.SkinfoldSubscapular},");
sb.Append($"{stod1.SkinfoldSupraspinale},");
sb.Append($"{stod1.SkinfoldMedialCalf},");
sb.Append($"{stod1.BreadthFemur},");
sb.Append($"{stod1.BreadthHumerus},");
sb.Append($"{stod1.GirthArmUpper},");
sb.Append($"{stod1.GirthCalfStanding}");
sb.AppendLine();
}
writer.WriteLine(content + Environment.NewLine + sb.ToString());
writer.Flush();
sb.Clear();
System.IO.TextWriter writer_1 = new System.IO.StreamWriter(Data.File.Replace(".csv", ".results_ectomorph_range_error.csv"));
foreach (SomatotypeOutputtData stod1 in results_ectomorph_range_error)
{
sb.Append($"{stod1.Endomorphic},");
sb.Append($"{stod1.Mesomorphic},");
sb.Append($"{stod1.EctoMorphic},");
sb.Append($"{stod1.Id},");
sb.Append($"{stod1.Height},");
sb.Append($"{stod1.Mass},");
sb.Append($"{stod1.SkinfoldTriceps},");
sb.Append($"{stod1.SkinfoldSubscapular},");
sb.Append($"{stod1.SkinfoldSupraspinale},");
sb.Append($"{stod1.SkinfoldMedialCalf},");
sb.Append($"{stod1.BreadthFemur},");
sb.Append($"{stod1.BreadthHumerus},");
sb.Append($"{stod1.GirthArmUpper},");
sb.Append($"{stod1.GirthCalfStanding}");
sb.AppendLine();
}
writer_1.WriteLine(content + Environment.NewLine + sb.ToString());
writer_1.Flush();
System.IO.TextWriter writer_2 = new System.IO.StreamWriter(Data.File.Replace(".csv", ".results_ectomorph_extreme.csv"));
foreach (SomatotypeOutputtData stod1 in results_ectomorph_extreme)
{
sb.Append($"{stod1.Endomorphic},");
sb.Append($"{stod1.Mesomorphic},");
sb.Append($"{stod1.EctoMorphic},");
sb.Append($"{stod1.Id},");
sb.Append($"{stod1.Height},");
sb.Append($"{stod1.Mass},");
sb.Append($"{stod1.SkinfoldTriceps},");
sb.Append($"{stod1.SkinfoldSubscapular},");
sb.Append($"{stod1.SkinfoldSupraspinale},");
sb.Append($"{stod1.SkinfoldMedialCalf},");
sb.Append($"{stod1.BreadthFemur},");
sb.Append($"{stod1.BreadthHumerus},");
sb.Append($"{stod1.GirthArmUpper},");
sb.Append($"{stod1.GirthCalfStanding}");
sb.AppendLine();
}
writer_2.WriteLine(content + Environment.NewLine + sb.ToString());
writer_2.Flush();
return;
}
