public void TestEntryPointXGBoostBinary()
{
var env = EnvHelper.NewTestEnvironment(conc: 1);
var iris = FileHelper.GetTestFile("iris_binary.txt");
var df = DataFrame.ReadCsv(iris, sep: '\t', dtypes: new DataKind?[] { DataKind.R4 });
var importData = df.EPTextLoader(iris, sep: '\t', header: true);
var learningPipeline = new GenericLearningPipeline(conc: 1);
learningPipeline.Add(importData);
learningPipeline.Add(new ColumnConcatenator("Features", "Sepal_length", "Sepal_width"));
learningPipeline.Add(new Scikit.ML.XGBoostWrapper.XGBoostBinary());
// Fails here due to missing variable.
return;
var predictor = learningPipeline.Train();
var predictions = predictor.Predict(df);
var dfout = DataFrame.ReadView(predictions);
Assert.AreEqual(dfout.Shape, new Tuple <int, int>(150, 9));
}
public void TestXGBoostMultiClassification()
{
var methodName = string.Format("{0}", System.Reflection.MethodBase.GetCurrentMethod().Name);
var dataFilePath = FileHelper.GetTestFile("iris.txt");
var outData = FileHelper.GetOutputFile("outData1.txt", methodName);
var outData2 = FileHelper.GetOutputFile("outData2.txt", methodName);
var env = EnvHelper.NewTestEnvironment();
var loader = env.CreateLoader("Text{col=Label:R4:0 col=Features:R4:1-4 header=+}",
new MultiFileSource(dataFilePath));
var roles = env.CreateExamples(loader, "Features", "Label");
var trainer = EnvHelper.CreateTrainer <XGBoostMulticlassTrainer>(env, "exgbmc{iter=10}");
IDataTransform pred = null;
using (var ch = env.Start("Train"))
{
var model = trainer.Train(new TrainContext(roles));
pred = ScoreUtils.GetScorer(model, roles, env, roles.Schema);
}
var outputDataFilePath = FileHelper.GetOutputFile("outputDataFilePath.txt", methodName);
EnvHelper.SavePredictions(env, pred, outputDataFilePath);
Assert.IsTrue(File.Exists(outputDataFilePath));
var outModelFilePath = FileHelper.GetOutputFile("outModelFilePath.zip", methodName);
EnvHelper.SaveModel(env, pred, outModelFilePath);
Assert.IsTrue(File.Exists(outModelFilePath));
var d1 = File.ReadAllText(outputDataFilePath);
Assert.IsTrue(d1.Length > 0);
}