private void ShowModelResult(ModelResult modelResult)
{
StringBuilder output = new StringBuilder();
output.AppendLine(modelResult.ModelTitle);
output.AppendLine();
if (modelResult.PredictedDefectFiles != null)
{
bool evaluated = modelResult.DefectFiles != null;
output.AppendLine("Predicted defect files:");
foreach (var f in modelResult.PredictedDefectFiles)
{
output.AppendLine(
string.Format("{0} {1}", f, evaluated ? modelResult.DefectFiles.Contains(f) ? "+" : "-" : "")
);
}
if (evaluated)
{
output.AppendLine("Defect files:");
foreach (var f in modelResult.DefectFiles.OrderBy(x => x))
{
output.AppendLine(
string.Format("{0} {1}", f, modelResult.PredictedDefectFiles.Contains(f) ? "+" : "-")
);
}
}
}
if (modelResult.ER != null)
{
output.AppendLine(EvaluationResultToString(modelResult.ER));
}
if (modelResult.RoER != null)
{
output.AppendLine(RocEvaluationResultToString(modelResult.RoER));
}
if (modelResult.RaER != null)
{
output.AppendLine(RankingEvaluationResultToString(modelResult.RaER));
}
if (modelResult.FileEstimations != null)
{
output.AppendLine(FileEstimationsToString(
Accord.Statistics.Tools.Mean(modelResult.FileEstimations),
Accord.Statistics.Tools.Median(modelResult.FileEstimations),
modelResult.FileEstimations.Max(),
modelResult.FileEstimations.Min()
));
}
output.AppendLine();
OnAddReport(output.ToString());
}
private IEnumerable <ModelResult> Predict(IDictionary <string, string> releases)
{
ModelResult modelResult;
foreach (var model in SelectedModels)
{
modelResult = new ModelResult();
modelResult.ModelTitle = model.Title;
using (var s = predictor.Data.OpenSession())
{
model.Init(s, releases.Keys);
model.Predict();
if (ShowFiles)
{
modelResult.PredictedDefectFiles = model.PredictedDefectFiles.ToArray();
}
if (Evaluate || EvaluateUsingROC)
{
modelResult.DefectFiles = model.DefectFiles.ToArray();
}
if (Evaluate)
{
modelResult.ER = model.Evaluate();
}
if (EvaluateUsingROC)
{
modelResult.RoER = model.EvaluateUsingROC();
rocs.Add(modelResult.RoER);
OnRocAdded(model.Title, releases.Last().Value, rocs.Count - 1);
}
if (EvaluateRanking)
{
modelResult.RaER = model.EvaluateRanking();
}
if (ShowEstimationStats)
{
modelResult.FileEstimations = model.FileEstimations;
}
}
ShowModelResult(modelResult);
yield return(modelResult);
}
}
