static public MatchType CalcPageMatchType(PageReportData pageReport)
{
if (pageReport.ClassMatch.Count > 0)
{
var matchClass = pageReport.ClassMatch.First();
if (matchClass.Key == pageReport.Page.Setup.ClassName)
{
return(MatchType.Match);
}
else
{
return(MatchType.FalsePositive);
}
}
else
{
return(MatchType.Reject);
}
}
public PageReportViewModel(PageReportData pageReportData) :
base(pageReportData.Page)
{
m_pageReportData = pageReportData;
}
public PageReportViewModel(PageData page) :
base(page)
{
m_pageReportData = null;
}
protected override void LoadData(object state)
{
m_reportsData.Clear();
m_parameters.Clear();
AppDataCenter.Singleton.StartAnalyzer();
try
{
var vm = state as MultiRunConfigurationViewModel;
// Build set of configuration according the selected parameters
BuildConfigurations(vm.Parameters.Where(x => x.IsSelected == true).ToList());
int noOfRuns = AppDataCenter.Singleton.SetupData.ClassifierConfigurations.Count();
for (int i = 0; i < noOfRuns; i++)
{
ReportData reportData = m_reportsData[i];
var startTime = DateTime.Now;
// Train...
try
{
ConcurrentBag <Page> trainPages = new ConcurrentBag <Page>();
Parallel.ForEach(AppDataCenter.Singleton.TrainPages.GroupBy(x => x.FileName), pagesDate =>
{
var dec = TiffBitmapDecoder.Create(new Uri(pagesDate.Key), BitmapCreateOptions.None, BitmapCacheOption.OnLoad);
foreach (var pageData in pagesDate)
{
var frame = dec.Frames[pageData.PageNo - 1];
var image = ImageHelper.BitmapFromSource(frame);
var page = new Page()
{
Image = image,
ClassName = pageData.ClassName
};
trainPages.Add(page);
PageReportData pageReportData = new PageReportData()
{
Page = pageData
};
pageReportData.ClassMatch.Clear();
pageReportData.ClassMatch.Add(page.ClassName, 1);
reportData.PagesReportData.Add(pageReportData);
}
});
ClassifierService.Service.Train(trainPages,
AppDataCenter.Singleton.SetupData.ClassifierConfigurations.ElementAt(i));
// Run...
Parallel.ForEach(AppDataCenter.Singleton.SetupData.Pages
.Where(x => AppDataCenter.Singleton.TrainPages.Contains(x) == false)
.GroupBy(x => x.FileName), pagesDate =>
{
var dec = TiffBitmapDecoder.Create(new Uri(pagesDate.Key), BitmapCreateOptions.None, BitmapCacheOption.OnLoad);
foreach (var pageData in pagesDate)
{
var frame = dec.Frames[pageData.PageNo - 1];
var image = ImageHelper.BitmapFromSource(frame);
var page = new Page()
{
Image = image,
ClassName = ""
};
ClassifierService.Service.Run(page, null, classesMatch =>
{
PageReportData pageReportData = new PageReportData()
{
Page = pageData
};
if (classesMatch.Count() > 0)
{
foreach (var classMatch in classesMatch)
{
pageReportData.ClassMatch.Add(classMatch.Key, classMatch.Value);
}
}
else
{
pageReportData.ClassMatch.Clear();
}
reportData.PagesReportData.Add(pageReportData);
});
}
});
}
// In case the configuration is not valid
catch (Exception)
{
}
reportData.Duration = DateTime.Now - startTime;
// Add report data to system
AppDataCenter.Singleton.AddReportData(reportData);
}
if (AppDataCenter.Singleton.ReportsData.Count() > 2)
{
var result = AppDataCenter.Singleton.ReportsData.OrderBy(x => x, new AppDataCenter.CompareReportData()).First();
AppDataCenter.Singleton.SetReportByParameter(result.ParameterValue);
}
}
finally
{
AppDataCenter.Singleton.FinishAnalyzer();
}
}
