public static void Calculate(string[] ids, DataSetLoader offlineLoader, DataSetLoader onlineLoader)
{
var offlineSigners = offlineLoader.EnumerateSigners(signer => ids.Contains(signer.ID)).ToList();
var onlineSigners = onlineLoader.EnumerateSigners(signer => ids.Contains(signer.ID)).ToList();
var offlinePipeline = FusionPipelines.GetOfflinePipeline();
var onlinePipeline = FusionPipelines.GetOnlinePipeline();
var fusionPipeline = FusionPipelines.GetFusionPipeline(onlineSigners, false, 0);
foreach (var offSigner in offlineSigners)
{
Console.WriteLine(offSigner.ID + " started at " + DateTime.Now.ToString("h:mm:ss tt"));
var onSigner = onlineSigners.Find(signer => signer.ID == offSigner.ID);
Parallel.ForEach(offSigner.Signatures, offSig =>
{
offlinePipeline.Transform(offSig);
var onSig = onSigner.Signatures.Find(sig => sig.ID == offSig.ID);
var onToOnPipeline = FusionPipelines.GetHackedOnToOnPipeline(offSig.GetFeature(FusionFeatures.Bounds));
onToOnPipeline.Transform(onSig);
onlinePipeline.Transform(onSig);
}
);
Parallel.ForEach(offSigner.Signatures, offSig =>
{
fusionPipeline.Transform(offSig);
onlinePipeline.Transform(offSig);
}
);
var distViewer = FusionPipelines.GetDistanceMatrixViewer(onSigner.Signatures, offSigner.Signatures);
TxtHelper.Save(TxtHelper.ArrayToLines(distViewer.Calculate()), "distancematrix" + offSigner.ID);
}
}
public static BenchmarkResults BenchmarkingWithAllSigners(bool isoptimal, DataSetLoader offlineLoader)
{
var offlineSigners = offlineLoader.EnumerateSigners().ToList();
var benchmark = FusionPipelines.GetBenchmark(offlineSigners, isoptimal);
var marosPipeline = FusionPipelines.GetMarosPipeline();
var onlinePipeline = FusionPipelines.GetOnlinePipeline();
foreach (var offSigner in offlineSigners)
{
try
{
Console.WriteLine(offSigner.ID + " started at " + DateTime.Now.ToString("h:mm:ss tt"));
Parallel.ForEach(offSigner.Signatures, offSig =>
{
marosPipeline.Transform(offSig);
onlinePipeline.Transform(offSig);
}
);
Console.WriteLine(offSigner.ID + " finished at " + DateTime.Now.ToString("h:mm:ss tt"));
}
catch (Exception e)
{
Console.WriteLine(e.ToString());
}
}
return(benchmark.Execute());
}
public static BenchmarkResults BenchMarkWithAllSigners(bool isoptimal, DataSetLoader onlineLoader)
{
Console.WriteLine("Online - online benchmark started");
var onlineSigners = onlineLoader.EnumerateSigners().ToList();
var onlinePipeline = FusionPipelines.GetOnlinePipeline();
var benchmark = FusionPipelines.GetBenchmark(onlineSigners, isoptimal);
foreach (var onSigner in onlineSigners)
{
try
{
Parallel.ForEach(onSigner.Signatures, onSig =>
{
onlinePipeline.Transform(onSig);
}
);
}
catch (Exception e)
{
Console.WriteLine(e.ToString());
}
}
return(benchmark.Execute());
}
public DatasetsViewModel()
{
_dataSetLoader = DataSetLoader.Instance;
_dataSetLoader.ModelLoaded += DataSetLoaderOnModelLoaded;
Title = "data sets";
PendingDataSets = new ObservableCollection <PendingDataSet>();
}
public ILoader GetLoader(Type type)
{
lock (_loaders)
{
if (_loaders.ContainsKey(type))
{
return(_loaders[type]);
}
ILoader loader;
switch (_mode)
{
case PsMode.DataSet:
loader = new DataSetLoader(this, type, _dataSet);
break;
case PsMode.MsSql:
loader = new Sql.MsSqlDataLoader(this, _connectionString, type);
break;
case PsMode.Xml:
loader = new Xml.XmlDataLoader(_fileName, _entitiesTagPath, this, type);
break;
default:
throw new Exception("Undefined mode");
}
_loaders.Add(type, loader);
return(loader);
}
}
public static void Calculate(string[] ids, DataSetLoader offlineLoader, DataSetLoader onlineLoader)
{
var offlineSigners = offlineLoader.EnumerateSigners(signer => ids.Contains(signer.ID)).ToList();
var onlineSigners = onlineLoader.EnumerateSigners(signer => ids.Contains(signer.ID)).ToList();
var offlinePipeline = FusionPipelines.GetOfflinePipeline();
foreach (var offSigner in offlineSigners)
{
Console.WriteLine(offSigner.ID + " started at " + DateTime.Now.ToString("h:mm:ss tt"));
var onSigner = onlineSigners.Find(signer => signer.ID == offSigner.ID);
Parallel.ForEach(offSigner.Signatures, offSig =>
{
Console.WriteLine("Preprocess - " + offSig.Signer.ID + "_" + offSig.ID + "started at " + DateTime.Now.ToString("h:mm:ss tt"));
offlinePipeline.Transform(offSig);
var onSig = onSigner.Signatures.Find(sig => sig.ID == offSig.ID);
var onToOnPipeline = FusionPipelines.GetHackedOnToOnPipeline(offSig.GetFeature(FusionFeatures.Bounds));
onToOnPipeline.Transform(onSig);
}
);
int numOfRef = 10;
int numOfGen = 20;
var references = onSigner.Signatures.FindAll(sig => sig.Origin == Origin.Genuine).Take(numOfRef).ToList();
var genuines = offSigner.Signatures.FindAll(sig => sig.Origin == Origin.Genuine).Take(numOfGen).ToList();
double[,] results = new double[references.Count, genuines.Count];
for (int i = 0; i < references.Count; i++)
{
var fusionPipeline = FusionPipelines.GetFusionPipeline(onlineSigners, false, i);
Parallel.For(0, genuines.Count, j =>
{
Console.WriteLine("ref: {0}, sig: {1}", i, j);
fusionPipeline.Transform(genuines[j]);
}
);
var pairingDists = new StrokePairingDistances
{
InputOfflineTrajectory = FusionFeatures.Trajectory,
InputOnlineTrajectory = FusionFeatures.Trajectory,
OnlineSignatures = onSigner.Signatures,
OfflineSignatures = genuines
};
var newDists = pairingDists.Calculate();
if (newDists.Count != results.GetLength(1))
{
throw new Exception();
}
for (int j = 0; j < newDists.Count; j++)
{
results[i, j] = newDists[j].Item3;
Console.WriteLine(results[i, j]);
}
}
TxtHelper.Save(TxtHelper.ArrayToLines(results), "pairingmatrix" + offSigner.ID);
}
}
public void QuadTreeIntersectionProcessorShallReturnExpectedIntersection()
{
// Arrange
List <DataPoint> testDataSet = DataSetLoader.ReadDataPoints("InputDataSet.json");
List <DataPoint> expectedResult = DataSetLoader.ReadDataPoints("ExpectedDataSet.json");
Rectangle rect = new Rectangle(-0.1m, -0.1m, 0.1m, 0.1m);
// Act
List <DataPoint> actualResult = GetIntersectedSetUsingQuadTree(testDataSet, rect);
// Assert
Assert.True(actualResult.Identical(expectedResult));
}
public static Tuple <List <double>, List <List <double> > > Calculate(DataSetLoader loader)
{
var signers = loader.EnumerateSigners().ToList();
var resampler = new ReSamplingFeatureExtraction()
{
InputButton = FusionFeatures.Button,
InputX = FusionFeatures.X,
InputY = FusionFeatures.Y
};
var results = resampler.Calculate(signers);
TxtHelper.Save(TxtHelper.ReSamplingResultsToLines(results), "resamplingdataset");
return(results);
}
public static void CalculateForID(string[] ids, DataSetLoader offlineLoader, DataSetLoader onlineLoader)
{
var offlineSigners = offlineLoader.EnumerateSigners(signer => ids.Contains(signer.ID)).ToList();
var onlineSigners = onlineLoader.EnumerateSigners(signer => ids.Contains(signer.ID)).ToList();
var offlinePipeline = FusionPipelines.GetOfflinePipeline();
var fusionPipeline = FusionPipelines.GetFusionPipeline(onlineSigners, false, 0);
foreach (var offSigner in offlineSigners)
{
Console.WriteLine(offSigner.ID + " started at " + DateTime.Now.ToString("h:mm:ss tt"));
var onSigner = onlineSigners.Find(signer => signer.ID == offSigner.ID);
Parallel.ForEach(offSigner.Signatures, offSig =>
{
Console.WriteLine("Preprocess - " + offSig.Signer.ID + "_" + offSig.ID + "started at " + DateTime.Now.ToString("h:mm:ss tt"));
offlinePipeline.Transform(offSig);
var onSig = onSigner.Signatures.Find(sig => sig.ID == offSig.ID);
var onToOffPipeline = FusionPipelines.GetOnlineToOfflinePipeline(offSig.GetFeature(FusionFeatures.Bounds));
onToOffPipeline.Transform(onSig);
}
);
Parallel.ForEach(offSigner.Signatures, offSig =>
{
Console.WriteLine("Process - " + offSig.Signer.ID + "_" + offSig.ID + "started at " + DateTime.Now.ToString("h:mm:ss tt"));
fusionPipeline.Transform(offSig);
}
);
}
foreach (var offSigner in offlineSigners)
{
var onSigner = onlineSigners.Find(signer => signer.ID == offSigner.ID);
var pairingDists = new StrokePairingDistances
{
InputOfflineTrajectory = FusionFeatures.Trajectory,
InputOnlineTrajectory = FusionFeatures.BaseTrajectory,
OfflineSignatures = offSigner.Signatures,
OnlineSignatures = onSigner.Signatures
};
pairingDists.Calculate();
}
}
public static BenchmarkResults BenchMarkingWithAllSigners(bool isoptimal, DataSetLoader offlineLoader, DataSetLoader onlineLoader)
{
var offlineSigners = offlineLoader.EnumerateSigners().ToList();
var onlineSigners = onlineLoader.EnumerateSigners().ToList();
var benchmark = FusionPipelines.GetBenchmark(offlineSigners, isoptimal);
var offlinePipeline = FusionPipelines.GetOfflinePipeline();
var onlinePipeline = FusionPipelines.GetOnlinePipeline();
var fusionPipeline = FusionPipelines.GetFusionPipeline(onlineSigners, false, 0);
foreach (var offSigner in offlineSigners)
{
Console.WriteLine(offSigner.ID + " started at " + DateTime.Now.ToString("h:mm:ss tt"));
var onSigner = onlineSigners.Find(signer => signer.ID == offSigner.ID);
Parallel.ForEach(offSigner.Signatures, offSig =>
{
offlinePipeline.Transform(offSig);
var onSig = onSigner.Signatures.Find(sig => sig.ID == offSig.ID);
var onToOnPipeline = FusionPipelines.GetHackedOnToOnPipeline(offSig.GetFeature(FusionFeatures.Bounds));
onToOnPipeline.Transform(onSig);
onlinePipeline.Transform(onSig);
}
);
Parallel.ForEach(offSigner.Signatures, offSig =>
{
fusionPipeline.Transform(offSig);
onlinePipeline.Transform(offSig);
}
);
var listWithOnlySigner = new List <Signer>()
{
offSigner
};
var onlySigBenchmark = FusionPipelines.GetBenchmark(listWithOnlySigner, true);
var onlyRes = onlySigBenchmark.Execute();
TxtHelper.Save(TxtHelper.BenchmarkResToLines(onlyRes), "offoff" + offSigner.ID);
}
return(benchmark.Execute());
}
public static BenchmarkResults BenchmarkWithAllSigners(bool isOptimal, DataSetLoader offlineLoader, DataSetLoader onlineLoader)
{
Console.WriteLine("Hacked online - online benchmark started");
var onlineSigners = onlineLoader.EnumerateSigners().ToList();
var offlineSigners = offlineLoader.EnumerateSigners().ToList();
var offlinePipeline = FusionPipelines.GetHackedOfflinePipeline();
var benchmark = FusionPipelines.GetBenchmark(onlineSigners, isOptimal);
foreach (var offSigner in offlineSigners)
{
Console.WriteLine(offSigner.ID + " started at " + DateTime.Now.ToString("h:mm:ss tt"));
var onSigner = onlineSigners.Find(signer => signer.ID == offSigner.ID);
Parallel.ForEach(offSigner.Signatures, offSig =>
{
offlinePipeline.Transform(offSig);
var onSig = onSigner.Signatures.Find(sig => sig.ID == offSig.ID);
var onToOnPipeline = FusionPipelines.GetHackedOnToOnPipeline(offSig.GetFeature(FusionFeatures.Bounds));
onToOnPipeline.Transform(onSig);
}
);
}
var onlinePipeline = FusionPipelines.GetOnlinePipeline();
foreach (var onSigner in onlineSigners)
{
Parallel.ForEach(onSigner.Signatures, onSig =>
{
onlinePipeline.Transform(onSig);
}
);
}
return(benchmark.Execute());
}
public static FusionBenchmarkResults BenchMarkingWithAllSigners(bool isoptimal, DataSetLoader offlineLoader, DataSetLoader onlineLoader)
{
var offlineSigners = offlineLoader.EnumerateSigners().ToList();
var onlineSigners = onlineLoader.EnumerateSigners().ToList();
var offlinePipeline = FusionPipelines.GetOfflinePipeline();
var onlinePipeline = FusionPipelines.GetOnlinePipeline();
var fusionPipeline = FusionPipelines.GetFusionPipeline(onlineSigners, false, 0);
var offOnSigners = new List <Signer>();
var onOffSigners = new List <Signer>();
Parallel.ForEach(offlineSigners, offSigner =>
{
try
{
Console.WriteLine(offSigner.ID + " started at " + DateTime.Now.ToString("h:mm:ss tt"));
var onSigner = onlineSigners.Find(signer => signer.ID == offSigner.ID);
Parallel.ForEach(offSigner.Signatures, offSig =>
{
offlinePipeline.Transform(offSig);
var onSig = onSigner.Signatures.Find(sig => sig.ID == offSig.ID);
onSig.SetFeature <Image <Rgba32> >(FusionFeatures.Image, offSig.GetFeature(FusionFeatures.Image));
var onToOnPipeline = FusionPipelines.GetHackedOnToOnPipeline(offSig.GetFeature(FusionFeatures.Bounds));
onToOnPipeline.Transform(onSig);
onlinePipeline.Transform(onSig);
}
);
Parallel.ForEach(offSigner.Signatures, offSig =>
{
fusionPipeline.Transform(offSig);
onlinePipeline.Transform(offSig);
}
);
var offonSigner = FusionPipelines.GetMixedSigner(offSigner, onSigner);
var onoffSigner = FusionPipelines.GetMixedSigner(onSigner, offSigner);
offOnSigners.Add(offonSigner);
onOffSigners.Add(onoffSigner);
Console.WriteLine(offSigner.ID + " finished at " + DateTime.Now.ToString("h:mm:ss tt"));
}
catch (Exception e)
{
Console.WriteLine(e.ToString());
}
}
);
var offoffBenchmark = FusionPipelines.GetBenchmark(offlineSigners, isoptimal);
var offonBenchmark = FusionPipelines.GetBenchmark(offOnSigners, isoptimal);
var onoffBenchamrk = FusionPipelines.GetBenchmark(onOffSigners, isoptimal);
var ononBenchmark = FusionPipelines.GetBenchmark(onlineSigners, isoptimal);
return(new FusionBenchmarkResults
{
OffOffResults = offoffBenchmark.Execute(),
OffOnResults = offonBenchmark.Execute(),
OnOffResults = onoffBenchamrk.Execute(),
OnOnResults = ononBenchmark.Execute()
});
}
public static BenchmarkResults BenchmarkingWithAllSigners(bool isoptimal, DataSetLoader offlineLoader, DataSetLoader onlineLoader)
{
throw new NotImplementedException();
}
/// <summary>
/// Get payload used in this controller.
/// </summary>
private static List <string[]> GetPayload()
{
return(DataSetLoader.Load("userItem"));
}
