public void TrainSet(EncogOCR_SketchData[] sketches, bool shouldGenerateGarbage = true)
{
// Assign a token so that only the latest result will be used
long token = TokenGenerator.NextToken();
_currentToken = token;
_parent.lblTraining.Content = "training...";
// Kill existing tasks
//NOTE: Removing from the list is done in the continue
foreach (var runningTask in _currentTasks)
{
runningTask.Item2.Cancel();
}
// Group the sketches by name
var groupedSketches = sketches.ToLookup(o => o.Name).
Select(o => Tuple.Create(o.Key, o.Select(p => p).ToArray())).
ToArray();
if (groupedSketches.Length == 0)
{
_parent._network = null;
_parent.lblTraining.Content = "";
return;
}
TrainNetwork(groupedSketches, token, shouldGenerateGarbage);
}
private void AddSketch(EncogOCR_SketchData sketch)
{
_prevSketches.Add(sketch);
// Find existing name node
TreeViewItem nameNode = null;
foreach (TreeViewItem node in pnlPreviousDrawings.Items)
{
if (((string)node.Header).Equals(sketch.Name, StringComparison.OrdinalIgnoreCase))
{
nameNode = node;
break;
}
}
if (nameNode == null)
{
// Create new
nameNode = new TreeViewItem()
{
Header = sketch.Name
};
pnlPreviousDrawings.Items.Add(nameNode);
}
// Add the image control to this name node
nameNode.Items.Add(sketch.ImageControl);
nameNode.IsExpanded = true;
#region Update the sketch name combo
string currentText = cboDrawingLabel.Text;
cboDrawingLabel.Items.Clear();
foreach (string comboItem in _prevSketches.Select(o => o.Name).Distinct().OrderBy(o => o))
{
cboDrawingLabel.Items.Add(comboItem);
}
cboDrawingLabel.Text = currentText;
#endregion
}
/// <summary>
/// This compares the strokes (ignores token)
/// </summary>
private static bool IsSame_Strokes(EncogOCR_SketchData sketch1, EncogOCR_SketchData sketch2)
{
if (sketch1.Strokes.Length != sketch2.Strokes.Length)
{
return(false);
}
if (!Enumerable.Range(0, sketch1.Strokes.Length).
All(o =>
{
if (sketch1.Strokes[o].Points.Length != sketch2.Strokes[o].Points.Length)
{
return(false);
}
if (sketch1.Strokes[o].Color != sketch2.Strokes[o].Color)
{
return(false);
}
if (!sketch1.Strokes[o].Thickness.IsNearValue(sketch2.Strokes[o].Thickness))
{
return(false);
}
return(true);
}))
{
return(false);
}
// Compare each point
for (int outer = 0; outer < sketch1.Strokes.Length; outer++)
{
for (int inner = 0; inner < sketch1.Strokes[outer].Points.Length; inner++)
{
if (!Math2D.IsNearValue(sketch1.Strokes[outer].Points[inner], sketch2.Strokes[outer].Points[inner]))
{
return(false);
}
}
}
return(true);
}
private void btnStoreDrawing_Click(object sender, RoutedEventArgs e)
{
try
{
if (cboDrawingLabel.Text == "")
{
MessageBox.Show("Please give this drawing a name", this.Title, MessageBoxButton.OK, MessageBoxImage.Warning);
return;
}
if (_currentSketch == null)
{
RedrawSmallImage();
}
#region Create sketch for storage
EncogOCR_SketchData sketch = new EncogOCR_SketchData()
{
Name = cboDrawingLabel.Text,
InkCanvasSize = new Size(canvasInk.ActualWidth, canvasInk.ActualHeight),
Strokes = _currentSketch.Strokes.ToArray(),
};
sketch.GenerateBitmap(_pixels);
sketch.GenerateImageControl();
#endregion
AddSketch(sketch);
TrainNetwork();
//NOTE: Event listeners will clear the rest based on this
canvasInk.Strokes.Clear();
}
catch (Exception ex)
{
MessageBox.Show(ex.ToString(), this.Title, MessageBoxButton.OK, MessageBoxImage.Error);
}
}
/// <summary>
/// It's ok to add the same sketch multiple times. Only one copy will be kept (based on token)
/// </summary>
public void AddSketch(EncogOCR_SketchData sketch)
{
if (_vectorImages.Any(o => o.Token == sketch.Token))
{
// Already have it
return;
}
else if (sketch.Strokes.Length == 0 && _vectorImages.Any(o => o.Strokes.Length == 0))
{
// Only store one blank image
return;
}
else if (_vectorImages.AsParallel().Any(o => IsSame_Strokes(o, sketch)))
{
// When they draw a test image, it gets added. Then when they hit store, a duplicate gets added (different token), so
// look for an exact dupe
return;
}
_vectorImages.Add(sketch);
EnsureDotCreated(sketch);
}
/// <summary>
/// This clears everything except:
/// session names out of the combo box
/// pixels
/// pen size
/// </summary>
private void ClearEverything()
{
if (_visualizer != null)
{
_visualizer.Clear();
}
_currentSketch = null;
grdGuessDetails.Children.Clear();
grdGuessDetails.RowDefinitions.Clear();
pnlPreviousDrawings.Items.Clear();
_prevSketches.Clear();
cboDrawingLabel.Items.Clear();
canvasInk.Strokes.Clear();
_network = null;
RedrawSmallImage();
RedrawPreviousImages(true);
}
private void RedrawSmallImage()
{
//canvasPixels.Source = UtilityWPF.RenderControl(canvasInk, _pixels, _pixels, true);
_currentSketch = new EncogOCR_SketchData()
{
Name = cboDrawingLabel.Text,
Strokes = canvasInk.Strokes.
Select(o => new EncogOCR_StrokeDefinition(o)).
ToArray(),
InkCanvasSize = new Size(canvasInk.ActualWidth, canvasInk.ActualHeight),
};
_currentSketch.GenerateBitmap(_pixels);
canvasPixels.Source = _currentSketch.Bitmap;
RecognizeImage();
if (_visualizer != null)
{
_visualizer.AddSketch(_currentSketch.Clone());
}
}
private void EnsureDotCreated(EncogOCR_SketchData sketch)
{
if (_dots == null)
{
return;
}
else if (_dots.Dots.Any(o => o.Token == sketch.Token))
{
return;
}
Dot dot = new Dot(sketch.Token)
{
VectorSource = sketch.Clone(), // cloning to ensure the sketch passed in doesn't get manipulated. NOTE: The clone will have a different token
Position = Math3D.GetRandomVector_Spherical(RADIUS).ToPoint(),
};
_dots.Dots.Add(dot);
if (_networkOutputs != null)
{
ReconstructDot(dot);
}
}
/// <summary>
/// This clears everything except:
/// session names out of the combo box
/// pixels
/// pen size
/// </summary>
private void ClearEverything()
{
if (_visualizer != null)
{
_visualizer.Clear();
}
_currentSketch = null;
grdGuessDetails.Children.Clear();
grdGuessDetails.RowDefinitions.Clear();
pnlPreviousDrawings.Items.Clear();
_prevSketches.Clear();
cboDrawingLabel.Items.Clear();
canvasInk.Strokes.Clear();
_network = null;
RedrawSmallImage();
RedrawPreviousImages(true);
}
private static SketchSample[] TestSamples_InputOutput(TrainedNework_Simple network, EncogOCR_SketchData[] inputSketches)
{
List<SketchSample> retVal = new List<SketchSample>();
int inputSize = network.Network.InputCount;
int outputSize = network.Network.OutputCount;
// Inputs
foreach (EncogOCR_SketchData input in inputSketches)
{
double[] output = new double[outputSize];
network.Network.Compute(input.NNInput, output);
retVal.Add(new SketchSample() { NNInput = input.NNInput, NNOutput = output });
}
// Solid Colors
for (int cntr = 0; cntr <= 16; cntr++)
{
double val = cntr / 16d;
double[] input = Enumerable.Range(0, inputSize).Select(o => val).ToArray();
double[] output = new double[outputSize];
network.Network.Compute(input, output);
retVal.Add(new SketchSample() { NNInput = input, NNOutput = output });
}
//TODO: Generate random brush stroke images
//TODO: Generate random pixelated images
return retVal.ToArray();
}
private void EnsureDotCreated(EncogOCR_SketchData sketch)
{
if (_dots == null)
{
return;
}
else if (_dots.Dots.Any(o => o.Token == sketch.Token))
{
return;
}
Dot dot = new Dot(sketch.Token)
{
VectorSource = sketch.Clone(), // cloning to ensure the sketch passed in doesn't get manipulated. NOTE: The clone will have a different token
Position = Math3D.GetRandomVector_Spherical(RADIUS).ToPoint(),
};
_dots.Dots.Add(dot);
if (_networkOutputs != null)
{
ReconstructDot(dot);
}
}
private void RedrawSmallImage()
{
//canvasPixels.Source = UtilityWPF.RenderControl(canvasInk, _pixels, _pixels, true);
_currentSketch = new EncogOCR_SketchData()
{
Name = cboDrawingLabel.Text,
Strokes = canvasInk.Strokes.
Select(o => new EncogOCR_StrokeDefinition(o)).
ToArray(),
InkCanvasSize = new Size(canvasInk.ActualWidth, canvasInk.ActualHeight),
};
_currentSketch.GenerateBitmap(_pixels);
canvasPixels.Source = _currentSketch.Bitmap;
RecognizeImage();
if (_visualizer != null)
{
_visualizer.AddSketch(_currentSketch.Clone());
}
}
private void AddSketch(EncogOCR_SketchData sketch)
{
_prevSketches.Add(sketch);
// Find existing name node
TreeViewItem nameNode = null;
foreach (TreeViewItem node in pnlPreviousDrawings.Items)
{
if (((string)node.Header).Equals(sketch.Name, StringComparison.OrdinalIgnoreCase))
{
nameNode = node;
break;
}
}
if (nameNode == null)
{
// Create new
nameNode = new TreeViewItem() { Header = sketch.Name };
pnlPreviousDrawings.Items.Add(nameNode);
}
// Add the image control to this name node
nameNode.Items.Add(sketch.ImageControl);
nameNode.IsExpanded = true;
#region Update the sketch name combo
string currentText = cboDrawingLabel.Text;
cboDrawingLabel.Items.Clear();
foreach (string comboItem in _prevSketches.Select(o => o.Name).Distinct().OrderBy(o => o))
{
cboDrawingLabel.Items.Add(comboItem);
}
cboDrawingLabel.Text = currentText;
#endregion
}
private void StrokeCollection_StrokesChanged(object sender, System.Windows.Ink.StrokeCollectionChangedEventArgs e)
{
try
{
EncogOCR_SketchData sketch = new EncogOCR_SketchData()
{
Name = "",
Strokes = canvasInk.Strokes.
Select(o => new EncogOCR_StrokeDefinition(o)).
ToArray(),
InkCanvasSize = new Size(canvasInk.ActualWidth, canvasInk.ActualHeight),
};
sketch.GenerateBitmap(IMAGESIZE);
// The bitmap is white on black, switch to black on white
double[] inverted = sketch.NNInput.
Select(o => 1d - o).
ToArray();
double[] converted = inverted;
if (_patternStorage != null)
{
converted = _patternStorage.Convert_Local_External(converted);
}
DrawImage(imageCurrent, converted);
panelGuessedImages.Children.Clear();
if (_patternStorage != null)
{
double[][] recognized = _patternStorage.Recognize(inverted);
#region show thumbnails
if (recognized != null)
{
foreach (var guessImage in recognized)
{
DrawImage(panelGuessedImages.Children, guessImage);
}
}
#endregion
}
}
catch (Exception ex)
{
MessageBox.Show(ex.ToString(), this.Title, MessageBoxButton.OK, MessageBoxImage.Error);
}
}
private static void GenerateGarbageData(EncogOCR_SketchData[] sketches, int outputSize, List<double[]> inputs, List<double[]> outputs)
{
#region validate
#if DEBUG
if (sketches.Select(o => o.BitmapColors.Width).Distinct().Count() != 1 || sketches.Select(o => o.BitmapColors.Height).Distinct().Count() != 1)
{
throw new ApplicationException("Stored images are different sizes");
}
#endif
#endregion
double[] zeroOutput = Enumerable.Range(0, outputSize).Select(o => 0d).ToArray();
#region efficient if only a final is needed
//Color[][] colors = sketches.
// Select(o => o.BitmapColors.GetColors(0, 0, o.Bitmap.PixelWidth, o.Bitmap.PixelHeight)).
// ToArray();
//bool[] isBlack = Enumerable.Range(0, colors[0].Length).
// AsParallel().
// Select(o => new { Index = o, IsBlack = colors.Any(p => p[o].A > 200 && Math3D.Avg(p[o].R, p[o].G, p[o].B) < 20) }).
// OrderBy(o => o.Index).
// Select(o => o.IsBlack).
// ToArray();
#endregion
// Figure out which pixels of each sketch are black
bool[][] isBlack = sketches.
Select(o => o.BitmapColors.GetColors(0, 0, o.BitmapColors.Width, o.BitmapColors.Height)).
Select(o => o.Select(p => p.A > 200 && Math1D.Avg(p.R, p.G, p.B) < 20).ToArray()).
ToArray();
// Or the images together
bool[] composite = Enumerable.Range(0, isBlack[0].Length).
AsParallel().
Select(o => new { Index = o, IsBlack = isBlack.Any(p => p[o]) }).
OrderBy(o => o.Index).
Select(o => o.IsBlack).
ToArray();
#region Blank sketch
double[] percentBlack = isBlack.
Select(o => o.Sum(p => p ? 1d : 0d) / o.Length).
ToArray();
if (percentBlack.All(o => o > .01))
{
// None of the inputs are blank, so make blank a garbage state
inputs.Add(Enumerable.Range(0, composite.Length).Select(o => 0d).ToArray());
outputs.Add(zeroOutput);
}
#endregion
#region Inverted sketch
// Making this, because the assumption is that if they draw in a region outside any of the inputs, then it should be a zero output
inputs.Add(composite.Select(o => o ? 0d : 1d).ToArray());
outputs.Add(zeroOutput);
#endregion
//TODO: Do a few subsets of inverted
}
/// <summary>
/// It's ok to add the same sketch multiple times. Only one copy will be kept (based on token)
/// </summary>
public void AddSketch(EncogOCR_SketchData sketch)
{
if (_vectorImages.Any(o => o.Token == sketch.Token))
{
// Already have it
return;
}
else if (sketch.Strokes.Length == 0 && _vectorImages.Any(o => o.Strokes.Length == 0))
{
// Only store one blank image
return;
}
else if (_vectorImages.AsParallel().Any(o => IsSame_Strokes(o, sketch)))
{
// When they draw a test image, it gets added. Then when they hit store, a duplicate gets added (different token), so
// look for an exact dupe
return;
}
_vectorImages.Add(sketch);
EnsureDotCreated(sketch);
}
private void btnStoreDrawing_Click(object sender, RoutedEventArgs e)
{
try
{
if (cboDrawingLabel.Text == "")
{
MessageBox.Show("Please give this drawing a name", this.Title, MessageBoxButton.OK, MessageBoxImage.Warning);
return;
}
if (_currentSketch == null)
{
RedrawSmallImage();
}
#region Create sketch for storage
EncogOCR_SketchData sketch = new EncogOCR_SketchData()
{
Name = cboDrawingLabel.Text,
InkCanvasSize = new Size(canvasInk.ActualWidth, canvasInk.ActualHeight),
Strokes = _currentSketch.Strokes.ToArray(),
};
sketch.GenerateBitmap(_pixels);
sketch.GenerateImageControl();
#endregion
AddSketch(sketch);
TrainNetwork();
//NOTE: Event listeners will clear the rest based on this
canvasInk.Strokes.Clear();
}
catch (Exception ex)
{
MessageBox.Show(ex.ToString(), this.Title, MessageBoxButton.OK, MessageBoxImage.Error);
}
}
/// <summary>
/// This compares the strokes (ignores token)
/// </summary>
private static bool IsSame_Strokes(EncogOCR_SketchData sketch1, EncogOCR_SketchData sketch2)
{
if (sketch1.Strokes.Length != sketch2.Strokes.Length)
{
return false;
}
if (!Enumerable.Range(0, sketch1.Strokes.Length).
All(o =>
{
if (sketch1.Strokes[o].Points.Length != sketch2.Strokes[o].Points.Length)
return false;
if (sketch1.Strokes[o].Color != sketch2.Strokes[o].Color)
return false;
if (!sketch1.Strokes[o].Thickness.IsNearValue(sketch2.Strokes[o].Thickness))
return false;
return true;
}))
{
return false;
}
// Compare each point
for (int outer = 0; outer < sketch1.Strokes.Length; outer++)
{
for (int inner = 0; inner < sketch1.Strokes[outer].Points.Length; inner++)
{
if (!Math2D.IsNearValue(sketch1.Strokes[outer].Points[inner], sketch2.Strokes[outer].Points[inner]))
{
return false;
}
}
}
return true;
}
private static SketchDots TestSamples(TrainedNework_Simple network, EncogOCR_SketchData[] inputSketches, double[] hues)
{
// Run a bunch of test images through the NN
//NOTE: Only .NNInput and .NNOutput props are populated
SketchSample[] sketches = TestSamples_InputOutput(network, inputSketches);
// Build a visual with each sketch as a dot
Visual3D visual = TestSamples_Draw(sketches, hues);
// Calculate the forces between each sketch
Tuple<int, int, double>[] distance_Input, distance_Output;
TestSamples_Distance(out distance_Input, out distance_Output, sketches);
return new SketchDots()
{
Sketches = sketches,
Visual = visual,
Distances_Input = distance_Input,
Distances_Output = distance_Output,
};
}