Exemplo n.º 1
0
        public static void GetPrevCurrentPositions(out Tuple <TrackedItemBase, Point, Vector> prevPos, out Tuple <TrackedItemBase, Point, Vector> currentPos, TrackedItemHarness harness, EvaluatorArgs evaluatorArgs)
        {
            TrackedItemBase item = harness.Item;

            currentPos = null;
            if (item != null)
            {
                currentPos = Tuple.Create(item, item.Position, item.Velocity);
            }

            prevPos = harness.GetPreviousPosition(harness.Time - evaluatorArgs.Delay_Seconds);
        }
Exemplo n.º 2
0
        private void Timer_Tick_REAL(object sender, EventArgs e)
        {
            // This uses actual time elapsed, and runs continuously, grabbing a new neural net every 10 seconds

            try
            {
                imageInput.Source = null;
                canvasMain.Children.Clear();

                DateTime now = DateTime.UtcNow;

                if (_harness == null)
                {
                    _prevTick = now;
                    return;
                }

                // Tell the harness to go
                _harness.Tick((now - _prevTick).TotalSeconds);

                var prevPosition    = _harness.GetPreviousPosition(_harness.Time - _evalArgs.Delay_Seconds);
                var currentPosition = _harness.Item;

                if (_experiment != null && (_winningBrain == null || (now - _winningBrainTime).TotalSeconds > 10))
                {
                    NeatGenome winner = _ea.CurrentChampGenome;
                    _genomeViewer.RefreshView(winner);
                    _winningBrain     = _experiment.GetBlackBox(winner);
                    _winningBrainTime = now;
                }

                #region draw input

                double[] inputArr = new double[_harness.InputSizeXY * _harness.InputSizeXY];

                AntPos_Evaluator.ClearArray(inputArr);

                if (prevPosition != null)
                {
                    double dotRadius = (_harness.VisionSize / _harness.InputSizeXY) * Math.Sqrt(2);
                    AntPos_Evaluator.ApplyPoint(inputArr, _harness.InputCellCenters, dotRadius, prevPosition.Item2, true);
                }

                imageInput.Source = UtilityWPF.GetBitmap(inputArr, _harness.InputSizeXY, _harness.InputSizeXY, invert: true);

                #endregion
                #region draw expected output

                double[] expectedOutput = null;

                if (currentPosition == null)
                {
                    expectedOutput = AntPos_Evaluator.GetExpectedOutput(null, _harness, _evalArgs);
                }
                else
                {
                    var currentPos = Tuple.Create(currentPosition, currentPosition.Position, currentPosition.Velocity);
                    expectedOutput = AntPos_Evaluator.GetExpectedOutput(currentPos, _harness, _evalArgs);
                }

                imageExpectedOutput.Source = UtilityWPF.GetBitmap(expectedOutput, _harness.OutputSizeXY, _harness.OutputSizeXY, invert: true);

                #endregion
                #region draw nn output

                double[] nnOutput = null;

                if (_winningBrain != null)
                {
                    nnOutput = new double[_harness.OutputSizeXY * _harness.OutputSizeXY];

                    // Brain.Tick
                    _winningBrain.InputSignalArray.CopyFrom(inputArr, 0);
                    _winningBrain.Activate();
                    _winningBrain.OutputSignalArray.CopyTo(nnOutput, 0);

                    imageNNOutput.Source = UtilityWPF.GetBitmap(nnOutput, _harness.OutputSizeXY, _harness.OutputSizeXY, invert: true);
                }
                else
                {
                    imageNNOutput.Source = null;
                }

                #endregion
                #region draw error (nn - expected)

                double[] error = null;

                if (nnOutput != null)
                {
                    error = Enumerable.Range(0, nnOutput.Length).
                            Select(o => Math.Abs(nnOutput[o] - expectedOutput[o])).
                            ToArray();

                    imageError.Source = UtilityWPF.GetBitmap(error, _harness.OutputSizeXY, _harness.OutputSizeXY, invert: true);
                }
                else
                {
                    imageError.Source = null;
                }

                #endregion
                #region draw actual

                // Vision Rectangle
                Rectangle visionRect = new Rectangle()
                {
                    Stroke          = Brushes.Silver,
                    StrokeThickness = .3,
                    Width           = _harness.VisionSize,
                    Height          = _harness.VisionSize,
                };

                Canvas.SetLeft(visionRect, _harness.VisionSize / -2);
                Canvas.SetTop(visionRect, _harness.VisionSize / -2);

                canvasMain.Children.Add(visionRect);

                // Dot Previous
                if (prevPosition != null)
                {
                    Ellipse dot = new Ellipse()
                    {
                        Fill            = new SolidColorBrush(prevPosition.Item1.Color),
                        Stroke          = Brushes.Black,
                        StrokeThickness = .3,
                        Width           = 2,
                        Height          = 2,
                    };

                    Canvas.SetLeft(dot, prevPosition.Item2.X - 1);
                    Canvas.SetTop(dot, prevPosition.Item2.Y - 1);

                    canvasMain.Children.Add(dot);
                }

                // Dot Current
                if (currentPosition != null)
                {
                    Ellipse dot = new Ellipse()
                    {
                        Fill            = new SolidColorBrush(currentPosition.Color),
                        Stroke          = Brushes.White,
                        StrokeThickness = .3,
                        Width           = 2,
                        Height          = 2,
                    };

                    Canvas.SetLeft(dot, currentPosition.Position.X - 1);
                    Canvas.SetTop(dot, currentPosition.Position.Y - 1);

                    canvasMain.Children.Add(dot);
                }

                // Transform
                TransformGroup transform = new TransformGroup();

                transform.Children.Add(new ScaleTransform(canvasMain.ActualWidth / _harness.MapSize, canvasMain.ActualHeight / _harness.MapSize));
                transform.Children.Add(new TranslateTransform(canvasMain.ActualWidth / 2, canvasMain.ActualHeight / 2));

                canvasMain.RenderTransform = transform;

                #endregion

                _prevTick = now;
            }
            catch (Exception ex)
            {
                MessageBox.Show(ex.ToString(), this.Title, MessageBoxButton.OK, MessageBoxImage.Error);
            }
        }