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geometric_separators/geometric_separators.pde
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import java.util.*; | |
import java.util.Map.*; | |
import java.lang.Boolean; | |
import java.util.Random; | |
import org.jblas.*; | |
import org.apache.commons.math3.linear.*; | |
import org.apache.commons.math3.linear.SingularValueDecomposition; | |
int reset_x = 140; | |
int reset_y = 460; | |
int reset_w = 100; | |
int reset_h = 25; | |
int calc_x = 250; | |
int calc_y = 460; | |
int calc_w = 100; | |
int calc_h = 25; | |
PShape reset; | |
PShape calculate; | |
PShape sphere; | |
PVector centerPoint; | |
ArrayList<PVector> rawInput = new ArrayList<PVector>(); | |
// Object used for returning centerpoint and sphere | |
private class CenterAndSphere { | |
public PVector center; | |
public PShape sphere; | |
public CenterAndSphere(PVector center, PShape sphere) { | |
this.center = center; | |
this.sphere = sphere; | |
} | |
} | |
// Setup | |
void setup() { | |
background(255); | |
size(500,500,P2D); | |
reset = createShape(RECT, reset_x, reset_y, reset_w, reset_h); | |
calculate = createShape(RECT, calc_x, calc_y, calc_w, calc_h); | |
noLoop(); | |
} | |
// On mouse press | |
void mousePressed() { | |
// If mouse presses reset button | |
if ((mouseX >= reset_x && mouseX <= (reset_x + reset_w)) && | |
(mouseY >= reset_y && mouseY <= (reset_y + reset_h))) { | |
// Reset input and background | |
rawInput.clear(); | |
centerPoint = null; | |
sphere = null; | |
} | |
// If mouse presses calculate button | |
else if ((mouseX >= calc_x && mouseX <= (calc_x + calc_w)) && | |
(mouseY >= calc_y && mouseY <= (calc_y + calc_h))) { | |
CenterAndSphere returnVals = getSeparator(rawInput); | |
sphere = returnVals.sphere; | |
centerPoint = returnVals.center; | |
} | |
// Otherwise add input to list | |
else { | |
// Create new 2D point from mouse coordinates | |
PVector point = new PVector(mouseX, mouseY, 0); | |
PVector pointLifted = new PVector(point.x, point.y, (float)Math.pow(point.mag(), 2)); | |
rawInput.add(pointLifted); | |
} | |
redraw(); | |
} | |
// Get Radon point | |
PVector getRadonPoint(ArrayList<PVector> points) { | |
PVector radonPoint = null; | |
radonPoint = radonTetrx(points); | |
if (radonPoint == null) { | |
radonPoint = radonIntersect(); | |
} | |
return radonPoint; | |
} | |
// Tests if a point is within a tetrahedron | |
PVector radonTetra(ArrayList<PVector> points) { | |
PVector radonPoint = null; | |
for (int i = 0; i < points.size(); i++) { | |
ArrayList<PVector> pointsCopy = new ArrayList<PVector>(points); | |
PVector testPoint = pointsCopy.get(i); | |
pointsCopy.remove(i); | |
// Test if every determinant has the same sign | |
RealMatrix d0Matrix = getDetMatrix(pointsCopy.get(0), pointsCopy.get(1), pointsCopy.get(2), pointsCopy.get(3); | |
RealMatrix d1Matrix = getDetMatrix(testPoint, pointsCopy.get(1), pointsCopy.get(2), pointsCopy.get(3); | |
RealMatrix d2Matrix = getDetMatrix(pointsCopy.get(0), testPoint, pointsCopy.get(2), pointsCopy.get(3); | |
RealMatrix d3Matrix = getDetMatrix(pointsCopy.get(0), pointsCopy.get(1), testPoint, pointsCopy.get(3); | |
RealMatrix d4Matrix = getDetMatrix(pointsCopy.get(0), pointsCopy.get(1), pointsCopy.get(2), testPoint; | |
// Compute determinants | |
ArrayList<double> detList = new ArrayList<double>(); | |
double d0 = new SingularValueDecomposition(coefficients).getDeterminant(d0Matrix); | |
detList.add(d0); | |
double d1 = new SingularValueDecomposition(coefficients).getDeterminant(d1Matrix); | |
detList.add(d1); | |
double d2 = new SingularValueDecomposition(coefficients).getDeterminant(d2Matrix); | |
detList.add(d2); | |
double d3 = new SingularValueDecomposition(coefficients).getDeterminant(d3Matrix); | |
detList.add(d3); | |
double d4 = new SingularValueDecomposition(coefficients).getDeterminant(d4Matrix); | |
detList.add(d4); | |
// If the sign test passes | |
if (areSameSign(detList)) { | |
radonPoint = testPoint; | |
return radonPoint; | |
} | |
} | |
return radonPoint; | |
} | |
// Tests if a ray intersects a triangle | |
void radonIntersect() { | |
} | |
// Get the determinant matrix for a set of points | |
RealMatrix getDetMatrix(PVector p1, PVector p2, PVector p3, PVector p4) { | |
float[][] matrixData = {{p1.x, p1.y, p1.z, 1}, {p2.x, p2.y, p2.z, 1}, | |
{p3.x, p3.y, p3.z, 1}, {p4.x, p4.y, p4.z, 1}}; | |
RealMatrix matrix = MatrixUtils.createRealMatrix(toDoubleArray(matrixData)); | |
return matrix; | |
} | |
// Checks if a list of doubles all have the same sign | |
boolean areSameSign(ArrayList<double> detList) { | |
int negDet = 0; | |
for (double det : detList) { | |
if (det < 0) { | |
negDet++; | |
} | |
} | |
if (negDet == 0 || negDet == detList.size()) { | |
return true; | |
} | |
else { | |
return false; | |
} | |
} | |
// Convert float array to double array | |
float[][] toDoubleArray(float[][] array) { | |
int numRows = array.length; | |
int numCols = array[0].length; | |
double[][] doubleArray = new double[numRows][numCols]; | |
for (int i = 0; i < array.length { | |
for (int j = 0; j < array[i].length { | |
doubleArray[i][j] = (double)array[i][j]; | |
} | |
} | |
return doubleArray; | |
} | |
// Get geometric separator | |
CenterAndSphere getSeparator(ArrayList<PVector> input) { | |
PVector centerPoint = approxCenterpoint(input); | |
PVector unitVector = PVector.random3D(); | |
unitVector.x = Math.abs(unitVector.x); | |
unitVector.y = Math.abs(unitVector.y); | |
unitVector.z = Math.abs(unitVector.z); | |
float radius = getRadius(centerPoint, unitVector); | |
float[] sphereAttributes = getSphereAttr(centerPoint, unitVector, radius); | |
PShape separator = createShape(ELLIPSE, sphereAttributes); | |
CenterAndSphere returnVals = new CenterAndSphere(centerPoint, separator); | |
return returnVals; | |
} | |
// Get radius for our separator | |
float getRadius(PVector centerPoint, PVector unitVector) { | |
PVector centerPoint2D = new PVector(centerPoint.x, centerPoint.y); | |
float numerator = (float)Math.sqrt(Math.abs(centerPoint.z - Math.pow(centerPoint2D.mag(), 2))); | |
return numerator / Math.abs(unitVector.z); | |
} | |
// Get the attributes for the sphere separator | |
float[] getSphereAttr(PVector centerPoint, PVector unitVector, float radius) { | |
unitVector.mult(radius); | |
centerPoint.sub(unitVector); | |
float[] attributes = {centerPoint.x, centerPoint.y, 2 * radius, 2 * radius}; | |
return attributes; | |
} | |
// Sample input points into sets of 4 | |
ArrayList<ArrayList<PVector>> samplePoints(ArrayList<PVector> input) { | |
ArrayList<PVector> inputCopy = new ArrayList<PVector>(input); | |
ArrayList<ArrayList<PVector>> setList = new ArrayList<ArrayList<PVector>>(); | |
ArrayList<PVector> pointList = new ArrayList<PVector>(); | |
// While there are still points, split into sets | |
while (inputCopy.size() > 0) { | |
double rnd = new Random().nextDouble(); | |
int index = (int)(rnd * 10) % inputCopy.size(); | |
// Add to set | |
pointList.add(inputCopy.get(index)); | |
inputCopy.remove(index); | |
// Create new set on max size | |
if (pointList.size() == 4) { | |
setList.add(pointList); | |
pointList = new ArrayList<PVector>(); | |
} | |
} | |
// Add most recent unempty set to list | |
if (pointList.size() > 0) { | |
setList.add(pointList); | |
} | |
return setList; | |
} | |
// Approximate the centerpoint | |
PVector approxCenterpoint(ArrayList<PVector> input) { | |
if (input.size() == 0) { | |
System.out.println("You don't have any input points!"); | |
return null; | |
} | |
else { | |
while (input.size() > 1) { | |
ArrayList<ArrayList<PVector>> setList = samplePoints(input); | |
ArrayList<PVector> radonList = new ArrayList<PVector>(); | |
for (ArrayList<PVector> list : setList) { | |
PVector radonPoint = getRadonPoint(list); | |
radonList.add(radonPoint); | |
} | |
input = radonList; | |
} | |
return input.get(0); | |
} | |
} | |
// Draw | |
void draw() { | |
background(255); | |
shape(reset); | |
shape(calculate); | |
fill(50); | |
textSize(20); | |
text("Geometric Separators", 140, 20); | |
textSize(12); | |
text("Reset.", reset_x + 30, reset_y + 15); | |
text("Calculate.", calc_x + 25, calc_y + 15); | |
// Draw input | |
for (PVector point : rawInput) { | |
strokeWeight(8); | |
point(point.x, point.y); | |
strokeWeight(2); | |
} | |
// Draw center point | |
if (centerPoint != null) { | |
strokeWeight(6); | |
point(centerPoint.x, centerPoint.y); | |
System.out.println("x-coordinate: " + Float.toString(centerPoint.x)); | |
System.out.println("y-coordinate: " + Float.toString(centerPoint.y)); | |
} | |
// Draw separator sphere projected to 2D | |
if (sphere != null) { | |
strokeWeight(6); | |
shape(sphere); | |
} | |
} |