// 记录缩放前的一些信息
private void saveScaleContext(float x1, float y1, float x2, float y2) {
mScaleBase = MathUtils.getMatrixScale(mOuterMatrix)[0] / MathUtils.getDistance(x1, y1, x2, y2);
// 获取缩放缩放点中点在第一层变换后的图片上的坐标
float[] center =
MathUtils.inverseMatrixPoint(MathUtils.getCenterPoint(x1, y1, x2, y2), mOuterMatrix);
mScaleCenter.set(center[0], center[1]);
}
/**
* * Least-square solution y = X * b where: y_i = b_0 + b_1*x_1i + b_2*x_2i + ... + b_k*x_ki
* including intercep term y_i = b_1*x_1i + b_2*x_2i + ... + b_k*x_ki without intercep term
*
* @param datay
* @param dataX
*/
private void multipleLinearRegression(Matrix datay, Matrix dataX) {
Matrix X, y;
try {
X = dataX;
y = datay;
b = X.solve(y);
coeffs = new double[b.getRowDimension()];
for (int j = 0; j < b.getRowDimension(); j++) {
coeffs[j] = b.get(j, 0);
// System.out.println("coeff[" + j + "]=" + coeffs[j]);
}
// Residuals:
Matrix r = X.times(b).minus(y);
residuals = r.getColumnPackedCopy();
// root mean square error (RMSE)
rmse = Math.sqrt(MathUtils.sumSquared(residuals) / residuals.length);
// Predicted values
Matrix p = X.times(b);
predictedValues = p.getColumnPackedCopy();
// Correlation between original values and predicted ones
correlation = MathUtils.correlation(predictedValues, y.getColumnPackedCopy());
} catch (RuntimeException re) {
throw new Error("Error solving Least-square solution: y = X * b");
}
}
@Test
public void testNumericalGradient() {
// our function is f(x,y) = x^2+y^2
// the derivative is f'(x,y) = 2x+2y
final CostFunction inlineFunction =
new CostFunction() {
@Override
public CostGradientTuple evaluateCost(DoubleVector input) {
double cost = Math.pow(input.get(0), 2) + Math.pow(input.get(1), 2);
DenseDoubleVector gradient =
new DenseDoubleVector(new double[] {input.get(0) * 2, input.get(1) * 2});
return new CostGradientTuple(cost, gradient);
}
};
DenseDoubleVector v = new DenseDoubleVector(new double[] {0, 1});
CostGradientTuple cost = inlineFunction.evaluateCost(v);
DoubleVector numericalGradient = MathUtils.numericalGradient(v, inlineFunction);
assertSmallDiff(numericalGradient, cost.getGradient());
v = new DenseDoubleVector(new double[] {-15, 100});
cost = inlineFunction.evaluateCost(v);
numericalGradient = MathUtils.numericalGradient(v, inlineFunction);
assertSmallDiff(numericalGradient, cost.getGradient());
}
private double getValue(PeakListRow row) {
switch (property) {
case Area:
ChromatographicPeak[] areaPeaks = row.getPeaks();
double[] peakAreas = new double[areaPeaks.length];
for (int i = 0; i < peakAreas.length; i++) peakAreas[i] = areaPeaks[i].getArea();
double medianArea = MathUtils.calcQuantile(peakAreas, 0.5);
return medianArea;
case Intensity:
ChromatographicPeak[] intensityPeaks = row.getPeaks();
double[] peakIntensities = new double[intensityPeaks.length];
for (int i = 0; i < intensityPeaks.length; i++)
peakIntensities[i] = intensityPeaks[i].getArea();
double medianIntensity = MathUtils.calcQuantile(peakIntensities, 0.5);
return medianIntensity;
case Height:
ChromatographicPeak[] heightPeaks = row.getPeaks();
double[] peakHeights = new double[heightPeaks.length];
for (int i = 0; i < peakHeights.length; i++) peakHeights[i] = heightPeaks[i].getHeight();
double medianHeight = MathUtils.calcQuantile(peakHeights, 0.5);
return medianHeight;
case MZ:
return row.getAverageMZ();
case RT:
return row.getAverageRT();
case ID:
return row.getID();
}
// We should never get here, so throw exception
throw (new IllegalStateException());
}
public static Dimension parseDimension(String str) {
String[] tokenized = tokenize(str, "x,");
if (tokenized.length != 2) return null;
int i = MathUtils.parseInt(tokenized[0], -1);
int j = MathUtils.parseInt(tokenized[1], -1);
if ((i < 0) || (j < 0)) return null;
return new Dimension(i, j);
}
public int acceptEnergy(int offeredAmount) {
if (BlockUtils.isUnbreakableBlock(world, x, y, z)) {
hasFailed = true;
return 0;
}
energyRequired = BlockUtils.computeBlockBreakEnergy(world, x, y, z);
int usedAmount =
MathUtils.clamp(offeredAmount, 0, Math.max(0, energyRequired - energyAccepted));
energyAccepted += usedAmount;
if (energyAccepted >= energyRequired) {
world.destroyBlockInWorldPartially(minerId, x, y, z, -1);
hasMined = true;
Block block = world.getBlock(x, y, z);
int meta = world.getBlockMetadata(x, y, z);
BlockEvent.BreakEvent breakEvent =
new BlockEvent.BreakEvent(
x,
y,
z,
world,
block,
meta,
CoreProxy.proxy.getBuildCraftPlayer((WorldServer) world).get());
MinecraftForge.EVENT_BUS.post(breakEvent);
if (!breakEvent.isCanceled()) {
List<ItemStack> stacks = BlockUtils.getItemStackFromBlock((WorldServer) world, x, y, z);
if (stacks != null) {
for (ItemStack s : stacks) {
if (s != null) {
mineStack(s);
}
}
}
world.playAuxSFXAtEntity(null, 2001, x, y, z, Block.getIdFromBlock(block) + (meta << 12));
world.setBlockToAir(x, y, z);
} else {
hasFailed = true;
}
} else {
world.destroyBlockInWorldPartially(
minerId,
x,
y,
z,
MathUtils.clamp((int) Math.floor(energyAccepted * 10 / energyRequired), 0, 9));
}
return usedAmount;
}
@Test
public void testPolynomials() {
DenseDoubleMatrix mat = new DenseDoubleMatrix(new double[][] {{2, 5}, {5, 1}, {7, 25}});
DenseDoubleMatrix expected =
new DenseDoubleMatrix(new double[][] {{2, 4, 5, 25}, {5, 25, 1, 1}, {7, 49, 25, 625}});
DenseDoubleMatrix polys = MathUtils.createPolynomials(mat, 2);
assertEquals(polys.subtract(expected).sum(), 0, 1E-5);
assertEquals(mat, MathUtils.createPolynomials(mat, 1));
}
@Test(expected = IllegalArgumentException.class)
public void toCachedThrowsIfGroupElementHasP1P1Representation() {
// Arrange:
final GroupElement g =
MathUtils.toRepresentation(
MathUtils.getRandomGroupElement(), GroupElement.Representation.P1P1);
// Assert:
g.toCached();
}
@Test(expected = IllegalArgumentException.class)
public void toP3ThrowsIfGroupElementHasPrecompRepresentation() {
// Arrange:
final GroupElement g =
MathUtils.toRepresentation(
MathUtils.getRandomGroupElement(), GroupElement.Representation.PRECOMP);
// Assert:
g.toP3();
}
public int acceptEnergy(int offeredAmount) {
energyRequired = BlockUtils.computeBlockBreakEnergy(world, x, y, z);
int usedAmount =
MathUtils.clamp(offeredAmount, 0, Math.max(0, energyRequired - energyAccepted));
energyAccepted += usedAmount;
if (energyAccepted >= energyRequired) {
world.destroyBlockInWorldPartially(minerId, x, y, z, -1);
hasMined = true;
Block block = world.getBlock(x, y, z);
int meta = world.getBlockMetadata(x, y, z);
/* TODO gamerforEA code replace, old code:
BlockEvent.BreakEvent breakEvent = new BlockEvent.BreakEvent(x, y, z, world, block, meta, CoreProxy.proxy.getBuildCraftPlayer((WorldServer) world).get());
MinecraftForge.EVENT_BUS.post(breakEvent);
if (!breakEvent.isCanceled())*/
EntityPlayer player =
this.owner instanceof TileBuildCraft
? ((TileBuildCraft) this.owner).getOwnerFake()
: CoreProxy.proxy.getBuildCraftPlayer((WorldServer) world).get();
if (!FakePlayerUtils.cantBreak(player, x, y, z))
// TODO gamerforEA code end
{
List<ItemStack> stacks = BlockUtils.getItemStackFromBlock((WorldServer) world, x, y, z);
if (stacks != null) {
for (ItemStack s : stacks) {
if (s != null) {
mineStack(s);
}
}
}
world.playAuxSFXAtEntity(null, 2001, x, y, z, Block.getIdFromBlock(block) + (meta << 12));
Utils.preDestroyBlock(world, x, y, z);
world.setBlockToAir(x, y, z);
} else {
hasFailed = true;
}
} else {
world.destroyBlockInWorldPartially(
minerId,
x,
y,
z,
MathUtils.clamp((int) Math.floor(energyAccepted * 10 / energyRequired), 0, 9));
}
return usedAmount;
}
/** Sets the navigator to move along x and y by X and Y. */
public void setTarget(double x, double y) {
if (!calibrator.isCalibrated()) return;
MathUtils.set(target, x, y);
MathUtils.set(offtarget, target);
calibrator.getRequiredSteps(target);
targetSet = true;
steps.x = (steps.x > 0) ? (int) (steps.x + 0.5) : (int) (steps.x - 0.5); // round no. of steps
steps.y = (steps.y > 0) ? (int) (steps.y + 0.5) : (int) (steps.y - 0.5);
calibrator.adjustBacklash(steps);
}
// **************************************************************************
// Test methods
// **************************************************************************
public void test1D() {
double[] buff = new double[100];
for (int i = 0; i < 100; i++) {
buff[i] = Math.random(); // range between 0 and 1
}
ArrayUtils.normalize(buff, -1, 1, 0, 100); // Buffer, Min val, Max,
// start index, length
assertTrue(MathUtils.isApproximatelyEqual(-1, ArrayUtils.min(buff)));
assertTrue(MathUtils.isApproximatelyEqual(1, ArrayUtils.max(buff)));
}
/**
* Creates a unit vector from the given vector
*
* @param vec any vector n-dimensional
* @return unit vector (n-dimensional) with norm = 1
*/
public static double[] UnitVector(double[] vec) {
int n = vec.length;
double[] unitVect = new double[n];
double normVec = MathUtils.norm(vec);
unitVect = MathUtils.scale(vec, 1.0 / normVec);
// System.out.println("Norm:" + MathUtils.norm(unitVect));
return unitVect;
} // UnitVector
@Override
public void safeRun() {
taskPendingStats.registerSuccessfulEvent(initNanos, TimeUnit.NANOSECONDS);
long startNanos = MathUtils.nowInNano();
this.runnable.safeRun();
long elapsedMicroSec = MathUtils.elapsedMicroSec(startNanos);
taskExecutionStats.registerSuccessfulEvent(elapsedMicroSec, TimeUnit.MICROSECONDS);
if (elapsedMicroSec >= warnTimeMicroSec) {
logger.warn(
"Runnable {}:{} took too long {} micros to execute.",
new Object[] {runnable, runnable.getClass(), elapsedMicroSec});
}
}
@Test
public void dblReturnsExpectedResult() {
for (int i = 0; i < 1000; i++) {
// Arrange:
final GroupElement g = MathUtils.getRandomGroupElement();
// Act:
final GroupElement h1 = g.dbl();
final GroupElement h2 = MathUtils.doubleGroupElement(g);
// Assert:
Assert.assertThat(h2, IsEqual.equalTo(h1));
}
}
@Test
public void dblPrecomputedTableContainsExpectedGroupElements() {
// Arrange:
GroupElement g = ed25519.getB();
GroupElement h = MathUtils.addGroupElements(g, g);
// Act + Assert:
for (int i = 0; i < 8; i++) {
Assert.assertThat(
MathUtils.toRepresentation(g, GroupElement.Representation.PRECOMP),
IsEqual.equalTo(ed25519.getB().dblPrecmp[i]));
g = MathUtils.addGroupElements(g, h);
}
}
@Test
public void subReturnsExpectedResult() {
for (int i = 0; i < 1000; i++) {
// Arrange:
final GroupElement g1 = MathUtils.getRandomGroupElement();
final GroupElement g2 = MathUtils.getRandomGroupElement();
// Act:
final GroupElement h1 = g1.sub(g2.toCached());
final GroupElement h2 = MathUtils.addGroupElements(g1, MathUtils.negateGroupElement(g2));
// Assert:
Assert.assertThat(h2, IsEqual.equalTo(h1));
}
}
@Test
public void constructorUsingByteArrayReturnsExpectedResult() {
for (int i = 0; i < 100; i++) {
// Arrange:
final GroupElement g = MathUtils.getRandomGroupElement();
final byte[] bytes = g.toByteArray();
// Act:
final GroupElement h1 = new GroupElement(curve, bytes);
final GroupElement h2 = MathUtils.toGroupElement(bytes);
// Assert:
Assert.assertThat(h1, IsEqual.equalTo(h2));
}
}
// This test is slow (~6s) due to math utils using an inferior algorithm to calculate the result.
@Test
public void scalarMultiplyBasePointReturnsExpectedResult() {
for (int i = 0; i < 100; i++) {
// Arrange:
final GroupElement basePoint = ed25519.getB();
final FieldElement f = MathUtils.getRandomFieldElement();
// Act:
final GroupElement g = basePoint.scalarMultiply(f.toByteArray());
final GroupElement h = MathUtils.scalarMultiplyGroupElement(basePoint, f);
// Assert:
Assert.assertThat(g, IsEqual.equalTo(h));
}
}
@Test
public void hashCodesAreEqualForEquivalentObjects() {
// Arrange:
final GroupElement g1 = MathUtils.getRandomGroupElement();
final GroupElement g2 = MathUtils.toRepresentation(g1, GroupElement.Representation.P2);
final GroupElement g3 = MathUtils.toRepresentation(g1, GroupElement.Representation.P1P1);
final GroupElement g4 = MathUtils.getRandomGroupElement();
// Assert
Assert.assertThat(g2.hashCode(), IsEqual.equalTo(g1.hashCode()));
Assert.assertThat(g3.hashCode(), IsEqual.equalTo(g1.hashCode()));
Assert.assertThat(g1.hashCode(), IsNot.not(IsEqual.equalTo(g4.hashCode())));
Assert.assertThat(g2.hashCode(), IsNot.not(IsEqual.equalTo(g4.hashCode())));
Assert.assertThat(g3.hashCode(), IsNot.not(IsEqual.equalTo(g4.hashCode())));
}
/**
* 将以 byte 为单位的文件大小转换为一个可读性更好的文件大小，最终结果精确到一位小数。
*
* @param size 以 byte 为单位的文件大小
* @return 更具可读性的文件大小（包括单位：GB、MB、KB、B），例如：102 B、1.5 KB、23.8 MB、34.2 GB
*/
public static String byteCountToDisplaySize(long size) {
String displaySize;
if (size / ONE_GB > 0) {
displaySize = MathUtils.div(size * 1.0, ONE_GB, 1) + " GB";
} else if (size / ONE_MB > 0) {
displaySize = MathUtils.div(size * 1.0, ONE_MB, 1) + " MB";
} else if (size / ONE_KB > 0) {
displaySize = MathUtils.div(size * 1.0, ONE_KB, 1) + " KB";
} else {
displaySize = String.valueOf(size) + " B";
}
return displaySize;
}
public void test2D() {
double[][] buff = new double[4][4];
for (int j = 0; j < 4; j++) {
for (int i = 0; i < 4; i++) {
buff[j][i] = Math.random(); // range between 0 and 1
}
}
ArrayUtils.normalize(buff, -10, 10, 1, 2, 1, 2);
assertTrue(MathUtils.isApproximatelyEqual(-10, ArrayUtils.min(buff)));
assertTrue(MathUtils.isApproximatelyEqual(10, ArrayUtils.max(buff)));
}
public void test3D() {
double[][][] buff = new double[8][4][2];
for (int k = 0; k < 8; k++) {
for (int j = 0; j < 4; j++) {
for (int i = 0; i < 2; i++) buff[k][j][i] = Math.random(); // range between 0 and 1
}
}
ArrayUtils.normalize(buff, -1, 1); // Buffer, Min val, Max,
// start index, length
// ArrayUtils.print(buff);
assertTrue(MathUtils.isApproximatelyEqual(-1, ArrayUtils.min(buff)));
assertTrue(MathUtils.isApproximatelyEqual(1, ArrayUtils.max(buff)));
}
public void addAll(T[] array, int start, int count) {
T[] items = this.items;
int sizeNeeded = size + count;
if (sizeNeeded > items.length) items = resize(MathUtils.max(8, (int) (sizeNeeded * 1.75f)));
System.arraycopy(array, start, items, size, count);
size += count;
}
protected T[] resize(int newSize) {
T[] items = this.items;
T[] newItems = (T[]) new Object[newSize];
System.arraycopy(items, 0, newItems, 0, MathUtils.min(size, newItems.length));
this.items = newItems;
return newItems;
}
@Override
public boolean evaluate(InvocationContext context) {
Object left = ((AbstractExpression) jjtGetChild(0)).value(context);
Object right = ((AbstractExpression) jjtGetChild(1)).value(context);
if (left instanceof Number && right instanceof Number) {
return MathUtils.compare((Number) left, (Number) right) != 0;
}
// 都不为null，一个是另一个的子类，则使用equals操作
if (left != null
&& right != null
&& (left.getClass().isAssignableFrom(right.getClass())
|| right.getClass().isAssignableFrom(left.getClass()))) {
return !left.equals(right);
}
if (left == null && right == null) { // 都为null
return false;
} else if (left == null || right == null) { // 一个为null，一个不为null
return true;
} else { // 都不为null
left = left.toString();
right = right.toString();
return !left.equals(right);
}
}
private long getThreadID(Object orderingKey) {
// skip hashcode generation in this special case
if (threadIds.length == 1) {
return threadIds[0];
}
return threadIds[MathUtils.signSafeMod(orderingKey.hashCode(), threadIds.length)];
}
/**
* Converts this vector into a unit vector by dividing it internally by its length. If the length
* is 0, (ie, if the vector is 0, 0, 0, 0) then no action is taken.
*
* @return this vector for chaining
*/
public Vector4 normalizeLocal() {
final double lengthSq = lengthSquared();
if (Math.abs(lengthSq) > MathUtils.EPSILON) {
return multiplyLocal(MathUtils.inverseSqrt(lengthSq));
}
return this;
}
@Test
public void toByteArrayReturnsExpectedResult() {
for (int i = 0; i < 100; i++) {
// Arrange:
final GroupElement g = MathUtils.getRandomGroupElement();
// Act:
final byte[] gBytes = g.toByteArray();
final byte[] bytes = MathUtils.toByteArray(MathUtils.toBigInteger(g.getY()));
if (MathUtils.toBigInteger(g.getX()).mod(new BigInteger("2")).equals(BigInteger.ONE)) {
bytes[31] |= 0x80;
}
// Assert:
Assert.assertThat(Arrays.equals(gBytes, bytes), IsEqual.equalTo(true));
}
}
ExecutorService chooseThread(Object orderingKey) {
// skip hashcode generation in this special case
if (threads.length == 1) {
return threads[0];
}
return threads[MathUtils.signSafeMod(orderingKey.hashCode(), threads.length)];
}