/
Arrays.java
675 lines (569 loc) · 16.8 KB
/
Arrays.java
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package mikera.util;
import java.lang.reflect.Array;
import java.util.ArrayList;
import java.util.List;
import mikera.util.emptyobjects.NullArrays;
public class Arrays {
public static final float[] NULL_FLOATS=NullArrays.NULL_FLOATS;
public static final int[] NULL_INTS=NullArrays.NULL_INTS;
public static final byte[] NULL_BYTES=NullArrays.NULL_BYTES;
public static final double[] NULL_DOUBLES=NullArrays.NULL_DOUBLES;
public static <T extends Comparable<? super T>> boolean isSorted(T[] a, int start, int end) {
while (start<end) {
if (a[start].compareTo(a[start+1])>0) return false;
start++;
}
return true;
}
public static <T extends Comparable<? super T>> boolean isSorted(List<T> a) {
int length=a.size();
if (length<=1) return true;
int i=1;
T previous=a.get(0);
while (i<length) {
T current=a.get(i++);
if (previous.compareTo(current)>0) return false;
previous=current;
}
return true;
}
public static <T> T[] insertElement(T[] array, T value, int i) {
int count=array.length;
T[] newarray=(T[]) Array.newInstance(array.getClass().getComponentType(), count+1);
System.arraycopy(array, 0, newarray, 0, i);
newarray[i]=value;
System.arraycopy(array, i, newarray, i+1, count-i);
return newarray;
}
public static float[] insertElement(float[] array, float value, int i) {
int count=array.length;
float[] newarray=new float[count+1];
System.arraycopy(array, 0, newarray, 0, i);
newarray[i]=value;
System.arraycopy(array, i, newarray, i+1, count-i);
return newarray;
}
public static <T> T[] deleteElement(T[] array, int i) {
int count=array.length;
T[] newarray=(T[]) Array.newInstance(array.getClass().getComponentType(), count-1);
System.arraycopy(array, 0, newarray, 0, i);
System.arraycopy(array, i+1, newarray, i, count-i-1);
return newarray;
}
public static float[] deleteElement(float[] array, int i) {
int count=array.length;
float[] newarray=new float[count-1];
System.arraycopy(array, 0, newarray, 0, i);
System.arraycopy(array, i+1, newarray, i, count-i-1);
return newarray;
}
public static void swap(int[] data, int a, int b) {
int t=data[a];
data[a]=data[b];
data[b]=t;
}
/**
* Removes duplicate values from a sorted array of ints
*
* Returns an array containing the deduplicated values
*
* Destroys the original array whenever duplicates are found
*
* @param sortedData
* @return
*/
public static int[] deduplicate(int[] sortedData) {
int di=0;
int si=1;
while (si<sortedData.length) {
int v=sortedData[si];
if (sortedData[di]==v) {
si++;
} else {
sortedData[di+1]=v;
di++;
si++;
}
}
di++;
if (di<sortedData.length) {
int[] ndata=new int[di];
System.arraycopy(sortedData, 0, ndata, 0, di);
return ndata;
}
return sortedData;
}
public static void boundToRange(double[] data, double min, double max) {
for (int i=0; i<data.length; i++) {
data[i]=Maths.bound(min, data[i], max);
}
}
public static float squareDistance(float[] a, float[] b) {
float eSquared=0;
for (int i=0; (i<a.length); i++) {
float d=a[i]-b[i];
eSquared+=d*d;
}
return eSquared;
}
public static void fillRandom(float[] a) {
fillRandom(a,0,a.length);
}
public static void fillRandom(float[] a, int start, int length) {
for (int i=0; i<length; i++) {
a[start+i]=Rand.nextFloat();
}
}
public static void fillRandom(double[] a) {
fillRandom(a,0,a.length);
}
public static void fillRandom(double[] a, int start, int length) {
for (int i=0; i<length; i++) {
a[start+i]=Rand.nextDouble();
}
}
public static void mergeCopy(double[] src, int srcOffset, double[] dest, int destOffset, int length,double proportion) {
double keep=1.0-proportion;
for (int i=0; i<length; i++) {
double d=dest[destOffset+i]*keep+src[srcOffset+i]*proportion;
dest[destOffset+i]=d;
}
}
public static void mergeLinear(double[] src, double[] dst, int length, double srcProportion, double dstProportion) {
for (int i=0; i<length; i++) {
double dv=dst[i];
double sv=src[i];
dst[i]=( sv*srcProportion) + (dv*dstProportion);
}
}
public static void mergeRandomly(double[] src, double[] dst, int length, double srcProportion, double dstProportion) {
for (int i=0; i<length; i++) {
if (Rand.chance(srcProportion)) dst[i]=src[i];
}
}
public static void mergeInterleave(double[] src, double[] dst, int length, double srcProportion, double dstProportion) {
for (int i=0; i<(int)(length*srcProportion); i++) {
dst[i]=src[i];
}
}
public static void mergeTanhSourceCertainty(double[] src, double[] dst, int length, double srcProportion, double dstProportion) {
for (int i=0; i<length; i++) {
if (Rand.chance(srcProportion)) {
double dv=dst[i];
double sv=src[i];
double sourceCertainty=sv*sv;
dst[i]=sourceCertainty*sv+(1-sourceCertainty)*dv;
}
}
}
public static void mergeTanhCertainty(double[] src, double[] dst, int length, double srcProportion, double dstProportion) {
for (int i=0; i<length; i++) {
if (Rand.chance(srcProportion)) {
double dv=dst[i];
double sv=src[i];
double sourceCertainty=sv*sv*srcProportion;
double destCertainty=sv*sv*dstProportion;
dst[i]=(sourceCertainty*sv+destCertainty*dv)/(sourceCertainty+destCertainty);
}
}
}
public static void mergeProbabilities(double[] src, double[] dst, int length, double srcProportion, double dstProportion) {
for (int i=0; i<length; i++) {
double dv=dst[i];
double sv=src[i];
double result= Math.sqrt(dv*sv) / ( Math.sqrt( dv*sv ) + Math.sqrt((1-dv)*(1-sv)) );
dst[i]=result;
}
}
public static void mergeGeometric(double[] src, double[] dst, int length, double srcProportion, double dstProportion) {
for (int i=0; i<length; i++) {
double dv=dst[i];
double sv=src[i];
if (dstProportion<=0.0) {
dst[i]=Math.pow(sv,srcProportion);
} else if (srcProportion<=0.0){
dst[i]=Math.pow(dv,dstProportion);
} else {
dst[i]=Math.pow(sv,srcProportion)*Math.pow(dv,dstProportion);
}
}
}
public static <T> void swap(List<T> a, int x, int y) {
T t=a.get(x);
a.set(x,a.get(y));
a.set(y,t);
}
public static <T> void swap(ArrayList<T> a, int x, int y) {
T t=a.get(x);
a.set(x,a.get(y));
a.set(y,t);
}
public static <T> void swap(T[] a, int x, int y) {
T t=a[x];
a[x]=a[y];
a[y]=t;
}
public static <T extends Comparable<? super T>> void mergeInOrder(T[] src, T[] dst, int p1, int p2, int p3, int p4) {
if (src[p2].compareTo(src[p3])<=0) return; // already sorted!
// cut away ends
while (src[p1].compareTo(src[p3])<=0) p1++;
while (src[p2].compareTo(src[p4])<=0) p4--;
int i1=p1;
int i3=p3;
int di=p1;
while(di<p4) {
if (src[i1].compareTo(src[i3])<=0) {
dst[di++]=src[i1++];
} else {
dst[di++]=src[i3++];
if (i3>p4) {
System.arraycopy(src,i1,dst,di,p2-i1+1);
break;
}
}
}
System.arraycopy(dst, p1, src, p1, (p4-p1)+1);
}
public static <T extends Comparable<? super T>> void mergeSort(T[] src, T[] dst, int start, int end) {
if (start+1>=end) {
if (start>=end) return;
if (src[start].compareTo(src[end])>0) {
swap(src,start,end);
}
return;
}
int middle=(start+end)/2;
mergeSort(src,dst,start, middle);
mergeSort(src,dst,middle+1, end);
mergeInOrder(src,dst,start,middle,middle+1,end);
}
private static ThreadLocal<Comparable<?>[]> mergeSortTemp=new ThreadLocal<Comparable<?>[]>();
@SuppressWarnings("unchecked")
public static <T extends Comparable<? super T>> void mergeSort(T[] src) {
int length=src.length;
Comparable<?>[] temp=mergeSortTemp.get();
if ((temp==null)||(temp.length<length)) {
temp=new Comparable[length*3/2];
mergeSortTemp.set(temp);
}
mergeSort(src,(T[])temp,0,length-1);
}
public static void main(String[] args) {
ArrayList<Integer> al=new ArrayList<Integer>();
System.out.println(Arrays.isSorted(al));
al.add(1);
System.out.println(Arrays.isSorted(al));
al.add(2);
System.out.println(Arrays.isSorted(al));
al.add(10);
System.out.println(Arrays.isSorted(al));
al.add(3);
System.out.println(Arrays.isSorted(al));
}
public static <T> T[] resize(T[] array, int newsize) {
int len=array.length;
T[] newarray=(T[]) Array.newInstance(array.getClass().getComponentType(), newsize);
System.arraycopy(array, 0, newarray, 0, Maths.min(newsize,len));
return newarray;
}
public static void zeroFill(float[] array) {
java.util.Arrays.fill(array, 0);
}
public static void zeroFill(double[] array) {
java.util.Arrays.fill(array, 0);
}
public static void add(float[] dest, float[] src) {
for (int i=0; i<src.length; i++) {
dest[i]+=src[i];
}
}
public static void add(double[] dest, double[] src) {
for (int i=0; i<src.length; i++) {
dest[i]+=src[i];
}
}
public static void sub(double[] dest, double[] src, int length) {
for (int i=0; i<length; i++) {
dest[i]-=src[i];
}
}
public static void add(float[] src, float[] dest, float factor) {
for (int i=0; i<src.length; i++) {
dest[i]+=src[i]*factor;
}
}
public static void add(double[] src, double[] dest, double factor) {
for (int i=0; i<src.length; i++) {
dest[i]+=src[i]*factor;
}
}
public static void addWeighted(double[] src, double srcFactor, double[] dest, double destFactor) {
addWeighted(src,srcFactor,dest,destFactor,Maths.min(src.length, dest.length));
}
public static void addWeighted(double[] src, double srcFactor, double[] dest, double destFactor, int length) {
for (int i=0; i<length; i++) {
dest[i]= dest[i]*destFactor + src[i]*srcFactor;
}
}
public static void addMultiple(float[] src, int srcOffset, float[] dest, int destOffset, int length, float factor) {
for (int i=0; i<length; i++) {
dest[i+destOffset]+=src[i+srcOffset]*factor;
}
}
public static void addMultiple(double[] src, int srcOffset, double[] dest, int destOffset, int length, double factor) {
for (int i=0; i<length; i++) {
dest[i+destOffset]+=src[i+srcOffset]*factor;
}
}
public static void multiply(float[] array, float factor) {
for (int i=0; i<array.length; i++) {
array[i]*=factor;
}
}
public static void multiply(double[] array, double factor) {
for (int i=0; i<array.length; i++) {
array[i]*=factor;
}
}
public static void multiply(double[] array, int length, double factor) {
for (int i=0; i<length; i++) {
array[i]*=factor;
}
}
public static void add(float[] array, float value) {
for (int i=0; i<array.length; i++) {
array[i]+=value;
}
}
public static boolean checkRange(float[] array, double min, double max) {
for (int i=0; i<array.length; i++) {
float v=array[i];
if ((v<min)||(v>max)) return false;
}
return true;
}
public static boolean checkRange(double[] array, double min, double max) {
for (int i=0; i<array.length; i++) {
double v=array[i];
if ((v<min)||(v>max)) return false;
}
return true;
}
public static void applySigmoid(float[] data) {
applySigmoid(data,0,data.length);
}
public static void applySigmoid(double[] data) {
applySigmoid(data,0,data.length);
}
public static void applySigmoid(float[] data, int offset, int length) {
for (int i=offset; i<(offset+length); i++) {
data[i]=Maths.sigmoid(data[i]);
}
}
public static void applySigmoid(double[] data, int offset, int length) {
for (int i=offset; i<(offset+length); i++) {
data[i]=Maths.sigmoid(data[i]);
}
}
public static void applySoftplus(double[] data, int offset, int length) {
for (int i=offset; i<(offset+length); i++) {
data[i]=Maths.softplus(data[i]);
}
}
public static void applySigmoid(float[] data, int offset, int length, float gain) {
for (int i=offset; i<(offset+length); i++) {
data[i]=Maths.sigmoid(data[i]*gain);
}
}
public static void applySigmoid(double[] data, int offset, int length, double gain) {
for (int i=offset; i<(offset+length); i++) {
data[i]=Maths.sigmoid(data[i]*gain);
}
}
public static void applyTanh(float[] data) {
applyTanh(data,0,data.length);
}
public static void applyTanh(float[] data, int offset, int length) {
for (int i=offset; i<(offset+length); i++) {
data[i]=Maths.tanh(data[i]);
}
}
public static void applyTanh(double[] data) {
applyTanh(data,0,data.length);
}
public static void applyTanh(double[] data, int offset, int length) {
for (int i=offset; i<(offset+length); i++) {
data[i]=Maths.tanh(data[i]);
}
}
public static void applyTanhScaled(double[] data, int offset, int length) {
for (int i=offset; i<(offset+length); i++) {
data[i]=Maths.tanhScaled(data[i]);
}
}
public static void applyStochasticSigmoid(float[] data) {
applyStochasticSigmoid(data,0,data.length);
}
public static void applyStochasticSigmoid(float[] data, int offset, int length) {
for (int i=offset; i<(offset+length); i++) {
float v=data[i];
if (v<=-30f) {
data[i]=0.0f;
} else if (v>=30f) {
data[i]=1.0f;
} else {
data[i]=Rand.nextFloat()<Maths.sigmoid(v)?1:0;
}
}
}
public static void applyStochasticSigmoid(double[] data, int offset,
int length, double gain) {
for (int i=offset; i<(offset+length); i++) {
double v=data[i]*gain;
if (v<=-30f) {
data[i]=0.0f;
} else if (v>=30f) {
data[i]=1.0f;
} else {
data[i]=Rand.nextDouble()<Maths.sigmoid(v)?1:0;
}
}
}
public static void applyStochasticSigmoid(double[] data, int offset, int length) {
for (int i=offset; i<(offset+length); i++) {
double v=data[i];
if (v<=-30f) {
data[i]=0.0;
} else if (v>=30) {
data[i]=1.0;
} else {
data[i]=Rand.nextDouble()<Maths.sigmoid(v)?1:0;
}
}
}
public static void applyStochasticBinary(float[] data) {
applyStochasticBinary(data,0,data.length);
}
public static void applyStochasticBinary(float[] data, int offset, int length) {
for (int i=offset; i<(offset+length); i++) {
float v=data[i];
if (v<=0.0f) {
data[i]=0.0f;
} else if (v>=1.0f) {
data[i]=1.0f;
} else {
data[i]=Rand.nextFloat()<v?1:0;
}
}
}
public static void applyStochasticBinary(double[] data) {
applyStochasticBinary(data,0,data.length);
}
public static void applyStochasticBinary(double[] data, int offset, int length) {
for (int i=offset; i<(offset+length); i++) {
double v=data[i];
if (v<=0.0f) {
data[i]=0.0;
} else if (v>=1.0) {
data[i]=1.0;
} else {
data[i]=Rand.nextDouble()<v?1:0;
}
}
}
public static double squaredError(float[] output, float[] result) {
double err=0;
for (int i=0; i<output.length; i++) {
double d=output[i]-result[i];
err+=d*d;
}
return err;
}
public static double squaredError(double[] output, double[] result) {
double err=0;
for (int i=0; i<output.length; i++) {
double d=output[i]-result[i];
err+=d*d;
}
return err;
}
public static void bitsToFloatArray(long val, float[] data, int length) {
for (int i=0; i<length; i++) {
data[i]=((val&1)==0)?0.0f:1.0f;
val = val>>1;
}
}
public static void bitsToDoubleArray(long val, double[] data, int length) {
for (int i=0; i<length; i++) {
data[i]=((val&1)==0)?0.0:1.0;
val = val>>1;
}
}
/**
* Converts an integer to a float array encoding of the integer class number,
* i.e. 0 for all values other then the class number, 1 for the correct class
*
* @param val
* @param data
* @param length
*/
public static void intToClassArray(int classValue, float[] data, int length) {
for (int i=0; i<length; i++) {
data[i]=(classValue==i)?0.0f:1.0f;
}
}
public static boolean contains(int[] array, int value) {
for (int i=0; i<array.length; i++) {
if (array[i]==value) return true;
}
return false;
}
public static void shuffle(int[] is) {
for (int i=is.length-1; i>=1; i--) {
int j=Rand.r(i+1);
if (i!=j) {
int t=is[i];
is[i]=is[j];
is[j]=t;
}
}
}
public static void addConstant(int[] arr, int value) {
for (int i=0; i<arr.length ; i++) {
arr[i]+=value;
}
}
public static void copy(double[] src, double[] dest) {
System.arraycopy(src, 0,dest,0,src.length);
}
public static <T> T[] subArray(T[] array, int start, int end) {
int len=end-start;
T[] newarray=(T[]) Array.newInstance(array.getClass().getComponentType(), len);
System.arraycopy(array, start, newarray, 0, len);
return newarray;
}
public static void scaleToAverage(double[] data, int offset, int length,double targetAverage) {
double sum=0.0;
for (int i=offset; i<(length+offset); i++) {
sum+=data[i];
}
if (sum!=0) {
double factor=targetAverage*(length/sum);
for (int i=offset; i<(length+offset); i++) {
data[i]*=factor;
}
}
}
public static double[] calcAverage(double[][] arrays) {
int len=arrays[0].length;
double[] result=new double[len];
for (double [] ds : arrays) {
Arrays.add(result, ds);
}
double factor=1.0/arrays.length;
for (int i=0; i<len; i++) {
result[i]*=factor;
}
return result;
}
}