org.nd4j.linalg.indexing.SpecifiedIndex Maven / Gradle / Ivy
package org.nd4j.linalg.indexing;
import com.google.common.primitives.Longs;
import lombok.Data;
import net.ericaro.neoitertools.Generator;
import net.ericaro.neoitertools.Itertools;
import org.nd4j.linalg.api.ndarray.INDArray;
import org.nd4j.linalg.util.LongUtils;
import java.util.Arrays;
import java.util.List;
import java.util.NoSuchElementException;
/**
* @author Adam Gibson
*/
@Data
public class SpecifiedIndex implements INDArrayIndex {
private long[] indexes;
private int counter = 0;
public SpecifiedIndex(int... indexes) {
this.indexes = LongUtils.toLongs(indexes);
}
public SpecifiedIndex(long... indexes) {
this.indexes = indexes;
}
@Override
public long end() {
return indexes[indexes.length - 1];
}
@Override
public long offset() {
return indexes[0];
}
@Override
public long length() {
return indexes.length;
}
@Override
public long stride() {
return 1;
}
@Override
public long current() {
return indexes[counter - 1];
}
@Override
public boolean hasNext() {
return counter < indexes.length;
}
@Override
public long next() {
return indexes[counter++];
}
/**
* Return the next index with its position in the indexes array
* */
public long[] nextSparse() {
return new long[] {indexes[counter], counter++};
}
@Override
public void reverse() {
}
@Override
public boolean isInterval() {
return false;
}
@Override
public void setInterval(boolean isInterval) {
}
@Override
public void init(INDArray arr, long begin, int dimension) {
}
@Override
public void init(INDArray arr, int dimension) {
}
@Override
public void init(long begin, long end, long max) {
}
@Override
public void init(long begin, long end) {
}
@Override
public void reset() {
counter = 0;
}
/**
* Iterate over a cross product of the
* coordinates
* @param indexes the coordinates to iterate over.
* Each element of the array should be of opType {@link SpecifiedIndex}
* otherwise it will end up throwing an exception
* @return the generator for iterating over all the combinations of the specified indexes.
*/
public static Generator>> iterate(INDArrayIndex... indexes) {
Generator>> gen = Itertools.product(new SpecifiedIndexesGenerator(indexes));
return gen;
}
/**
* Iterate over a cross product of the
* coordinates
* @param indexes the coordinates to iterate over.
* Each element of the array should be of opType {@link SpecifiedIndex}
* otherwise it will end up throwing an exception
* @return the generator for iterating over all the combinations of the specified indexes.
*/
public static Generator>> iterateOverSparse(INDArrayIndex... indexes) {
Generator>> gen = Itertools.product(new SparseSpecifiedIndexesGenerator(indexes));
return gen;
}
/**
* A generator for {@link SpecifiedIndex} for
* {@link Itertools#product(Generator)}
* to iterate
over an array given a set of iterators
*/
public static class SpecifiedIndexesGenerator implements Generator>> {
private int index = 0;
private INDArrayIndex[] indexes;
/**
* The indexes to generate from
* @param indexes the indexes to generate from
*/
public SpecifiedIndexesGenerator(INDArrayIndex[] indexes) {
this.indexes = indexes;
}
@Override
public Generator> next() throws NoSuchElementException {
if (index >= indexes.length) {
throw new NoSuchElementException("Done");
}
SpecifiedIndex specifiedIndex = (SpecifiedIndex) indexes[index++];
Generator> ret = specifiedIndex.generator();
return ret;
}
}
/**
* A generator for {@link SpecifiedIndex} for
* {@link Itertools#product(Generator)}
* to iterate
over an array given a set of iterators
*/
public static class SparseSpecifiedIndexesGenerator implements Generator>> {
private int index = 0;
private INDArrayIndex[] indexes;
/**
* The indexes to generate from
* @param indexes the indexes to generate from
*/
public SparseSpecifiedIndexesGenerator(INDArrayIndex[] indexes) {
this.indexes = indexes;
}
@Override
public Generator> next() throws NoSuchElementException {
if (index >= indexes.length) {
throw new NoSuchElementException("Done");
}
SpecifiedIndex specifiedIndex = (SpecifiedIndex) indexes[index++];
Generator> ret = specifiedIndex.sparseGenerator();
return ret;
}
}
public class SingleGenerator implements Generator> {
/**
* @return the next item in the sequence.
* @throws NoSuchElementException when sequence is exhausted.
*/
@Override
public List next() throws NoSuchElementException {
if (!SpecifiedIndex.this.hasNext())
throw new NoSuchElementException();
return Longs.asList(SpecifiedIndex.this.next());
}
}
public class SparseSingleGenerator implements Generator> {
/**
* @return the next item in the sequence.
* @throws NoSuchElementException when sequence is exhausted.
*/
@Override
public List next() throws NoSuchElementException {
if (!SpecifiedIndex.this.hasNext())
throw new NoSuchElementException();
long[] pair = SpecifiedIndex.this.nextSparse();
return Arrays.asList(pair[0], pair[1]);
}
}
public Generator> generator() {
return new SingleGenerator();
}
public Generator> sparseGenerator() {
return new SparseSingleGenerator();
}
}