104 lines
3.6 KiB
Java
104 lines
3.6 KiB
Java
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package org.broadinstitute.sting.utils;
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import net.sf.picard.util.PeekableIterator;
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import java.util.*;
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/**
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* Randomly downsample from a stream of elements. This algorithm is a direct,
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* naive implementation of reservoir downsampling as described in "Random Downsampling
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* with a Reservoir" (Vitter 1985). At time of writing, this paper is located here:
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* http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.138.784&rep=rep1&type=pdf
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*
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* Note that using the ReservoirDownsampler will leave the given iterator in an undefined
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* state. Do not attempt to use the iterator (other than closing it) after the Downsampler
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* completes.
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*
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* @author mhanna
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* @version 0.1
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*/
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public class ReservoirDownsampler<T> implements Iterator<Collection<T>> {
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/**
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* Create a random number generator with a random, but reproducible, seed.
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*/
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private final Random random = new Random(47382911L);
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/**
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* The data source, wrapped in a peekable input stream.
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*/
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private final PeekableIterator<T> iterator;
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/**
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* Used to identify whether two elements are 'equal' in the eyes of the downsampler.
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*/
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private final Comparator<T> comparator;
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/**
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* What is the maximum number of reads that can be returned in a single batch.
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*/
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private final int maxElements;
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/**
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* Create a new downsampler with the given source iterator and given comparator.
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* @param iterator Source of the data stream.
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* @param comparator Used to compare two records to see whether they're 'equal' at this position.
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* @param maxElements What is the maximum number of reads that can be returned in any call of this
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*/
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public ReservoirDownsampler(final Iterator<T> iterator, final Comparator<T> comparator, final int maxElements) {
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this.iterator = new PeekableIterator<T>(iterator);
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this.comparator = comparator;
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if(maxElements < 0)
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throw new StingException("Unable to work with an negative size collection of elements");
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this.maxElements = maxElements;
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}
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public boolean hasNext() {
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return iterator.hasNext();
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}
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/**
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* Gets a collection of 'equal' elements, as judged by the comparator. If the number of equal elements
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* is greater than the maximum, then the elements in the collection should be a truly random sampling.
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* @return Collection of equal elements.
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*/
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public Collection<T> next() {
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if(!hasNext())
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throw new NoSuchElementException("No next element is present.");
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List<T> batch = new ArrayList<T>(maxElements);
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int currentElement = 0;
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// Determine our basis of equality.
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T first = iterator.next();
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if(maxElements > 0)
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batch.add(first);
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currentElement++;
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// Fill the reservoir
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while(iterator.hasNext() &&
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currentElement < maxElements &&
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comparator.compare(first,iterator.peek()) == 0) {
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batch.add(iterator.next());
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currentElement++;
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}
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// Trim off remaining elements, randomly selecting them using the process as described by Vitter.
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while(iterator.hasNext() && comparator.compare(first,iterator.peek()) == 0) {
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T candidate = iterator.next();
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final int slot = random.nextInt(currentElement);
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if(slot >= 0 && slot < maxElements)
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batch.set(slot,candidate);
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currentElement++;
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}
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return batch;
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}
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/**
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* Unsupported; throws exception to that effect.
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*/
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public void remove() {
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throw new UnsupportedOperationException("Cannot remove from a ReservoirDownsampler.");
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}
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}
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