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Stanford CoreNLP provides a set of natural language analysis tools which can take raw English language text input and give the base forms of words, their parts of speech, whether they are names of companies, people, etc., normalize dates, times, and numeric quantities, mark up the structure of sentences in terms of phrases and word dependencies, and indicate which noun phrases refer to the same entities. It provides the foundational building blocks for higher level text understanding applications.
package edu.stanford.nlp.ling.tokensregex;
import edu.stanford.nlp.pipeline.ChunkAnnotationUtils;
import edu.stanford.nlp.pipeline.CoreMapAggregator;
import edu.stanford.nlp.util.CollectionUtils;
import edu.stanford.nlp.util.CoreMap;
import java.util.ArrayList;
import java.util.Collections;
import java.util.List;
import java.util.Map;
/**
* Performs a action on a matched sequence
*
* @author Angel Chang
*/
public abstract class CoreMapSequenceMatchAction implements SequenceMatchAction {
public final static class AnnotateAction extends CoreMapSequenceMatchAction {
Map attributes; // TODO: Preconvert, handle when to overwrite existing attributes
public AnnotateAction(Map attributes) {
this.attributes = attributes;
}
public SequenceMatchResult apply(SequenceMatchResult matchResult, int... groups) {
for (int group:groups) {
int groupStart = matchResult.start(group);
if (groupStart >=0) {
int groupEnd = matchResult.end(group);
ChunkAnnotationUtils.annotateChunks(matchResult.elements(), groupStart, groupEnd, attributes);
}
}
return matchResult;
}
}
public final static MergeAction DEFAULT_MERGE_ACTION = new MergeAction();
public final static class MergeAction extends CoreMapSequenceMatchAction {
CoreMapAggregator aggregator = CoreMapAggregator.getDefaultAggregator();
public MergeAction() {}
public MergeAction(CoreMapAggregator aggregator) {
this.aggregator = aggregator;
}
public SequenceMatchResult apply(SequenceMatchResult matchResult, int... groups)
{
BasicSequenceMatchResult res = matchResult.toBasicSequenceMatchResult();
List elements = matchResult.elements();
List mergedElements = new ArrayList<>();
res.elements = mergedElements;
int last = 0;
int mergedGroup = 0;
int offset = 0;
List orderedGroups = CollectionUtils.asList(groups);
Collections.sort(orderedGroups);
for (int group:orderedGroups) {
int groupStart = matchResult.start(group);
if (groupStart >= last) {
// Add elements from last to start of group to merged elements
mergedElements.addAll(elements.subList(last,groupStart));
// Fiddle with matched group indices
for (; mergedGroup < group; mergedGroup++) {
if (res.matchedGroups[mergedGroup] != null) {
res.matchedGroups[mergedGroup].matchBegin -= offset;
res.matchedGroups[mergedGroup].matchEnd -= offset;
}
}
// Get merged element
int groupEnd = matchResult.end(group);
if (groupEnd - groupStart >= 1) {
CoreMap merged = aggregator.merge(elements, groupStart, groupEnd);
mergedElements.add(merged);
last = groupEnd;
// Fiddle with matched group indices
res.matchedGroups[mergedGroup].matchBegin = mergedElements.size()-1;
res.matchedGroups[mergedGroup].matchEnd = mergedElements.size();
mergedGroup++;
while (mergedGroup < res.matchedGroups.length) {
if (res.matchedGroups[mergedGroup] != null) {
if (res.matchedGroups[mergedGroup].matchBegin == matchResult.start(group) &&
res.matchedGroups[mergedGroup].matchEnd == matchResult.end(group)) {
res.matchedGroups[mergedGroup].matchBegin = res.matchedGroups[group].matchBegin;
res.matchedGroups[mergedGroup].matchEnd = res.matchedGroups[group].matchEnd;
} else if (res.matchedGroups[mergedGroup].matchEnd <= matchResult.end(group)) {
res.matchedGroups[mergedGroup] = null;
} else {
break;
}
}
mergedGroup++;
}
offset = matchResult.end(group) - res.matchedGroups[group].matchEnd;
}
}
}
// Add rest of elements
mergedElements.addAll(elements.subList(last, elements.size()));
// Fiddle with matched group indices
for (; mergedGroup < res.matchedGroups.length; mergedGroup++) {
if (res.matchedGroups[mergedGroup] != null) {
res.matchedGroups[mergedGroup].matchBegin -= offset;
res.matchedGroups[mergedGroup].matchEnd -= offset;
}
}
return res;
}
}
}