I'm processing a batch of text files, and I need to use the Stanford parser's output as a numeric list of nodes and edges where Nodes have IDs and labels, edges consist of two node ids and an edge weight like:
Node List: 1 A , 2 B...
Edge list: 1 2 10, 2 1 10...
According to the Stanford NLP javadoc -->Class SemanticGraph:
There is no mechanism for returning all edges at once (eg edgeSet()). This is intentional. Use edgeIterable() to iterate over the edges if necessary.
How to do it? I tried this code:
import java.io.*;
import java.util.*;
import edu.stanford.nlp.io.*;
import edu.stanford.nlp.ling.*;
import edu.stanford.nlp.pipeline.*;
import edu.stanford.nlp.semgraph.SemanticGraph;
import edu.stanford.nlp.semgraph.SemanticGraphEdge;
import edu.stanford.nlp.trees.*;
import edu.stanford.nlp.util.*;
public class StanfordCoreNlpSemGraph {
public static void main(String[] args) throws IOException {
PrintWriter out;
if (args.length > 1) {
out = new PrintWriter(args[1]);
} else {
out = new PrintWriter(System.out);
}
PrintWriter xmlOut = null;
if (args.length > 2) {
xmlOut = new PrintWriter(args[2]);
}
StanfordCoreNLP pipeline = new StanfordCoreNLP();
Annotation annotation;
if (args.length > 0) {
annotation = new Annotation(IOUtils.slurpFileNoExceptions(args[0]));
} else {
annotation = new Annotation("This is the first annotation.");
}
pipeline.annotate(annotation);
pipeline.prettyPrint(annotation, out);
if (xmlOut != null) {
pipeline.xmlPrint(annotation, xmlOut);
}
// An Annotation is a Map.
// For instance, this gets the parse tree of the first sentence.
List<CoreMap> sentences = annotation.get(CoreAnnotations.SentencesAnnotation.class);
if (sentences != null && sentences.size() > 0) {
CoreMap sentence = sentences.get(0);
Tree tree = sentence.get(TreeCoreAnnotations.TreeAnnotation.class);
out.println();
out.println("The first sentence parsed is:");
tree.pennPrint(out);
Object IndexedWord;
SemanticGraph sg = new SemanticGraph();
SemanticGraphEdge edge = new SemanticGraphEdge(edge);
for (SemanticGraphEdge edge : sg.edgeIterable())
{
int headIndex = edge.getGovernor().index();
int depIndex = edge.getDependent().index();
int weight = 1; // "edge weight"-- should it be the
// sum of the weights of the
// selected edges?
System.out.printf("%d %d %d%n", headIndex, depIndex, weight);
}
}
}
}
But it throws an error: Duplicate local variable edge StanfordCoreNlpSemGraph.java /stan-nlp/src line 60
Here's a basic example of forming the edge list. (The node list part should be easy — you just need to iterate over the tokens in the sentence and print them out.)
SemanticGraph sg = ....
for (SemanticGraphEdge edge : sg.getEdgesIterable()) {
int headIndex = edge.getGovernor().index();
int depIndex = edge.getDependent().index();
int weight = ... // Not sure what "edge weight" you want here.
System.out.printf("%d %d %d%n", headIndex, depIndex, weight);
}