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Stanford Parser processes raw text in English, Chinese, German, Arabic, and French, and extracts constituency parse trees.

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// Stanford Dependencies - Code for producing and using Stanford dependencies.
// Copyright © 2005-2014 The Board of Trustees of
// The Leland Stanford Junior University. All Rights Reserved.
//
// This program is free software; you can redistribute it and/or
// modify it under the terms of the GNU General Public License
// as published by the Free Software Foundation; either version 2
// of the License, or (at your option) any later version.
//
// This program is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
// GNU General Public License for more details.
//
// You should have received a copy of the GNU General Public License
// along with this program; if not, write to the Free Software
// Foundation, Inc., 59 Temple Place - Suite 330, Boston, MA  02111-1307, USA.
//
// For more information, bug reports, fixes, contact:
//    Christopher Manning
//    Dept of Computer Science, Gates 1A
//    Stanford CA 94305-9010
//    USA
//    [email protected]
//    http://nlp.stanford.edu/software/stanford-dependencies.shtml

package edu.stanford.nlp.trees;

import edu.stanford.nlp.international.Languages;
import edu.stanford.nlp.trees.international.pennchinese.ChineseGrammaticalRelations;
import edu.stanford.nlp.trees.tregex.TregexMatcher;
import edu.stanford.nlp.trees.tregex.TregexPattern;
import edu.stanford.nlp.trees.tregex.TregexPatternCompiler;
import edu.stanford.nlp.util.ArraySet;
import edu.stanford.nlp.util.Generics;
import edu.stanford.nlp.util.StringUtils;

import java.io.ObjectStreamException;
import java.io.Serializable;
import java.lang.ref.SoftReference;
import java.util.*;
import java.util.regex.Pattern;


/**
 * {@code GrammaticalRelation} is used to define a
 * standardized, hierarchical set of grammatical relations,
 * together with patterns for identifying them in
 * parse trees.

* * Each GrammaticalRelation has: *

    *
  • A String short name, which should be a lowercase * abbreviation of some kind (in the fure mainly Universal Dependency names).
  • *
  • A String long name, which should be descriptive.
  • *
  • A parent in the GrammaticalRelation hierarchy.
  • *
  • A {@link Pattern Pattern} called * sourcePattern which matches (parent) nodes from which * this GrammaticalRelation could hold. (Note: this is done * with the Java regex Pattern matches() predicate. The pattern * must match the * whole node name, and ^ or $ aren't needed. * Tregex constructions like __ do not work. Use ".*" to be applicable * at all nodes. This prefiltering is used for efficiency.)
  • *
  • A list of zero or more {@link TregexPattern * TregexPatterns} called targetPatterns, * which describe the local tree structure which must hold between * the source node and a target node for the * GrammaticalRelation to apply. (Note: {@code tregex} * regular expressions match with the {@code find()} method, while * literal string label descriptions that are not regular expressions must * be {@code equals()}.)
  • *
* * The targetPatterns associated * with a GrammaticalRelation are designed as follows. * In order to recognize a grammatical relation X holding between * nodes A and B in a parse tree, we want to associate with * GrammaticalRelation X a {@link TregexPattern * TregexPattern} such that: *
    *
  • the root of the pattern matches A, and
  • *
  • the pattern includes a node labeled "target", which matches B.
  • *
* For example, for the grammatical relation PREDICATE * which holds between a clause and its primary verb phrase, we might * want to use the pattern {@code "S < VP=target"}, in which the * root will match a clause and the node labeled "target" * will match the verb phrase.

* * For a given grammatical relation, the method {@link * GrammaticalRelation#getRelatedNodes getRelatedNodes()} * takes a Tree node as an argument and attempts to * return other nodes which have this grammatical relation to the * argument node. By default, this method operates as follows: it * steps through the patterns in the pattern list, trying to match * each pattern against the argument node, until it finds some * matches. If a pattern matches, all matching nodes (that is, each * node which corresponds to node label "target" in some match) are * returned as a list; otherwise the next pattern is tried.

* * For some grammatical relations, we need more sophisticated logic to * identify related nodes. In such cases, {@link * GrammaticalRelation#getRelatedNodes getRelatedNodes()} * can be overridden on a per-relation basis using anonymous subclassing.

* * @see GrammaticalStructure * @see EnglishGrammaticalStructure * @see EnglishGrammaticalRelations * @see edu.stanford.nlp.trees.international.pennchinese.ChineseGrammaticalRelations * * @author Bill MacCartney * @author Galen Andrew (refactoring English-specific stuff) * @author Ilya Sherman (refactoring annotation-relation pairing, which is now gone) */ public class GrammaticalRelation implements Comparable, Serializable { private static final long serialVersionUID = 892618003417550128L; private static final boolean DEBUG = System.getProperty("GrammaticalRelation", null) != null; private static final EnumMap> stringsToRelations = new EnumMap>(Language.class); /** * The "governor" grammatical relation, which is the inverse of "dependent".

*

* Example: "the red car" → gov(red, car) */ public static final GrammaticalRelation GOVERNOR = new GrammaticalRelation(Language.Any, "gov", "governor", null); /** * The "dependent" grammatical relation, which is the inverse of "governor".

*

* Example: "the red car" → dep(car, red) */ public static final GrammaticalRelation DEPENDENT = new GrammaticalRelation(Language.Any, "dep", "dependent", null); /** * The "root" grammatical relation between a faked "ROOT" node, and the root of the sentence. */ public static final GrammaticalRelation ROOT = new GrammaticalRelation(Language.Any, "root", "root", null); /** * Dummy relation, used while collapsing relations, e.g., in English & Chinese GrammaticalStructure */ public static final GrammaticalRelation KILL = new GrammaticalRelation(Language.Any, "KILL", "dummy relation kill", null); /** * Returns the GrammaticalRelation having the given string * representation (e.g. "nsubj"), or null if no such is found. * * @param s The short name of the GrammaticalRelation * @param values The set of GrammaticalRelations to look for it among. * @return The GrammaticalRelation with that name */ public static GrammaticalRelation valueOf(String s, Collection values) { for (GrammaticalRelation reln : values) { if (reln.toString().equals(s)) return reln; } return null; } /** Convert from a String representation of a GrammaticalRelation to a * GrammaticalRelation. Where possible, you should avoid using this * method and simply work with true GrammaticalRelations rather than * String representations. Correct behavior of this method depends * on the underlying data structure resources used being kept in sync * with the toString() and equals() methods. However, there is really * no choice but to use this method when storing GrammaticalRelations * to text files and then reading them back in, so this method is not * deprecated. * * @param s The String representation of a GrammaticalRelation * @return The grammatical relation represented by this String */ public static GrammaticalRelation valueOf(Language language, String s) { GrammaticalRelation reln = (stringsToRelations.get(language) != null ? valueOf(s, stringsToRelations.get(language).values()) : null); if (reln == null) { // TODO this breaks the hierarchical structure of the classes, // but it makes English relations that much likelier to work. reln = EnglishGrammaticalRelations.valueOf(s); } if (reln == null) { // the block below fails when 'specific' includes underscores. // this is possible on weird web text, which generates relations such as prep______ /* String[] names = s.split("_"); String specific = names.length > 1? names[1] : null; reln = new GrammaticalRelation(language, names[0], null, null, null, specific); */ String name; String specific; int underscorePosition = s.indexOf('_'); if (underscorePosition > 0) { name = s.substring(0, underscorePosition); specific = s.substring(underscorePosition + 1); } else { name = s; specific = null; } reln = new GrammaticalRelation(language, name, null, null, specific); } return reln; } private static Map> valueOfCache = new HashMap>(); public static GrammaticalRelation valueOf(String s, Languages.Language language) { GrammaticalRelation value = null; SoftReference possiblyCachedValue = valueOfCache.get(s); if (possiblyCachedValue != null) { value = possiblyCachedValue.get(); } if (value == null) { // TODO(gabor) we have the language conversion going on again... Language depLanguage = Language.Any; switch (language) { case Arabic: break; case Chinese: depLanguage = Language.Chinese; break; case English: depLanguage = Language.English; break; case German: break; case French: break; case Hebrew: break; case Spanish: break; case Unknown: depLanguage = Language.Any; break; } value = valueOf(depLanguage, s); valueOfCache.put(s, new SoftReference<>(value)); } return value; } public static GrammaticalRelation valueOf(String s) { return valueOf(s, Languages.Language.English); } /** * This function is used to determine whether the GrammaticalRelation in * question is one that was created to be a thin wrapper around a String * representation by valueOf(String), or whether it is a full-fledged * GrammaticalRelation created by direct invocation of the constructor. * * @return Whether this relation is just a wrapper created by valueOf(String) */ public boolean isFromString() { return longName == null; } public static enum Language { Any, English, Chinese } /* Non-static stuff */ private final Language language; private final String shortName; private final String longName; private final GrammaticalRelation parent; private final List children = new ArrayList(); // a regexp for node values at which this relation can hold private final Pattern sourcePattern; private final List targetPatterns = new ArrayList(); private final String specific; // to hold the specific prep or conjunction associated with the grammatical relation // TODO document constructor // TODO change to put specificString after longName, and then use String... for targetPatterns private GrammaticalRelation(Language language, String shortName, String longName, GrammaticalRelation parent, String sourcePattern, TregexPatternCompiler tregexCompiler, String[] targetPatterns, String specificString) { this.language = language; this.shortName = shortName; this.longName = longName; this.parent = parent; this.specific = specificString; // this can be null! if (parent != null) { parent.addChild(this); } if (sourcePattern != null) { try { this.sourcePattern = Pattern.compile(sourcePattern); } catch (java.util.regex.PatternSyntaxException e) { throw new RuntimeException("Bad pattern: " + sourcePattern); } } else { this.sourcePattern = null; } for (String pattern : targetPatterns) { try { TregexPattern p = tregexCompiler.compile(pattern); this.targetPatterns.add(p); } catch (edu.stanford.nlp.trees.tregex.TregexParseException pe) { throw new RuntimeException("Bad pattern: " + pattern, pe); } } Map sToR = stringsToRelations.get(language); if (sToR == null) { sToR = Generics.newHashMap(); stringsToRelations.put(language, sToR); } GrammaticalRelation previous = sToR.put(toString(), this); if (previous != null) { if (!previous.isFromString() && !isFromString()) { throw new IllegalArgumentException("There is already a relation named " + toString() + '!'); } else { /* We get here if we previously just built a fake relation from a string * we previously read in from a file. */ // TODO is it worth copying all of the information from this real // relation into the old fake one? } } } // This is the main constructor used public GrammaticalRelation(Language language, String shortName, String longName, GrammaticalRelation parent, String sourcePattern, TregexPatternCompiler tregexCompiler, String... targetPatterns) { this(language, shortName, longName, parent, sourcePattern, tregexCompiler, targetPatterns, null); } // Used for non-leaf relations with no patterns public GrammaticalRelation(Language language, String shortName, String longName, GrammaticalRelation parent) { this(language, shortName, longName, parent, null, null, StringUtils.EMPTY_STRING_ARRAY, null); } // used to create collapsed relations with specificString public GrammaticalRelation(Language language, String shortName, String longName, GrammaticalRelation parent, String specificString) { this(language, shortName, longName, parent, null, null, StringUtils.EMPTY_STRING_ARRAY, specificString); } private void addChild(GrammaticalRelation child) { children.add(child); } /** Given a {@code Tree} node {@code t}, attempts to * return a list of nodes to which node {@code t} has this * grammatical relation, with {@code t} as the governor. * * @param t Target for finding dependents of t related by this GR * @param root The root of the Tree * @return A Collection of dependent nodes to which t bears this GR */ public Collection getRelatedNodes(TreeGraphNode t, TreeGraphNode root, HeadFinder headFinder) { Set nodeList = new ArraySet(); for (TregexPattern p : targetPatterns) { // cdm: I deleted: && nodeList.isEmpty() // Initialize the TregexMatcher with the HeadFinder so that we // can use the same HeadFinder through the entire process of // building the dependencies TregexMatcher m = p.matcher(root, headFinder); while (m.findAt(t)) { TreeGraphNode target = (TreeGraphNode) m.getNode("target"); if (target == null) { throw new AssertionError("Expression has no target: " + p); } nodeList.add(target); if (DEBUG) { System.err.println("found " + this + "(" + t + "-" + t.headWordNode() + ", " + m.getNode("target") + "-" + ((TreeGraphNode) m.getNode("target")).headWordNode() + ") using pattern " + p); for (String nodeName : m.getNodeNames()) { if (nodeName.equals("target")) continue; System.err.println(" node " + nodeName + ": " + m.getNode(nodeName)); } } } } return nodeList; } /** Returns true iff the value of Tree * node t matches the sourcePattern for * this GrammaticalRelation, indicating that this * GrammaticalRelation is one that could hold between * Tree node t and some other node. */ public boolean isApplicable(Tree t) { // System.err.println("Testing whether " + sourcePattern + " matches " + ((TreeGraphNode) t).toOneLineString()); return (sourcePattern != null) && (t.value() != null) && sourcePattern.matcher(t.value()).matches(); } /** Returns whether this is equal to or an ancestor of gr in the grammatical relations hierarchy. */ public boolean isAncestor(GrammaticalRelation gr) { while (gr != null) { // Changed this test from this == gr (mrsmith) if (this.equals(gr)) { return true; } gr = gr.parent; } return false; } /** * Returns short name (abbreviation) for this * GrammaticalRelation. toString() for collapsed * relations will include the word that was collapsed. *
* Implementation note: Note that this method must be synced with * the equals() and valueOf(String) methods */ @Override public final String toString() { if (specific == null) { return shortName; } else { return shortName + '_' + specific; } } /** * Returns a String representation of this * GrammaticalRelation and the hierarchy below * it, with one node per line, indented according to level. * * @return String representation of this * GrammaticalRelation */ public String toPrettyString() { StringBuilder buf = new StringBuilder("\n"); toPrettyString(0, buf); return buf.toString(); } /** * Returns a String representation of this * GrammaticalRelation and the hierarchy below * it, with one node per line, indented according to * indentLevel. * * @param indentLevel how many levels to indent (0 for root node) */ private void toPrettyString(int indentLevel, StringBuilder buf) { for (int i = 0; i < indentLevel; i++) { buf.append(" "); } buf.append(shortName).append(" (").append(longName).append("): ").append(targetPatterns); for (GrammaticalRelation child : children) { buf.append('\n'); child.toPrettyString(indentLevel + 1, buf); } } /** Grammatical relations are equal with other grammatical relations if they * have the same shortName and specific (if present). * Implementation note: Note that this method must be synced with * the toString() and valueOf(String) methods * * @param o Object to be compared * @return Whether equal */ @SuppressWarnings({"StringEquality", "ThrowableInstanceNeverThrown"}) @Override public boolean equals(Object o) { if (this == o) return true; if (o instanceof String) { // TODO: Remove this. It's broken but was meant to cover legacy code. It would be correct to just return false. new Throwable("Warning: comparing GrammaticalRelation to String").printStackTrace(); return this.toString().equals(o); } if (!(o instanceof GrammaticalRelation)) return false; final GrammaticalRelation gr = (GrammaticalRelation) o; // == okay for language as enum! // TODO(gabor) perhaps Language.Any shouldn't be equal to any language? This is a bit of a hack around some dependencies caring about language and others not. return (this.language == Language.Any || gr.language == Language.Any || this.language == gr.language) && this.shortName.equals(gr.shortName) && (this.specific == gr.specific || (this.specific != null && this.specific.equals(gr.specific))); } @Override public int hashCode() { int result = 17; result = 29 * result + (language != null ? language.toString().hashCode() : 0); result = 29 * result + (shortName != null ? shortName.hashCode() : 0); result = 29 * result + (specific != null ? specific.hashCode() : 0); return result; } @Override public int compareTo(GrammaticalRelation o) { String thisN = this.toString(); String oN = o.toString(); return thisN.compareTo(oN); } public String getLongName() { return longName; } public String getShortName() { return shortName; } // TODO(gabor) this is nontrivially brittle. I guess in the long term we should only have one "Language" enum? /** * Get the language of the grammatical relation. */ public Languages.Language getLanguage() { switch (this.language) { case Any: return Languages.Language.Unknown; case English: return Languages.Language.English; case Chinese: return Languages.Language.Chinese; default: throw new IllegalStateException("Unknown language: " + this.language); } } public String getSpecific() { return specific; } /** * When deserializing a GrammaticalRelation, it needs to be matched * up with the existing singleton relation of the same type. * * TODO: there are a bunch of things wrong with this. For one * thing, it's crazy slow, since it goes through all the existing * relations in an array. For another, it would be cleaner to have * subclasses for the English and Chinese relations */ protected Object readResolve() throws ObjectStreamException { switch (language) { case Any: { if (shortName.equals(GOVERNOR.shortName)) { return GOVERNOR; } else if (shortName.equals(DEPENDENT.shortName)) { return DEPENDENT; } else if (shortName.equals(ROOT.shortName)) { return ROOT; } else if (shortName.equals(KILL.shortName)) { return KILL; } else { throw new RuntimeException("Unknown general relation " + shortName); } } case English: { GrammaticalRelation rel = EnglishGrammaticalRelations.valueOf(toString()); if (rel == null) { switch (shortName) { case "conj": return EnglishGrammaticalRelations.getConj(specific); case "prep": return EnglishGrammaticalRelations.getPrep(specific); case "prepc": return EnglishGrammaticalRelations.getPrepC(specific); default: // TODO: we need to figure out what to do with relations // which were serialized and then deprecated. Perhaps there // is a good way to make them singletons return this; //throw new RuntimeException("Unknown English relation " + this); } } else { return rel; } } case Chinese: { GrammaticalRelation rel = ChineseGrammaticalRelations.valueOf(toString()); if (rel == null) { // TODO: we need to figure out what to do with relations // which were serialized and then deprecated. Perhaps there // is a good way to make them singletons return this; //throw new RuntimeException("Unknown Chinese relation " + this); } return rel; } default: { throw new RuntimeException("Unknown language " + language); } } } /** * Returns the parent of this GrammaticalRelation. */ public GrammaticalRelation getParent() { return parent; } public static void main(String[] args) { final String[] names = {"dep", "pred", "prep_to","rcmod"}; for (String name : names) { GrammaticalRelation reln = valueOf(Language.English, name); System.out.println("Data for GrammaticalRelation loaded as valueOf(\"" + name + "\"):"); System.out.println("\tShort name: " + reln.getShortName()); System.out.println("\tLong name: " + reln.getLongName()); System.out.println("\tSpecific name: " + reln.getSpecific()); } } }





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