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 * The ASF licenses this file to You under the Apache License, Version 2.0
 * (the "License"); you may not use this file except in compliance with
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package org.apache.lucene.search;


import java.io.IOException;
import java.util.function.Supplier;

import org.apache.lucene.index.ImpactsEnum;
import org.apache.lucene.index.PostingsEnum;
import org.apache.lucene.index.Term;
import org.apache.lucene.index.TermState;
import org.apache.lucene.index.Terms;
import org.apache.lucene.index.TermsEnum;
import org.apache.lucene.util.Attribute;
import org.apache.lucene.util.AttributeImpl;
import org.apache.lucene.util.AttributeReflector;
import org.apache.lucene.util.AttributeSource;
import org.apache.lucene.util.BytesRef;
import org.apache.lucene.util.BytesRefBuilder;
import org.apache.lucene.util.UnicodeUtil;
import org.apache.lucene.util.automaton.CompiledAutomaton;

Subclass of TermsEnum for enumerating all terms that are similar to the specified filter term.

Term enumerations are always ordered by BytesRef.compareTo. Each term in the enumeration is greater than all that precede it.

/** Subclass of TermsEnum for enumerating all terms that are similar * to the specified filter term. * * <p>Term enumerations are always ordered by * {@link BytesRef#compareTo}. Each term in the enumeration is * greater than all that precede it.</p> */
public final class FuzzyTermsEnum extends TermsEnum { // NOTE: we can't subclass FilteredTermsEnum here because we need to sometimes change actualEnum: private TermsEnum actualEnum; private final AttributeSource atts; // We use this to communicate the score (boost) of the current matched term we are on back to // MultiTermQuery.TopTermsBlendedFreqScoringRewrite that is collecting the best (default 50) matched terms: private final BoostAttribute boostAtt; // MultiTermQuery.TopTermsBlendedFreqScoringRewrite tells us the worst boost still in its queue using this att, // which we use to know when we can reduce the automaton from ed=2 to ed=1, or ed=0 if only single top term is collected: private final MaxNonCompetitiveBoostAttribute maxBoostAtt; private final CompiledAutomaton[] automata; private final Terms terms; private final int termLength; private final Term term; private float bottom; private BytesRef bottomTerm; private BytesRef queuedBottom; // Maximum number of edits we will accept. This is either 2 or 1 (or, degenerately, 0) passed by the user originally, // but as we collect terms, we can lower this (e.g. from 2 to 1) if we detect that the term queue is full, and all // collected terms are ed=1: private int maxEdits;
Constructor for enumeration of all terms from specified reader which share a prefix of length prefixLength with term and which have at most maxEdits edits.

After calling the constructor the enumeration is already pointing to the first valid term if such a term exists.

Params:
  • terms – Delivers terms.
  • term – Pattern term.
  • maxEdits – Maximum edit distance.
  • prefixLength – the length of the required common prefix
  • transpositions – whether transpositions should count as a single edit
Throws:
/** * Constructor for enumeration of all terms from specified <code>reader</code> which share a prefix of * length <code>prefixLength</code> with <code>term</code> and which have at most {@code maxEdits} edits. * <p> * After calling the constructor the enumeration is already pointing to the first * valid term if such a term exists. * * @param terms Delivers terms. * @param term Pattern term. * @param maxEdits Maximum edit distance. * @param prefixLength the length of the required common prefix * @param transpositions whether transpositions should count as a single edit * @throws IOException if there is a low-level IO error */
public FuzzyTermsEnum(Terms terms, Term term, int maxEdits, int prefixLength, boolean transpositions) throws IOException { this(terms, new AttributeSource(), term, () -> new FuzzyAutomatonBuilder(term.text(), maxEdits, prefixLength, transpositions)); }
Constructor for enumeration of all terms from specified reader which share a prefix of length prefixLength with term and which have at most maxEdits edits.

After calling the constructor the enumeration is already pointing to the first valid term if such a term exists.

Params:
  • terms – Delivers terms.
  • atts – An AttributeSource used to share automata between segments
  • term – Pattern term.
  • maxEdits – Maximum edit distance.
  • prefixLength – the length of the required common prefix
  • transpositions – whether transpositions should count as a single edit
Throws:
/** * Constructor for enumeration of all terms from specified <code>reader</code> which share a prefix of * length <code>prefixLength</code> with <code>term</code> and which have at most {@code maxEdits} edits. * <p> * After calling the constructor the enumeration is already pointing to the first * valid term if such a term exists. * * @param terms Delivers terms. * @param atts An AttributeSource used to share automata between segments * @param term Pattern term. * @param maxEdits Maximum edit distance. * @param prefixLength the length of the required common prefix * @param transpositions whether transpositions should count as a single edit * @throws IOException if there is a low-level IO error */
FuzzyTermsEnum(Terms terms, AttributeSource atts, Term term, int maxEdits, int prefixLength, boolean transpositions) throws IOException { this(terms, atts, term, () -> new FuzzyAutomatonBuilder(term.text(), maxEdits, prefixLength, transpositions)); } private FuzzyTermsEnum(Terms terms, AttributeSource atts, Term term, Supplier<FuzzyAutomatonBuilder> automatonBuilder) throws IOException { this.terms = terms; this.atts = atts; this.term = term; this.maxBoostAtt = atts.addAttribute(MaxNonCompetitiveBoostAttribute.class); this.boostAtt = atts.addAttribute(BoostAttribute.class); atts.addAttributeImpl(new AutomatonAttributeImpl()); AutomatonAttribute aa = atts.addAttribute(AutomatonAttribute.class); aa.init(automatonBuilder); this.automata = aa.getAutomata(); this.termLength = aa.getTermLength(); this.maxEdits = this.automata.length - 1; bottom = maxBoostAtt.getMaxNonCompetitiveBoost(); bottomTerm = maxBoostAtt.getCompetitiveTerm(); bottomChanged(null); }
Sets the maximum non-competitive boost, which may allow switching to a lower max-edit automaton at run time
/** * Sets the maximum non-competitive boost, which may allow switching to a * lower max-edit automaton at run time */
public void setMaxNonCompetitiveBoost(float boost) { this.maxBoostAtt.setMaxNonCompetitiveBoost(boost); }
Gets the boost of the current term
/** * Gets the boost of the current term */
public float getBoost() { return boostAtt.getBoost(); }
return an automata-based enum for matching up to editDistance from lastTerm, if possible
/** * return an automata-based enum for matching up to editDistance from * lastTerm, if possible */
private TermsEnum getAutomatonEnum(int editDistance, BytesRef lastTerm) throws IOException { assert editDistance < automata.length; final CompiledAutomaton compiled = automata[editDistance]; BytesRef initialSeekTerm; if (lastTerm == null) { // This is the first enum we are pulling: initialSeekTerm = null; } else { // We are pulling this enum (e.g., ed=1) after iterating for a while already (e.g., ed=2): initialSeekTerm = compiled.floor(lastTerm, new BytesRefBuilder()); } return terms.intersect(compiled, initialSeekTerm); }
fired when the max non-competitive boost has changed. this is the hook to swap in a smarter actualEnum.
/** * fired when the max non-competitive boost has changed. this is the hook to * swap in a smarter actualEnum. */
private void bottomChanged(BytesRef lastTerm) throws IOException { int oldMaxEdits = maxEdits; // true if the last term encountered is lexicographically equal or after the bottom term in the PQ boolean termAfter = bottomTerm == null || (lastTerm != null && lastTerm.compareTo(bottomTerm) >= 0); // as long as the max non-competitive boost is >= the max boost // for some edit distance, keep dropping the max edit distance. while (maxEdits > 0) { float maxBoost = 1.0f - ((float) maxEdits / (float) termLength); if (bottom < maxBoost || (bottom == maxBoost && termAfter == false)) { break; } maxEdits--; } if (oldMaxEdits != maxEdits || lastTerm == null) { // This is a very powerful optimization: the maximum edit distance has changed. This happens because we collect only the top scoring // N (= 50, by default) terms, and if e.g. maxEdits=2, and the queue is now full of matching terms, and we notice that the worst entry // in that queue is ed=1, then we can switch the automata here to ed=1 which is a big speedup. actualEnum = getAutomatonEnum(maxEdits, lastTerm); } } @Override public BytesRef next() throws IOException { if (queuedBottom != null) { bottomChanged(queuedBottom); queuedBottom = null; } BytesRef term; term = actualEnum.next(); if (term == null) { // end return null; } int ed = maxEdits; // we know the outer DFA always matches. // now compute exact edit distance while (ed > 0) { if (matches(term, ed - 1)) { ed--; } else { break; } } if (ed == 0) { // exact match boostAtt.setBoost(1.0F); } else { final int codePointCount = UnicodeUtil.codePointCount(term); int minTermLength = Math.min(codePointCount, termLength); float similarity = 1.0f - (float) ed / (float) minTermLength; boostAtt.setBoost(similarity); } final float bottom = maxBoostAtt.getMaxNonCompetitiveBoost(); final BytesRef bottomTerm = maxBoostAtt.getCompetitiveTerm(); if (bottom != this.bottom || bottomTerm != this.bottomTerm) { this.bottom = bottom; this.bottomTerm = bottomTerm; // clone the term before potentially doing something with it // this is a rare but wonderful occurrence anyway // We must delay bottomChanged until the next next() call otherwise we mess up docFreq(), etc., for the current term: queuedBottom = BytesRef.deepCopyOf(term); } return term; }
returns true if term is within k edits of the query term
/** returns true if term is within k edits of the query term */
private boolean matches(BytesRef termIn, int k) { return k == 0 ? termIn.equals(term.bytes()) : automata[k].runAutomaton.run(termIn.bytes, termIn.offset, termIn.length); } // proxy all other enum calls to the actual enum @Override public int docFreq() throws IOException { return actualEnum.docFreq(); } @Override public long totalTermFreq() throws IOException { return actualEnum.totalTermFreq(); } @Override public PostingsEnum postings(PostingsEnum reuse, int flags) throws IOException { return actualEnum.postings(reuse, flags); } @Override public ImpactsEnum impacts(int flags) throws IOException { return actualEnum.impacts(flags); } @Override public void seekExact(BytesRef term, TermState state) throws IOException { actualEnum.seekExact(term, state); } @Override public TermState termState() throws IOException { return actualEnum.termState(); } @Override public long ord() throws IOException { return actualEnum.ord(); } @Override public AttributeSource attributes() { return atts; } @Override public boolean seekExact(BytesRef text) throws IOException { return actualEnum.seekExact(text); } @Override public SeekStatus seekCeil(BytesRef text) throws IOException { return actualEnum.seekCeil(text); } @Override public void seekExact(long ord) throws IOException { actualEnum.seekExact(ord); } @Override public BytesRef term() throws IOException { return actualEnum.term(); }
Thrown to indicate that there was an issue creating a fuzzy query for a given term. Typically occurs with terms longer than 220 UTF-8 characters, but also possible with shorter terms consisting of UTF-32 code points.
/** * Thrown to indicate that there was an issue creating a fuzzy query for a given term. * Typically occurs with terms longer than 220 UTF-8 characters, * but also possible with shorter terms consisting of UTF-32 code points. */
public static class FuzzyTermsException extends RuntimeException { FuzzyTermsException(String term, Throwable cause) { super("Term too complex: " + term, cause); } }
Used for sharing automata between segments Levenshtein automata are large and expensive to build; we don't want to build them directly on the query because this can blow up caches that use queries as keys; we also don't want to rebuild them for every segment. This attribute allows the FuzzyTermsEnum to build the automata once for its first segment and then share them for subsequent segment calls.
/** * Used for sharing automata between segments * * Levenshtein automata are large and expensive to build; we don't want to build * them directly on the query because this can blow up caches that use queries * as keys; we also don't want to rebuild them for every segment. This attribute * allows the FuzzyTermsEnum to build the automata once for its first segment * and then share them for subsequent segment calls. */
private interface AutomatonAttribute extends Attribute { CompiledAutomaton[] getAutomata(); int getTermLength(); void init(Supplier<FuzzyAutomatonBuilder> builder); } private static class AutomatonAttributeImpl extends AttributeImpl implements AutomatonAttribute { private CompiledAutomaton[] automata; private int termLength; @Override public CompiledAutomaton[] getAutomata() { return automata; } @Override public int getTermLength() { return termLength; } @Override public void init(Supplier<FuzzyAutomatonBuilder> supplier) { if (automata != null) { return; } FuzzyAutomatonBuilder builder = supplier.get(); this.termLength = builder.getTermLength(); this.automata = builder.buildAutomatonSet(); } @Override public void clear() { this.automata = null; } @Override public void reflectWith(AttributeReflector reflector) { throw new UnsupportedOperationException(); } @Override public void copyTo(AttributeImpl target) { throw new UnsupportedOperationException(); } } }