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package org.apache.lucene.analysis.shingle;

import java.io.IOException;

import org.apache.lucene.analysis.GraphTokenFilter;
import org.apache.lucene.analysis.TokenStream;
import org.apache.lucene.analysis.tokenattributes.CharTermAttribute;
import org.apache.lucene.analysis.tokenattributes.CharTermAttributeImpl;
import org.apache.lucene.analysis.tokenattributes.OffsetAttribute;
import org.apache.lucene.analysis.tokenattributes.PositionIncrementAttribute;
import org.apache.lucene.analysis.tokenattributes.TypeAttribute;

A FixedShingleFilter constructs shingles (token n-grams) from a token stream. In other words, it creates combinations of tokens as a single token.

Unlike the ShingleFilter, FixedShingleFilter only emits shingles of a fixed size, and never emits unigrams, even at the end of a TokenStream. In addition, if the filter encounters stacked tokens (eg synonyms), then it will output stacked shingles

For example, the sentence "please divide this sentence into shingles" might be tokenized into shingles "please divide", "divide this", "this sentence", "sentence into", and "into shingles".

This filter handles position increments > 1 by inserting filler tokens (tokens with termtext "_").

@lucene.experimental
/** * A FixedShingleFilter constructs shingles (token n-grams) from a token stream. * In other words, it creates combinations of tokens as a single token. * <p> * Unlike the {@link ShingleFilter}, FixedShingleFilter only emits shingles of a * fixed size, and never emits unigrams, even at the end of a TokenStream. In * addition, if the filter encounters stacked tokens (eg synonyms), then it will * output stacked shingles * <p> * For example, the sentence "please divide this sentence into shingles" * might be tokenized into shingles "please divide", "divide this", * "this sentence", "sentence into", and "into shingles". * <p> * This filter handles position increments &gt; 1 by inserting filler tokens * (tokens with termtext "_"). * * @lucene.experimental */
public final class FixedShingleFilter extends GraphTokenFilter { private static final int MAX_SHINGLE_SIZE = 4; private final int shingleSize; private final String tokenSeparator; private final String fillerToken; private final PositionIncrementAttribute incAtt = addAttribute(PositionIncrementAttribute.class); private final OffsetAttribute offsetAtt = addAttribute(OffsetAttribute.class); private final CharTermAttribute termAtt = addAttribute(CharTermAttribute.class); private final TypeAttribute typeAtt = addAttribute(TypeAttribute.class); private final CharTermAttribute buffer = new CharTermAttributeImpl();
Creates a FixedShingleFilter over an input token stream
Params:
  • input – the input stream
  • shingleSize – the shingle size
/** * Creates a FixedShingleFilter over an input token stream * * @param input the input stream * @param shingleSize the shingle size */
public FixedShingleFilter(TokenStream input, int shingleSize) { this(input, shingleSize, " ", "_"); }
Creates a FixedShingleFilter over an input token stream
Params:
  • input – the input tokenstream
  • shingleSize – the shingle size
  • tokenSeparator – a String to use as a token separator
  • fillerToken – a String to use to represent gaps in the input stream (due to eg stopwords)
/** * Creates a FixedShingleFilter over an input token stream * * @param input the input tokenstream * @param shingleSize the shingle size * @param tokenSeparator a String to use as a token separator * @param fillerToken a String to use to represent gaps in the input stream (due to eg stopwords) */
public FixedShingleFilter(TokenStream input, int shingleSize, String tokenSeparator, String fillerToken) { super(input); if (shingleSize <= 1 || shingleSize > MAX_SHINGLE_SIZE) { throw new IllegalArgumentException("Shingle size must be between 2 and " + MAX_SHINGLE_SIZE + ", got " + shingleSize); } this.shingleSize = shingleSize; this.tokenSeparator = tokenSeparator; this.fillerToken = fillerToken; } @Override public boolean incrementToken() throws IOException { int shinglePosInc, startOffset, endOffset; outer: while (true) { if (incrementGraph() == false) { if (incrementBaseToken() == false) { return false; } // starting a shingle at a new base position, use base position increment shinglePosInc = incAtt.getPositionIncrement(); } else { // starting a new shingle at the same base with a different graph, use a 0 // position increment shinglePosInc = 0; } startOffset = offsetAtt.startOffset(); endOffset = offsetAtt.endOffset(); this.buffer.setEmpty(); this.buffer.append(termAtt); // build the shingle by iterating over the current graph, adding // filler tokens if we encounter gaps for (int i = 1; i < shingleSize; i++) { if (incrementGraphToken() == false) { // we've reached the end of the token stream, check for trailing // positions and add fillers if necessary int trailingPositions = getTrailingPositions(); if (i + trailingPositions < shingleSize) { // not enough trailing positions to make a full shingle // start again at a different graph continue outer; } while (i < shingleSize) { this.buffer.append(tokenSeparator).append(fillerToken); i++; } break; } int posInc = incAtt.getPositionIncrement(); if (posInc > 1) { // if we have a posInc > 1, we need to fill in the gaps if (i + posInc > shingleSize) { // if the posInc is greater than the shingle size, we need to add fillers // up to the shingle size but no further while (i < shingleSize) { this.buffer.append(tokenSeparator).append(fillerToken); i++; } break; } // otherwise just add them in as far as we need while (posInc > 1) { this.buffer.append(tokenSeparator).append(fillerToken); posInc--; i++; } } this.buffer.append(tokenSeparator).append(termAtt); endOffset = offsetAtt.endOffset(); } break; } clearAttributes(); this.offsetAtt.setOffset(startOffset, endOffset); this.incAtt.setPositionIncrement(shinglePosInc); this.termAtt.setEmpty().append(buffer); this.typeAtt.setType("shingle"); return true; } }