org.apache.lucene.demo.facet.ExpressionAggregationFacetsExample Maven / Gradle / Ivy

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 * Licensed to the Apache Software Foundation (ASF) under one or more
 * contributor license agreements.  See the NOTICE file distributed with
 * this work for additional information regarding copyright ownership.
 * 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
 * the License.  You may obtain a copy of the License at
 *
 *     http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */
package org.apache.lucene.demo.facet;

import java.io.IOException;
import java.text.ParseException;
import org.apache.lucene.analysis.core.WhitespaceAnalyzer;
import org.apache.lucene.document.Document;
import org.apache.lucene.document.Field.Store;
import org.apache.lucene.document.NumericDocValuesField;
import org.apache.lucene.document.TextField;
import org.apache.lucene.expressions.Expression;
import org.apache.lucene.expressions.SimpleBindings;
import org.apache.lucene.expressions.js.JavascriptCompiler;
import org.apache.lucene.facet.FacetField;
import org.apache.lucene.facet.FacetResult;
import org.apache.lucene.facet.Facets;
import org.apache.lucene.facet.FacetsCollector;
import org.apache.lucene.facet.FacetsCollectorManager;
import org.apache.lucene.facet.FacetsConfig;
import org.apache.lucene.facet.taxonomy.AssociationAggregationFunction;
import org.apache.lucene.facet.taxonomy.TaxonomyFacetFloatAssociations;
import org.apache.lucene.facet.taxonomy.TaxonomyReader;
import org.apache.lucene.facet.taxonomy.directory.DirectoryTaxonomyReader;
import org.apache.lucene.facet.taxonomy.directory.DirectoryTaxonomyWriter;
import org.apache.lucene.index.DirectoryReader;
import org.apache.lucene.index.IndexWriter;
import org.apache.lucene.index.IndexWriterConfig;
import org.apache.lucene.index.IndexWriterConfig.OpenMode;
import org.apache.lucene.search.DoubleValuesSource;
import org.apache.lucene.search.IndexSearcher;
import org.apache.lucene.search.MatchAllDocsQuery;
import org.apache.lucene.store.ByteBuffersDirectory;
import org.apache.lucene.store.Directory;
import org.apache.lucene.util.IOUtils;

/** Shows facets aggregation by an expression. */
public class ExpressionAggregationFacetsExample {

  private final Directory indexDir = new ByteBuffersDirectory();
  private final Directory taxoDir = new ByteBuffersDirectory();
  private final FacetsConfig config = new FacetsConfig();

  /** Empty constructor */
  public ExpressionAggregationFacetsExample() {}

  /** Build the example index. */
  private void index() throws IOException {
    IndexWriter indexWriter =
        new IndexWriter(
            indexDir, new IndexWriterConfig(new WhitespaceAnalyzer()).setOpenMode(OpenMode.CREATE));

    // Writes facet ords to a separate directory from the main index
    DirectoryTaxonomyWriter taxoWriter = new DirectoryTaxonomyWriter(taxoDir);

    Document doc = new Document();
    doc.add(new TextField("c", "foo bar", Store.NO));
    doc.add(new NumericDocValuesField("popularity", 5L));
    doc.add(new FacetField("A", "B"));
    indexWriter.addDocument(config.build(taxoWriter, doc));

    doc = new Document();
    doc.add(new TextField("c", "foo foo bar", Store.NO));
    doc.add(new NumericDocValuesField("popularity", 3L));
    doc.add(new FacetField("A", "C"));
    indexWriter.addDocument(config.build(taxoWriter, doc));

    IOUtils.close(indexWriter, taxoWriter);
  }

  /** User runs a query and aggregates facets. */
  private FacetResult search() throws IOException, ParseException {
    DirectoryReader indexReader = DirectoryReader.open(indexDir);
    IndexSearcher searcher = new IndexSearcher(indexReader);
    TaxonomyReader taxoReader = new DirectoryTaxonomyReader(taxoDir);

    // Aggregate categories by an expression that combines the document's score
    // and its popularity field
    Expression expr = JavascriptCompiler.compile("_score * sqrt(popularity)");
    SimpleBindings bindings = new SimpleBindings();
    bindings.add("_score", DoubleValuesSource.SCORES); // the score of the document
    bindings.add(
        "popularity",
        DoubleValuesSource.fromLongField("popularity")); // the value of the 'popularity' field

    // Aggregates the facet values
    FacetsCollectorManager fcm = new FacetsCollectorManager(true);

    // MatchAllDocsQuery is for "browsing" (counts facets
    // for all non-deleted docs in the index); normally
    // you'd use a "normal" query:
    FacetsCollector fc =
        FacetsCollectorManager.search(searcher, new MatchAllDocsQuery(), 10, fcm).facetsCollector();

    // Retrieve results
    Facets facets =
        new TaxonomyFacetFloatAssociations(
            taxoReader,
            config,
            fc,
            AssociationAggregationFunction.SUM,
            expr.getDoubleValuesSource(bindings));
    FacetResult result = facets.getTopChildren(10, "A");

    IOUtils.close(indexReader, taxoReader);

    return result;
  }

  /** Runs the search example. */
  public FacetResult runSearch() throws IOException, ParseException {
    index();
    return search();
  }

  /** Runs the search and drill-down examples and prints the results. */
  public static void main(String[] args) throws Exception {
    System.out.println("Facet counting example:");
    System.out.println("-----------------------");
    FacetResult result = new ExpressionAggregationFacetsExample().runSearch();
    System.out.println(result);
  }
}