|
| 1 | +/* |
| 2 | + * @notice |
| 3 | + * Licensed to the Apache Software Foundation (ASF) under one or more |
| 4 | + * contributor license agreements. See the NOTICE file distributed with |
| 5 | + * this work for additional information regarding copyright ownership. |
| 6 | + * The ASF licenses this file to You under the Apache License, Version 2.0 |
| 7 | + * (the "License"); you may not use this file except in compliance with |
| 8 | + * the License. You may obtain a copy of the License at |
| 9 | + * |
| 10 | + * http://www.apache.org/licenses/LICENSE-2.0 |
| 11 | + * |
| 12 | + * Unless required by applicable law or agreed to in writing, software |
| 13 | + * distributed under the License is distributed on an "AS IS" BASIS, |
| 14 | + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 15 | + * See the License for the specific language governing permissions and |
| 16 | + * limitations under the License. |
| 17 | + * |
| 18 | + * Modifications copyright (C) 2025 Elasticsearch B.V. |
| 19 | + */ |
| 20 | + |
| 21 | +package org.elasticsearch.index.codec.vectors.es819; |
| 22 | + |
| 23 | +import org.apache.lucene.codecs.KnnVectorsFormat; |
| 24 | +import org.apache.lucene.codecs.KnnVectorsReader; |
| 25 | +import org.apache.lucene.codecs.KnnVectorsWriter; |
| 26 | +import org.apache.lucene.codecs.hnsw.FlatVectorScorerUtil; |
| 27 | +import org.apache.lucene.codecs.hnsw.FlatVectorsFormat; |
| 28 | +import org.apache.lucene.codecs.lucene99.Lucene99FlatVectorsFormat; |
| 29 | +import org.apache.lucene.codecs.lucene99.Lucene99HnswVectorsFormat; |
| 30 | +import org.apache.lucene.codecs.lucene99.Lucene99HnswVectorsReader; |
| 31 | +import org.apache.lucene.index.MergePolicy; |
| 32 | +import org.apache.lucene.index.MergeScheduler; |
| 33 | +import org.apache.lucene.index.SegmentReadState; |
| 34 | +import org.apache.lucene.index.SegmentWriteState; |
| 35 | +import org.apache.lucene.search.TaskExecutor; |
| 36 | +import org.apache.lucene.util.hnsw.HnswGraph; |
| 37 | + |
| 38 | +import java.io.IOException; |
| 39 | +import java.util.concurrent.ExecutorService; |
| 40 | + |
| 41 | +import static org.apache.lucene.codecs.lucene99.Lucene99HnswVectorsFormat.DEFAULT_BEAM_WIDTH; |
| 42 | +import static org.apache.lucene.codecs.lucene99.Lucene99HnswVectorsFormat.DEFAULT_MAX_CONN; |
| 43 | +import static org.apache.lucene.codecs.lucene99.Lucene99HnswVectorsFormat.DEFAULT_NUM_MERGE_WORKER; |
| 44 | +import static org.apache.lucene.codecs.lucene99.Lucene99HnswVectorsFormat.MAXIMUM_BEAM_WIDTH; |
| 45 | +import static org.apache.lucene.codecs.lucene99.Lucene99HnswVectorsFormat.MAXIMUM_MAX_CONN; |
| 46 | + |
| 47 | +/** |
| 48 | + * Copied from Lucene, replace with Lucene's implementation sometime after Lucene 10.3.0 |
| 49 | + */ |
| 50 | +public class ES819HnswReducedHeapVectorsFormat extends KnnVectorsFormat { |
| 51 | + |
| 52 | + static final String NAME = "ES819HnswReducedHeapVectorFormat"; |
| 53 | + |
| 54 | + static final String META_CODEC_NAME = "Lucene99HnswVectorsFormatMeta"; |
| 55 | + static final String VECTOR_INDEX_CODEC_NAME = "Lucene99HnswVectorsFormatIndex"; |
| 56 | + static final String META_EXTENSION = "vem"; |
| 57 | + static final String VECTOR_INDEX_EXTENSION = "vex"; |
| 58 | + static final int DIRECT_MONOTONIC_BLOCK_SHIFT = 16; |
| 59 | + |
| 60 | + /** |
| 61 | + * Controls how many of the nearest neighbor candidates are connected to the new node. Defaults to |
| 62 | + * {@link Lucene99HnswVectorsFormat#DEFAULT_MAX_CONN}. See {@link HnswGraph} for more details. |
| 63 | + */ |
| 64 | + private final int maxConn; |
| 65 | + |
| 66 | + /** |
| 67 | + * The number of candidate neighbors to track while searching the graph for each newly inserted |
| 68 | + * node. Defaults to {@link Lucene99HnswVectorsFormat#DEFAULT_BEAM_WIDTH}. See {@link HnswGraph} |
| 69 | + * for details. |
| 70 | + */ |
| 71 | + private final int beamWidth; |
| 72 | + |
| 73 | + /** The format for storing, reading, and merging vectors on disk. */ |
| 74 | + private static final FlatVectorsFormat flatVectorsFormat = new Lucene99FlatVectorsFormat( |
| 75 | + FlatVectorScorerUtil.getLucene99FlatVectorsScorer() |
| 76 | + ); |
| 77 | + |
| 78 | + private final int numMergeWorkers; |
| 79 | + private final TaskExecutor mergeExec; |
| 80 | + |
| 81 | + /** Constructs a format using default graph construction parameters */ |
| 82 | + public ES819HnswReducedHeapVectorsFormat() { |
| 83 | + this(DEFAULT_MAX_CONN, DEFAULT_BEAM_WIDTH, DEFAULT_NUM_MERGE_WORKER, null); |
| 84 | + } |
| 85 | + |
| 86 | + /** |
| 87 | + * Constructs a format using the given graph construction parameters. |
| 88 | + * |
| 89 | + * @param maxConn the maximum number of connections to a node in the HNSW graph |
| 90 | + * @param beamWidth the size of the queue maintained during graph construction. |
| 91 | + */ |
| 92 | + public ES819HnswReducedHeapVectorsFormat(int maxConn, int beamWidth) { |
| 93 | + this(maxConn, beamWidth, DEFAULT_NUM_MERGE_WORKER, null); |
| 94 | + } |
| 95 | + |
| 96 | + /** |
| 97 | + * Constructs a format using the given graph construction parameters and scalar quantization. |
| 98 | + * |
| 99 | + * @param maxConn the maximum number of connections to a node in the HNSW graph |
| 100 | + * @param beamWidth the size of the queue maintained during graph construction. |
| 101 | + * @param numMergeWorkers number of workers (threads) that will be used when doing merge. If |
| 102 | + * larger than 1, a non-null {@link ExecutorService} must be passed as mergeExec |
| 103 | + * @param mergeExec the {@link ExecutorService} that will be used by ALL vector writers that are |
| 104 | + * generated by this format to do the merge. If null, the configured {@link |
| 105 | + * MergeScheduler#getIntraMergeExecutor(MergePolicy.OneMerge)} is used. |
| 106 | + */ |
| 107 | + public ES819HnswReducedHeapVectorsFormat(int maxConn, int beamWidth, int numMergeWorkers, ExecutorService mergeExec) { |
| 108 | + super(ES819HnswReducedHeapVectorsFormat.NAME); |
| 109 | + if (maxConn <= 0 || maxConn > MAXIMUM_MAX_CONN) { |
| 110 | + throw new IllegalArgumentException( |
| 111 | + "maxConn must be positive and less than or equal to " + MAXIMUM_MAX_CONN + "; maxConn=" + maxConn |
| 112 | + ); |
| 113 | + } |
| 114 | + if (beamWidth <= 0 || beamWidth > MAXIMUM_BEAM_WIDTH) { |
| 115 | + throw new IllegalArgumentException( |
| 116 | + "beamWidth must be positive and less than or equal to " + MAXIMUM_BEAM_WIDTH + "; beamWidth=" + beamWidth |
| 117 | + ); |
| 118 | + } |
| 119 | + this.maxConn = maxConn; |
| 120 | + this.beamWidth = beamWidth; |
| 121 | + if (numMergeWorkers == 1 && mergeExec != null) { |
| 122 | + throw new IllegalArgumentException("No executor service is needed as we'll use single thread to merge"); |
| 123 | + } |
| 124 | + this.numMergeWorkers = numMergeWorkers; |
| 125 | + if (mergeExec != null) { |
| 126 | + this.mergeExec = new TaskExecutor(mergeExec); |
| 127 | + } else { |
| 128 | + this.mergeExec = null; |
| 129 | + } |
| 130 | + } |
| 131 | + |
| 132 | + @Override |
| 133 | + public KnnVectorsWriter fieldsWriter(SegmentWriteState state) throws IOException { |
| 134 | + return new ES819HnswReducedHeapVectorsWriter( |
| 135 | + state, |
| 136 | + maxConn, |
| 137 | + beamWidth, |
| 138 | + flatVectorsFormat.fieldsWriter(state), |
| 139 | + numMergeWorkers, |
| 140 | + mergeExec |
| 141 | + ); |
| 142 | + } |
| 143 | + |
| 144 | + @Override |
| 145 | + public KnnVectorsReader fieldsReader(SegmentReadState state) throws IOException { |
| 146 | + return new Lucene99HnswVectorsReader(state, flatVectorsFormat.fieldsReader(state)); |
| 147 | + } |
| 148 | + |
| 149 | + @Override |
| 150 | + public int getMaxDimensions(String fieldName) { |
| 151 | + return Lucene99HnswVectorsFormat.DEFAULT_MAX_DIMENSIONS; |
| 152 | + } |
| 153 | +} |
0 commit comments