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Add quantization state reader and writer #1997
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Merged
jmazanec15
merged 47 commits into
opensearch-project:main
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ryanbogan:quantization_state_writer_reader
Sep 5, 2024
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e9fedcb
Add quantization state reader and writer
1f5c030
Make inner class private
627ac7e
Address PR Feedback
a81e99d
Fix tests
daa39ed
Address PR feedback
8abf3cd
Add writer tests
e7d5ac8
Add reader tests
c804652
Add changelog entry
f711e39
Remove extra line
425b920
Address PR Feedback
2ea5371
Fix javadocs
89e45de
Make reader methods static
8cd2ee3
Integrate with merge
d644c9b
Change field name writing to internal field number and change file su…
5fe570d
Merge branch 'main' into quantization_state_writer_reader
92bb539
Change integration with native engine writer
5b03f30
Fix tests
9b486d8
Integrate with query flow
0a7d80e
Remove duplicate writeFooter
de89987
Integrate with cache
59be504
Change implementation and fix tests
366072f
Add test for reading from QuantizationStateReadConfig
077a1b6
Add cache manager tests
3dbbad9
Port changes from feature branch to fix end to end flow
45b6fbf
Change integration with query flow
0e0eaf3
Remove unnecessary changes in KNNWeight
9f8ce0c
Merge branch 'main' into quantization_state_writer_reader
595ec6f
Merge branch 'main' into quantization_state_writer_reader
1f67103
Address PR Feedback and fix compile error from rebase
80e74e3
Abstract common functionality between read methods
60cd2fa
Avoid repeat calls to quantization cache manager get instance
c0b9e71
Address PR feedback
776d531
Merge branch 'main' into quantization_state_writer_reader
8c21304
Add unit tests for KNNWeight
b304e3c
Address PR Feedback
fe19fc0
Merge branch 'main' into quantization_state_writer_reader
d8959d0
Address feedbackK
ba931da
Fix bwc tests
fdfc301
Revert previous change
0e37d2d
Condense into one loop while reading
eaff8f0
Address PR Feedback
414b2e4
Address PR Feedback
2accfb1
Address feedback
a6c87e3
Revert "Address feedback"
ff07704
Address feedback
34cd60b
Address feedback
b82fb90
Merge branch 'main' into quantization_state_writer_reader
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143 changes: 143 additions & 0 deletions
143
src/main/java/org/opensearch/knn/index/codec/KNN990Codec/KNNQuantizationStateReader.java
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,143 @@ | ||
| /* | ||
| * Copyright OpenSearch Contributors | ||
| * SPDX-License-Identifier: Apache-2.0 | ||
| */ | ||
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| package org.opensearch.knn.index.codec.KNN990Codec; | ||
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| import org.apache.lucene.codecs.CodecUtil; | ||
| import org.apache.lucene.index.FieldInfo; | ||
| import org.apache.lucene.index.IndexFileNames; | ||
| import org.apache.lucene.index.SegmentReadState; | ||
| import org.apache.lucene.store.Directory; | ||
| import org.apache.lucene.store.IOContext; | ||
| import org.apache.lucene.store.IndexInput; | ||
| import org.opensearch.knn.common.KNNConstants; | ||
| import org.opensearch.knn.quantization.models.quantizationState.QuantizationState; | ||
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| import java.io.IOException; | ||
| import java.util.ArrayList; | ||
| import java.util.HashMap; | ||
| import java.util.List; | ||
| import java.util.Map; | ||
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| /** | ||
| * Reads quantization states | ||
| */ | ||
| public class KNNQuantizationStateReader { | ||
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| /** | ||
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| * Read quantization states and return list of fieldNames and bytes | ||
| * | ||
| * File format: | ||
| * Header | ||
| * QS1 state bytes | ||
| * QS2 state bytes | ||
| * Number of quantization states | ||
| * QS1 field name | ||
| * QS1 state bytes length | ||
| * QS1 position of state bytes | ||
| * QS2 field name | ||
| * QS2 state bytes length | ||
| * QS2 position of state bytes | ||
| * Position of index section (where QS1 field name is located) | ||
| * -1 (marker) | ||
| * Footer | ||
| * | ||
| * @param state the read state to read from | ||
| */ | ||
| public Map<String, byte[]> read(SegmentReadState state) { | ||
|
Collaborator
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Let's Reafctor the code between both reads. Most of the things are common |
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| String quantizationStateFileName = IndexFileNames.segmentFileName( | ||
| state.segmentInfo.name, | ||
| state.segmentSuffix, | ||
| KNNConstants.QUANTIZATION_STATE_FILE_SUFFIX | ||
| ); | ||
| Map<String, byte[]> readQuantizationStateInfos = new HashMap<>(); | ||
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| try (IndexInput input = state.directory.openInput(quantizationStateFileName, IOContext.READ)) { | ||
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| int numFields = getNumFields(input); | ||
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| List<String> fieldNames = new ArrayList<>(); | ||
| List<Long> positions = new ArrayList<>(); | ||
| List<Integer> lengths = new ArrayList<>(); | ||
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| // Read each field's metadata from the index section | ||
| for (int i = 0; i < numFields; i++) { | ||
| fieldNames.add(input.readString()); | ||
| int length = input.readInt(); | ||
| lengths.add(length); | ||
| long position = input.readVLong(); | ||
| positions.add(position); | ||
| } | ||
| // Read each field's bytes | ||
| for (int i = 0; i < numFields; i++) { | ||
| input.seek(positions.get(i)); | ||
| byte[] stateBytes = new byte[lengths.get(i)]; | ||
| input.readBytes(stateBytes, 0, lengths.get(i)); | ||
| readQuantizationStateInfos.put(fieldNames.get(i), stateBytes); | ||
| } | ||
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| } catch (IOException e) { | ||
| throw new RuntimeException(e); | ||
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| } | ||
| return readQuantizationStateInfos; | ||
| } | ||
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| /** | ||
| * Reads an individual quantization state for a given field | ||
| * @param directory directory to open input | ||
| * @param segmentName segment name | ||
| * @param segmentSuffix segment suffix | ||
| * @param fieldInfo field information | ||
| * @return quantization state | ||
| */ | ||
| public QuantizationState read(Directory directory, String segmentName, String segmentSuffix, FieldInfo fieldInfo) throws IOException { | ||
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| String quantizationStateFileName = IndexFileNames.segmentFileName( | ||
| segmentName, | ||
| segmentSuffix, | ||
| KNNConstants.QUANTIZATION_STATE_FILE_SUFFIX | ||
| ); | ||
| String fieldName = fieldInfo.getName(); | ||
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| IndexInput input = directory.openInput(quantizationStateFileName, IOContext.READ); | ||
| CodecUtil.retrieveChecksum(input); | ||
| int numFields = getNumFields(input); | ||
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| long position = -1; | ||
| int length = 0; | ||
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| // Read each field's metadata from the index section | ||
| for (int i = 0; i < numFields; i++) { | ||
| String tempFieldName = input.readString(); | ||
| int tempLength = input.readInt(); | ||
| long tempPosition = input.readVLong(); | ||
| if (tempFieldName.equals(fieldName)) { | ||
| position = tempPosition; | ||
| length = tempLength; | ||
| break; | ||
| } | ||
| } | ||
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| if (position == -1 || length == 0) { | ||
| throw new IllegalArgumentException(String.format("Field %s not found", fieldName)); | ||
| } | ||
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| input.seek(position); | ||
| byte[] stateBytes = new byte[length]; | ||
| input.readBytes(stateBytes, 0, length); | ||
| input.close(); | ||
| // Deserialize the byte array to a quantization state object | ||
| // TODO: Get params from field info and deserialize | ||
| return null; | ||
| } | ||
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| private int getNumFields(IndexInput input) throws IOException { | ||
| long footerStart = input.length() - CodecUtil.footerLength(); | ||
| long markerAndIndexPosition = footerStart - Integer.BYTES - Long.BYTES; | ||
| input.seek(markerAndIndexPosition); | ||
| long indexStartPosition = input.readLong(); | ||
| input.readInt(); | ||
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| input.seek(indexStartPosition); | ||
| return input.readInt(); | ||
| } | ||
| } | ||
90 changes: 90 additions & 0 deletions
90
src/main/java/org/opensearch/knn/index/codec/KNN990Codec/KNNQuantizationStateWriter.java
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,90 @@ | ||
| /* | ||
| * Copyright OpenSearch Contributors | ||
| * SPDX-License-Identifier: Apache-2.0 | ||
| */ | ||
|
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| package org.opensearch.knn.index.codec.KNN990Codec; | ||
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| import lombok.AllArgsConstructor; | ||
| import org.apache.lucene.codecs.CodecUtil; | ||
| import org.apache.lucene.index.IndexFileNames; | ||
| import org.apache.lucene.index.SegmentWriteState; | ||
| import org.apache.lucene.store.IndexOutput; | ||
| import org.opensearch.knn.common.KNNConstants; | ||
| import org.opensearch.knn.quantization.models.quantizationState.QuantizationState; | ||
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| import java.io.IOException; | ||
| import java.util.ArrayList; | ||
| import java.util.List; | ||
|
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| /** | ||
| * Writes quantization states to off heap memory | ||
| */ | ||
| public class KNNQuantizationStateWriter { | ||
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| private final IndexOutput output; | ||
| private List<FieldQuantizationState> fieldQuantizationStates = new ArrayList<>(); | ||
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| /** | ||
| * Constructor | ||
| * @param segmentWriteState segment write state containing segment information | ||
| * @throws IOException exception could be thrown while creating the output | ||
| */ | ||
| public KNNQuantizationStateWriter(SegmentWriteState segmentWriteState) throws IOException { | ||
| String quantizationStateFileName = IndexFileNames.segmentFileName( | ||
| segmentWriteState.segmentInfo.name, | ||
| segmentWriteState.segmentSuffix, | ||
| KNNConstants.QUANTIZATION_STATE_FILE_SUFFIX | ||
| ); | ||
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| output = segmentWriteState.directory.createOutput(quantizationStateFileName, segmentWriteState.context); | ||
| } | ||
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| /** | ||
| * Writes an index header | ||
| * @param segmentWriteState state containing segment information | ||
| * @throws IOException exception could be thrown while writing header | ||
| */ | ||
| public void writeHeader(SegmentWriteState segmentWriteState) throws IOException { | ||
| CodecUtil.writeIndexHeader(output, "QuantizationCodec", 0, segmentWriteState.segmentInfo.getId(), segmentWriteState.segmentSuffix); | ||
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| } | ||
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| /** | ||
| * Writes a quantization state as bytes | ||
| * @param fieldName field name | ||
| * @param quantizationState quantization state | ||
| * @throws IOException could be thrown while writing | ||
| */ | ||
| public void writeState(String fieldName, QuantizationState quantizationState) throws IOException { | ||
| byte[] stateBytes = quantizationState.toByteArray(); | ||
| long position = output.getFilePointer(); | ||
| output.writeBytes(stateBytes, stateBytes.length); | ||
| fieldQuantizationStates.add(new FieldQuantizationState(fieldName, stateBytes, position)); | ||
| } | ||
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| /** | ||
| * Writes index footer and other index information for parsing later | ||
| * @throws IOException could be thrown while writing | ||
| */ | ||
| public void writeFooter() throws IOException { | ||
| long indexStartPosition = output.getFilePointer(); | ||
| output.writeInt(fieldQuantizationStates.size()); | ||
| for (FieldQuantizationState fieldQuantizationState : fieldQuantizationStates) { | ||
| output.writeString(fieldQuantizationState.fieldName); | ||
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| output.writeInt(fieldQuantizationState.stateBytes.length); | ||
| output.writeVLong(fieldQuantizationState.position); | ||
| } | ||
| output.writeLong(indexStartPosition); | ||
| output.writeInt(-1); | ||
| CodecUtil.writeFooter(output); | ||
| output.close(); | ||
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| fieldQuantizationStates = new ArrayList<>(); | ||
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| } | ||
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| @AllArgsConstructor | ||
| private static class FieldQuantizationState { | ||
| final String fieldName; | ||
| final byte[] stateBytes; | ||
| final Long position; | ||
| } | ||
| } | ||
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