| /* |
| * 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.druid.query.aggregation.tdigestsketch; |
| |
| import com.tdunning.math.stats.MergingDigest; |
| import org.apache.druid.java.util.common.IAE; |
| import org.apache.druid.java.util.common.StringUtils; |
| import org.apache.druid.segment.VirtualColumn; |
| import org.apache.druid.segment.virtual.ExpressionVirtualColumn; |
| import org.apache.druid.sql.calcite.expression.DruidExpression; |
| import org.apache.druid.sql.calcite.rel.VirtualColumnRegistry; |
| |
| import java.nio.ByteBuffer; |
| |
| public class TDigestSketchUtils |
| { |
| // Class is not meant to be instantiated |
| private TDigestSketchUtils() |
| { |
| } |
| |
| public static MergingDigest deserialize(Object serializedSketch) |
| { |
| if (serializedSketch instanceof String) { |
| String str = (String) serializedSketch; |
| return MergingDigest.fromBytes(ByteBuffer.wrap(StringUtils.decodeBase64(StringUtils.toUtf8(str)))); |
| } else if (serializedSketch instanceof byte[]) { |
| return MergingDigest.fromBytes(ByteBuffer.wrap((byte[]) serializedSketch)); |
| } else if (serializedSketch instanceof MergingDigest) { |
| return (MergingDigest) serializedSketch; |
| } |
| throw new IAE( |
| "Object cannot be deserialized to a TDigest Sketch: " |
| + serializedSketch.getClass() |
| ); |
| } |
| |
| static byte[] toBytes(MergingDigest tDigest) |
| { |
| byte[] arr = new byte[tDigest.byteSize()]; |
| ByteBuffer result = ByteBuffer.wrap(arr); |
| tDigest.asBytes(result); |
| return result.array(); |
| } |
| |
| /** |
| * This method computes an estimate of the max intermediate size of a {@link MergingDigest}. |
| * Since there is no utility available in the T-Digest library to compute this size, |
| * the below code is inspired by looking at |
| * {@link MergingDigest#MergingDigest(double, int, int)} |
| * This method is current as of 3.2 version and many need to change in future. |
| */ |
| static int getMaxIntermdiateTDigestSize(int compression) |
| { |
| int intermediateSize = 0; |
| int centroidArraySize = (int) (2 * Math.ceil(compression)) + 10; |
| intermediateSize += 2 * centroidArraySize * Double.BYTES; |
| int tempBufferSize = (int) (5 * Math.ceil(compression)); |
| intermediateSize += 2 * tempBufferSize * Double.BYTES; |
| intermediateSize += tempBufferSize * Integer.BYTES; |
| // Adding an extra buffer of 1K for overhead |
| return intermediateSize + 1000; |
| } |
| |
| public static boolean matchingAggregatorFactoryExists( |
| final VirtualColumnRegistry virtualColumnRegistry, |
| final DruidExpression input, |
| final Integer compression, |
| final TDigestSketchAggregatorFactory factory |
| ) |
| { |
| // Check input for equivalence. |
| final boolean inputMatches; |
| final VirtualColumn virtualInput = |
| virtualColumnRegistry.findVirtualColumns(factory.requiredFields()) |
| .stream() |
| .findFirst() |
| .orElse(null); |
| |
| if (virtualInput == null) { |
| inputMatches = input.isDirectColumnAccess() && input.getDirectColumn().equals(factory.getFieldName()); |
| } else { |
| inputMatches = ((ExpressionVirtualColumn) virtualInput).getExpression().equals(input.getExpression()); |
| } |
| return inputMatches && compression == factory.getCompression(); |
| } |
| } |