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Core: Adds Utility Class for Implementing ZOrdering #3966
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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. | ||
| */ | ||
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| package org.apache.iceberg.util; | ||
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| import java.nio.ByteBuffer; | ||
| import java.util.Arrays; | ||
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| /** | ||
| * Within Z-Ordering the byte representations of objects being compared must be ordered, | ||
| * this requires several types to be transformed when converted to bytes. The goal is to | ||
| * map object's whose byte representation are not lexicographically ordered into representations | ||
| * that are lexicographically ordered. | ||
| * Most of these techniques are derived from | ||
| * https://aws.amazon.com/blogs/database/z-order-indexing-for-multifaceted-queries-in-amazon-dynamodb-part-2/ | ||
| * | ||
| * Some implementation is taken from | ||
| * https://github.com/apache/hbase/blob/master/hbase-common/src/main/java/org/apache/hadoop/hbase/util/OrderedBytes.java | ||
| */ | ||
| public class ZOrderByteUtils { | ||
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| private ZOrderByteUtils() { | ||
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| } | ||
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| /** | ||
| * Signed ints do not have their bytes in magnitude order because of the sign bit. | ||
| * To fix this, flip the sign bit so that all negatives are ordered before positives. This essentially | ||
| * shifts the 0 value so that we don't break our ordering when we cross the new 0 value. | ||
| */ | ||
| public static byte[] intToOrderedBytes(int val) { | ||
| ByteBuffer bytes = ByteBuffer.allocate(Integer.BYTES); | ||
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| bytes.putInt(val ^ 0x80000000); | ||
| return bytes.array(); | ||
| } | ||
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| /** | ||
| * Signed longs are treated the same as the signed ints | ||
| */ | ||
| public static byte[] longToOrderBytes(long val) { | ||
| ByteBuffer bytes = ByteBuffer.allocate(Long.BYTES); | ||
| bytes.putLong(val ^ 0x8000000000000000L); | ||
| return bytes.array(); | ||
| } | ||
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| /** | ||
| * Signed shorts are treated the same as the signed ints | ||
| */ | ||
| public static byte[] shortToOrderBytes(short val) { | ||
| ByteBuffer bytes = ByteBuffer.allocate(Short.BYTES); | ||
| bytes.putShort((short) (val ^ (0x8000))); | ||
| return bytes.array(); | ||
| } | ||
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| /** | ||
| * Signed tiny ints are treated the same as the signed ints | ||
| */ | ||
| public static byte[] tinyintToOrderedBytes(byte val) { | ||
| ByteBuffer bytes = ByteBuffer.allocate(Byte.BYTES); | ||
| bytes.put((byte) (val ^ (0x80))); | ||
| return bytes.array(); | ||
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| } | ||
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| /** | ||
| * IEEE 754 : | ||
| * “If two floating-point numbers in the same format are ordered (say, x {@literal <} y), | ||
| * they are ordered the same way when their bits are reinterpreted as sign-magnitude integers.” | ||
| * | ||
| * Which means floats can be treated as sign magnitude integers which can then be converted into lexicographically | ||
| * comparable bytes | ||
| */ | ||
| public static byte[] floatToOrderedBytes(float val) { | ||
| ByteBuffer bytes = ByteBuffer.allocate(Integer.BYTES); | ||
| int ival = Float.floatToIntBits(val); | ||
| ival ^= ((ival >> (Integer.SIZE - 1)) | Integer.MIN_VALUE); | ||
| bytes.putInt(ival); | ||
| return bytes.array(); | ||
| } | ||
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| /** | ||
| * Doubles are treated the same as floats | ||
| */ | ||
| public static byte[] doubleToOrderedBytes(double val) { | ||
| ByteBuffer bytes = ByteBuffer.allocate(Long.BYTES); | ||
| long lng = Double.doubleToLongBits(val); | ||
| lng ^= ((lng >> (Long.SIZE - 1)) | Long.MIN_VALUE); | ||
| bytes.putLong(lng); | ||
| return bytes.array(); | ||
| } | ||
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| /** | ||
| * Strings are lexicographically sortable BUT if different byte array lengths will | ||
| * ruin the Z-Ordering. (ZOrder requires that a given column contribute the same number of bytes every time). | ||
| * This implementation just uses a set size to for all output byte representations. Truncating longer strings | ||
| * and right padding 0 for shorter strings. | ||
| */ | ||
| public static byte[] stringToOrderedBytes(String val, int length) { | ||
| ByteBuffer bytes = ByteBuffer.allocate(length); | ||
| if (val != null) { | ||
|
Contributor
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. If you update this to accept a reused buffer, then we need to remember to zero out the bytes. |
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| int maxLength = Math.min(length, val.length()); | ||
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| bytes.put(val.getBytes(), 0, maxLength); | ||
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| } | ||
| return bytes.array(); | ||
| } | ||
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| /** | ||
| * Interleave bits using a naive loop. | ||
| * @param columnsBinary an array of byte arrays, none of which are empty | ||
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| * @return their bits interleaved | ||
| */ | ||
| public static byte[] interleaveBits(byte[][] columnsBinary) { | ||
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| int interleavedSize = Arrays.stream(columnsBinary).mapToInt(a -> a.length).sum(); | ||
| byte[] interleavedBytes = new byte[interleavedSize]; | ||
| int sourceBit = 7; | ||
| int sourceByte = 0; | ||
| int sourceColumn = 0; | ||
| int interleaveBit = 7; | ||
| int interleaveByte = 0; | ||
| while (interleaveByte < interleavedSize) { | ||
| // Take what we have, Get the source Bit of the source Byte, move it to the interleaveBit position | ||
| interleavedBytes[interleaveByte] = | ||
| (byte) (interleavedBytes[interleaveByte] | | ||
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| (columnsBinary[sourceColumn][sourceByte] & 1 << sourceBit) >> sourceBit << interleaveBit); | ||
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| --interleaveBit; | ||
| if (interleaveBit == -1) { | ||
| // Finished a byte in our interleave byte array start a new byte | ||
| interleaveByte++; | ||
| interleaveBit = 7; | ||
| } | ||
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| // Find next column with a byte we can use | ||
| do { | ||
| ++sourceColumn; | ||
| if (sourceColumn == columnsBinary.length) { | ||
| sourceColumn = 0; | ||
| if (--sourceBit == -1) { | ||
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| sourceByte++; | ||
| sourceBit = 7; | ||
| } | ||
| } | ||
| } while (columnsBinary[sourceColumn].length <= sourceByte && interleaveByte < interleavedSize); | ||
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| } | ||
| return interleavedBytes; | ||
| } | ||
| } | ||
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It should be documented somewhere the produced byte[] should be compared lexicographically, with bytes as unsigned.
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Will do
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Yep, I will add this