Package org.apache.iceberg.util
Class ZOrderByteUtils
java.lang.Object
org.apache.iceberg.util.ZOrderByteUtils
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. Bytes produced should be compared lexicographically as unsigned bytes,
big-endian.
All types except for String are stored within an 8 Byte Buffer
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
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Field Summary
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Method Summary
Modifier and TypeMethodDescriptionstatic ByteBuffer
byteTruncateOrFill
(byte[] val, int length, ByteBuffer reuse) Return a bytebuffer with the given bytes truncated to length, or filled with 0's to length depending on whether the given bytes are larger or smaller than the given length.static ByteBuffer
doubleToOrderedBytes
(double val, ByteBuffer reuse) Doubles are treated the same as floats infloatToOrderedBytes(float, ByteBuffer)
static ByteBuffer
floatToOrderedBytes
(float val, ByteBuffer reuse) IEEE 754 : “If two floating-point numbers in the same format are ordered (say, x < y), they are ordered the same way when their bits are reinterpreted as sign-magnitude integers.”static byte[]
interleaveBits
(byte[][] columnsBinary, int interleavedSize, ByteBuffer reuse) Interleave bits using a naive loop.static ByteBuffer
intToOrderedBytes
(int val, ByteBuffer reuse) Signed ints do not have their bytes in magnitude order because of the sign bit.static ByteBuffer
longToOrderedBytes
(long val, ByteBuffer reuse) Signed longs are treated the same as the signed ints inintToOrderedBytes(int, ByteBuffer)
static ByteBuffer
shortToOrderedBytes
(short val, ByteBuffer reuse) Signed shorts are treated the same as the signed ints inintToOrderedBytes(int, ByteBuffer)
static ByteBuffer
stringToOrderedBytes
(String val, int length, ByteBuffer reuse, CharsetEncoder encoder) Strings are lexicographically sortable BUT if different byte array lengths will ruin the Z-Ordering.static ByteBuffer
tinyintToOrderedBytes
(byte val, ByteBuffer reuse) Signed tiny ints are treated the same as the signed ints inintToOrderedBytes(int, ByteBuffer)
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Field Details
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PRIMITIVE_BUFFER_SIZE
public static final int PRIMITIVE_BUFFER_SIZE- See Also:
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Method Details
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intToOrderedBytes
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. -
longToOrderedBytes
Signed longs are treated the same as the signed ints inintToOrderedBytes(int, ByteBuffer)
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shortToOrderedBytes
Signed shorts are treated the same as the signed ints inintToOrderedBytes(int, ByteBuffer)
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tinyintToOrderedBytes
Signed tiny ints are treated the same as the signed ints inintToOrderedBytes(int, ByteBuffer)
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floatToOrderedBytes
IEEE 754 : “If two floating-point numbers in the same format are ordered (say, x < 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
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doubleToOrderedBytes
Doubles are treated the same as floats infloatToOrderedBytes(float, ByteBuffer)
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stringToOrderedBytes
public static ByteBuffer stringToOrderedBytes(String val, int length, ByteBuffer reuse, CharsetEncoder encoder) 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. -
byteTruncateOrFill
Return a bytebuffer with the given bytes truncated to length, or filled with 0's to length depending on whether the given bytes are larger or smaller than the given length. -
interleaveBits
Interleave bits using a naive loop. Variable length inputs are allowed but to get a consistent ordering it is required that every column contribute the same number of bytes in each invocation. Bits are interleaved from all columns that have a bit available at that position. Once a Column has no more bits to produce it is skipped in the interleaving.- Parameters:
columnsBinary
- an array of ordered byte representations of the columns being ZOrderedinterleavedSize
- the number of bytes to use in the output- Returns:
- the columnbytes interleaved
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