ClickHouse/dbms/Compression/CompressionCodecDoubleDelta.h

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#pragma once
#include <Compression/ICompressionCodec.h>
namespace DB
{
/** DoubleDelta column codec implementation.
*
* Based on Gorilla paper: http://www.vldb.org/pvldb/vol8/p1816-teller.pdf, which was extended
* to support 64bit types. The drawback is 1 extra bit for 32-byte wide deltas: 5-bit prefix
* instead of 4-bit prefix.
*
* This codec is best used against monotonic integer sequences with constant (or almost contant)
* stride, like event timestamp for some monitoring application.
*
* Given input sequence a: [a0, a1, ... an]:
*
* First, write number of items (sizeof(int32)*8 bits): n
* Then write first item as is (sizeof(a[0])*8 bits): a[0]
* Second item is written as delta (sizeof(a[0])*8 bits): a[1] - a[0]
* Loop over remaining items and calculate double delta:
* double_delta = a[i] - 2 * a[i - 1] + a[i - 2]
* Write it in compact binary form with `BitWriter`
* if double_delta == 0:
* write 1bit: 0
* else if -63 < double_delta < 64:
* write 2 bit prefix: 10
* write sign bit (1 if signed): x
* write 7-1 bits of abs(double_delta - 1): xxxxxx
* else if -255 < double_delta < 256:
* write 3 bit prefix: 110
* write sign bit (1 if signed): x
* write 9-1 bits of abs(double_delta - 1): xxxxxxxx
* else if -2047 < double_delta < 2048:
* write 4 bit prefix: 1110
* write sign bit (1 if signed): x
* write 12-1 bits of abs(double_delta - 1): xxxxxxxxxxx
* else if double_delta fits into 32-bit int:
* write 5 bit prefix: 11110
* write sign bit (1 if signed): x
* write 32-1 bits of abs(double_delta - 1): xxxxxxxxxxx...
* else
* write 5 bit prefix: 11111
* write sign bit (1 if signed): x
* write 64-1 bits of abs(double_delta - 1): xxxxxxxxxxx...
*
* @example sequence of UInt8 values [1, 2, 3, 4, 5, 6, 7, 8, 9 10] is encoded as (codec header is ommited):
*
* .- 4-byte little-endian sequence length (10 == 0xa)
* | .- 1 byte (sizeof(UInt8) a[0] : 0x01
* | | .- 1 byte of delta: a[1] - a[0] = 2 - 1 = 1 : 0x01
* | | | .- 8 zero bits since double delta for remaining 8 elements was 0 : 0x00
* v_______________v___v___v___
* \x0a\x00\x00\x00\x01\x01\x00
*
* @example sequence of Int16 values [-10, 10, -20, 20, -40, 40] is encoded as:
*
* .- 4-byte little endian sequence length = 6 : 0x00000006
* | .- 2 bytes (sizeof(Int16) a[0] as UInt16 = -10 : 0xfff6
* | | .- 2 bytes of delta: a[1] - a[0] = 10 - (-10) = 20 : 0x0014
* | | | .- 4 encoded double deltas (see below)
* v_______________ v______ v______ v______________________
* \x06\x00\x00\x00\xf6\xff\x14\x00\xb8\xe2\x2e\xb1\xe4\x58
*
* 4 binary encoded double deltas (\xb8\xe2\x2e\xb1\xe4\x58):
* double_delta (DD) = -20 - 2 * 10 + (-10) = -50
* .- 2-bit prefix : 0b10
* | .- sign-bit : 0b1
* | |.- abs(DD - 1) = 49 : 0b110001
* | ||
* | || DD = 20 - 2 * (-20) + 10 = 70
* | || .- 3-bit prefix : 0b110
* | || | .- sign bit : 0b0
* | || | |.- abs(DD - 1) = 69 : 0b1000101
* | || | ||
* | || | || DD = -40 - 2 * 20 + (-20) = -100
* | || | || .- 3-bit prefix : 0b110
* | || | || | .- sign-bit : 0b0
* | || | || | |.- abs(DD - 1) = 99 : 0b1100011
* | || | || | ||
* | || | || | || DD = 40 - 2 * (-40) + 20 = 140
* | || | || | || .- 3-bit prefix : 0b110
* | || | || | || | .- sign bit : 0b0
* | || | || | || | |.- abs(DD - 1) = 139 : 0b10001011
* | || | || | || | ||
* V_vv______V__vv________V____vv_______V__vv________,- padding bits
* 10111000 11100010 00101110 10110001 11100100 01011000
*
* Please also see unit tests for:
* * Examples on what output `BitWriter` produces on predefined input.
* * Compatibility tests solidifying encoded binary output on set of predefined sequences.
*/
class CompressionCodecDoubleDelta : public ICompressionCodec
{
public:
CompressionCodecDoubleDelta(UInt8 data_bytes_size_);
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uint8_t getMethodByte() const override;
String getCodecDesc() const override;
void useInfoAboutType(DataTypePtr data_type) override;
protected:
UInt32 doCompressData(const char * source, UInt32 source_size, char * dest) const override;
void doDecompressData(const char * source, UInt32 source_size, char * dest, UInt32 uncompressed_size) const override;
UInt32 getMaxCompressedDataSize(UInt32 uncompressed_size) const override;
private:
UInt8 data_bytes_size;
};
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class CompressionCodecFactory;
void registerCodecDoubleDelta(CompressionCodecFactory & factory);
}