ClickHouse/dbms/Compression/CompressionCodecGorilla.h

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#pragma once
#include <Compression/ICompressionCodec.h>
namespace DB
{
/** Gorilla column codec implementation.
*
* Based on Gorilla paper: http://www.vldb.org/pvldb/vol8/p1816-teller.pdf
*
* This codec is best used against monotonic floating sequences, like CPU usage percentage
* or any other gauge.
*
* 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]
* Loop over remaining items and calculate xor_diff:
* xor_diff = a[i] ^ a[i - 1] (e.g. 00000011'10110100)
* Write it in compact binary form with `BitWriter`
* if xor_diff == 0:
* write 1 bit: 0
* else:
* calculate leading zero bits (lzb)
* and trailing zero bits (tzb) of xor_diff,
* compare to lzb and tzb of previous xor_diff
* (X = sizeof(a[i]) * 8, e.g. X = 16, lzb = 6, tzb = 2)
* if lzb >= prev_lzb && tzb >= prev_tzb:
* (e.g. prev_lzb=4, prev_tzb=1)
* write 2 bit prefix: 0b10
* write xor_diff >> prev_tzb (X - prev_lzb - prev_tzb bits):0b00111011010
* (where X = sizeof(a[i]) * 8, e.g. 16)
* else:
* write 2 bit prefix: 0b11
* write 5 bits of lzb: 0b00110
* write 6 bits of (X - lzb - tzb)=(16-6-2)=8: 0b001000
* write (X - lzb - tzb) non-zero bits of xor_diff: 0b11101101
* prev_lzb = lzb
* prev_tzb = tzb
*
* @example sequence of Float32 values [0.1, 0.1, 0.11, 0.2, 0.1] is encoded as:
*
* .- 4-byte little endian sequence length: 5 : 0x00000005
* | .- 4 byte (sizeof(Float32) a[0] as UInt32 : -10 : 0xcdcccc3d
* | | .- 4 encoded xor diffs (see below)
* v_______________ v______________ v__________________________________________________
* \x05\x00\x00\x00\xcd\xcc\xcc\x3d\x6a\x5a\xd8\xb6\x3c\xcd\x75\xb1\x6c\x77\x00\x00\x00
*
* 4 binary encoded xor diffs (\x6a\x5a\xd8\xb6\x3c\xcd\x75\xb1\x6c\x77\x00\x00\x00):
*
* ...........................................
* a[i-1] = 00111101110011001100110011001101
* a[i] = 00111101110011001100110011001101
* xor_diff = 00000000000000000000000000000000
* .- 1-bit prefix : 0b0
* |
* | ...........................................
* | a[i-1] = 00111101110011001100110011001101
* ! a[i] = 00111101111000010100011110101110
* | xor_diff = 00000000001011011000101101100011
* | lzb = 10
* | tzb = 0
* |.- 2-bit prefix : 0b11
* || .- lzb (10) : 0b1010
* || | .- data length (32-10-0): 22 : 0b010110
* || | | .- data : 0b1011011000101101100011
* || | | |
* || | | | ...........................................
* || | | | a[i-1] = 00111101111000010100011110101110
* || | | | a[i] = 00111110010011001100110011001101
* || | | | xor_diff = 00000011101011011000101101100011
* || | | | .- 2-bit prefix : 0b11
* || | | | | .- lzb = 6 : 0b00110
* || | | | | | .- data length = (32 - 6) = 26 : 0b011010
* || | | | | | | .- data : 0b11101011011000101101100011
* || | | | | | | |
* || | | | | | | | ...........................................
* || | | | | | | | a[i-1] = 00111110010011001100110011001101
* || | | | | | | | a[i] = 00111101110011001100110011001101
* || | | | | | | | xor_diff = 00000011100000000000000000000000
* || | | | | | | | .- 2-bit prefix : 0b10
* || | | | | | | | | .- data : 0b11100000000000000000000000
* VV_v____ v_____v________________________V_v_____v______v____________________________V_v_____________________________
* 01101010 01011010 11011000 10110110 00111100 11001101 01110101 10110001 01101100 01110111 00000000 00000000 00000000
*
* 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 CompressionCodecGorilla : public ICompressionCodec
{
public:
CompressionCodecGorilla(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 registerCodecGorilla(CompressionCodecFactory & factory);
}