zstd/contrib/long_distance_matching
2017-07-27 11:11:35 -07:00
..
ldm_common.c Allow parameters to be modified from a separate file 2017-07-25 18:13:27 -07:00
ldm_params.h Add README and clean up code 2017-07-26 13:24:03 -07:00
ldm.c Update README 2017-07-27 11:11:35 -07:00
ldm.h Update README 2017-07-27 11:11:35 -07:00
main.c Add README and clean up code 2017-07-26 13:24:03 -07:00
Makefile Allow HASH_ONLY_EVERY_LOG to be configured in ldm.h 2017-07-26 16:43:25 -07:00
README.md Update README 2017-07-27 11:11:35 -07:00

This is a compression algorithm focused on finding long distance matches.

It is based upon lz4 and uses nearly the same block format (github.com/lz4/lz4/blob/dev/doc/lz4_Block_format.md). The number of bytes to encode the offset is four instead of two in lz4 to reflect the longer distance matching. The block format is descriped in ldm.h.

Build

Run make.

Compressing a file

ldm <filename>

Decompression and verification can be enabled by defining DECOMPRESS_AND_VERIFY in main.c. The output file names are as follows:

  • <filename>.ldm : compressed file
  • <filename>.ldm.dec : decompressed file

Parameters

There are various parameters that can be tuned. These parameters can be tuned in ldm.h or, alternatively if ldm_params.h is included, in ldm_params.h (for easier configuration).

The parameters are as follows and must all be defined:

  • LDM_MEMORY_USAGE : the memory usage of the underlying hash table in bytes.
  • HASH_BUCKET_SIZE_LOG : the log size of each bucket in the hash table (used in collision resolution).
  • LDM_LAG : the lag (in bytes) in inserting entries into the hash table.
  • LDM_WINDOW_SIZE_LOG : the log maximum window size when searching for matches.
  • LDM_MIN_MATCH_LENGTH : the minimum match length.
  • INSERT_BY_TAG : insert entries into the hash table as a function of the hash. This increases speed by reducing the number of hash table lookups and match comparisons. Certain hashes will never be inserted.
  • USE_CHECKSUM : store a checksum with the hash table entries for faster comparison. This halves the number of entries the hash table can contain.

The optional parameter HASH_ONLY_EVERY_LOG is the log inverse frequency of insertion into the hash table. That is, an entry is inserted approximately every 1 << HASH_ONLY_EVERY_LOG times. If this parameter is not defined, the value is computed as a function of the window size and memory usage to approximate a even coverage of the window.

Benchmark

Below is a comparison of various compression methods on a tar of four versions of llvm (versions 3.9.0, 3.9.1, 4.0.0, 4.0.1) with a total size of 727900160 B.

Method Size Ratio
lrzip -p 32 -n -w 1 369968714 1.97
ldm 209391361 3.48
lz4 189954338 3.83
lrzip -p 32 -l -w 1 163940343 4.44
zstd -1 126080293 5.77
lrzip -p 32 -n 124821009 5.83
lrzip -p 32 -n -w 1 & zstd -1 120317909 6.05
zstd -3 -o 115290952 6.31
lrzip -p 32 -g -L 9 -w 1 107168979 6.79
zstd -6 -o 102772098 7.08
zstd -T16 -9 98040470 7.42
lrzip -p 32 -n -w 1 & zstd -T32 -19 88050289 8.27
zstd -T32 -19 83626098 8.70
lrzip -p 32 -n & zstd -1 36335117 20.03
ldm & zstd -6 32856232 22.15
lrzip -p 32 -g -L 9 32243594 22.58
lrzip -p 32 -n & zstd -6 30954572 23.52
lrzip -p 32 -n & zstd -T32 -19 26472064 27.50

The method marked ldm was run with the following parameters:

Parameter Value
LDM_MEMORY_USAGE 23
HASH_BUCKET_SIZE_LOG 3
LDM_LAG 0
LDM_WINDOW_SIZE_LOG 28
LDM_MIN_MATCH_LENGTH 64
INSERT_BY_TAG 1
USE_CHECKSUM 1

The compression speed was 220.5 MB/s.

Parameter selection

Below is a brief discussion of the effects of the parameters on the speed and compression ratio.

Speed

A large bottleneck in terms of speed is finding the matches and comparing to see if they are greater than the minimum match length. Generally:

  • The fewer matches found (or the lower the percentage of the literals matched), the slower the algorithm will behave.
  • Increasing HASH_ONLY_EVERY_LOG results in fewer inserts and, if INSERT_BY_TAG is set, fewer lookups in the table. This has a large effect on speed, as well as compression ratio.
  • If HASH_ONLY_EVERY_LOG is not set, its value is calculated based on LDM_WINDOW_SIZE_LOG and LDM_MEMORY_USAGE. Increasing LDM_WINDOW_SIZE_LOG has the effect of increasing HASH_ONLY_EVERY_LOG and increasing LDM_MEMORY_USAGE decreases HASH_ONLY_EVERY_LOG.
  • USE_CHECKSUM generally improves speed with hash table lookups.

Compression ratio

The compression ratio is highly correlated with the coverage of matches. As a long distance matcher, the algorithm was designed to "optimize" for long distance matches outside the zstd compression window. The compression ratio after recompressing the output of the long-distance matcher with zstd was a more important signal in development than the raw compression ratio itself.

Generally, increasing LDM_MEMORY_USAGE will improve the compression ratio. However when using the default computed value of HASH_ONLY_EVERY_LOG, this increases the frequency of insertion and lookup in the table and thus may result in a decrease in speed.

Below is a table showing the speed and compression ratio when compressing the llvm tar (as described above) using different settings for LDM_MEMORY_USAGE. The other parameters were the same as used in the benchmark above.

LDM_MEMORY_USAGE Ratio Speed (MB/s) Ratio after zstd -6
18 1.85 232.4 10.92
21 2.79 233.9 15.92
23 3.48 220.5 18.29
25 4.56 140.8 19.21

Compression statistics

Compression statistics (and the configuration) can be enabled/disabled via COMPUTE_STATS and OUTPUT_CONFIGURATION in ldm.h.