#data #records #flatdata #increase #fixed-sized #compressability

bin+lib shuffly

Increases compressability of data with fixed-sized records

4 releases

0.1.3 Feb 8, 2022
0.1.2 Feb 7, 2022
0.1.1 Feb 7, 2022
0.1.0 Feb 4, 2022

#405 in Compression

22 downloads per month

MIT license

22KB
448 lines

Shuffly

build docs package

Increases compressability of data with fixed-sized records.

Usage Examples

Compress a single file with shuffly and zstd

# Compress
cat my_file | shuffly -e | pzstd -o my_file.shuffly.pzstd
# Extract
cat my_file.shuffly.pzstd | pzstd -d | shuffly -d --output my_file

Compress a folder with tar, shuffly, and zstd

# Compress
tar -cf - my_folder | shuffly -e | pzstd -o my_folder.tar.shuffly.pzstd
# Extract
cat my_folder.tar.shuffly.pzstd | pzstd -d | shuffly -d | tar -xvf -

Installation

The CLI app can be installed with Cargo:

cargo install shuffly

Examples

Compressing OpenStreetMap data stored in osmflat format is a good example for which shuffly can dramatically improve compression ratios.

The following table shows how the original data compresses with zstd versus shuffly combined with zstd.

Compression was done with pzstd -4 on the planet dataset converted to osmflat. The table below lists all files larger than 1 GB.

File Original Size Compressed (zstd) Compressed (shuffly + zstd)
nodes 103.62 GB 45.69% 29.79%
nodes_index 40.97 GB 50.17% 25.27%
ids/nodes 34.54 GB 51.99% 1.44%
tags_index 11.95 GB 18.99% 19.73%
ways 7.70 GB 33.71% 7.95%
ids/ways 3.85 GB 53.68% 1.78%
stringtable 1.92 GB 40.51% 40.78%
tags 1.20 GB 28.36% 24.45%
relation_members 1.09 GB 24.53% 27.12%

How it works

Shuffly detects fixed-sized data patterns by trying out different pattern sized between 1 to 64 bytes. For each pattern it reorderd bytes such that byte X of each record is group together, and stores deltas of these bytes instead of the original data.

The resulting data stream is much more compressible for pattern based compression algorithms like deflate /gz, zip, etc), zstd, or lzma.

Dependencies

~7MB
~126K SLoC