compress
library
compress
implements a lightweight, deflate-like compression algorithm designed to have a simple, zk-friendly decompression algorithm.
We also provide a zk decompressor in gnark
.
compress
is is an Apache 2.0 licensed project.
How to use
The Compressor
class in the lzss
package does all the work.
- Use the
NewCompressor
method to create an instance.
- Following golang conventions, the compressor implements the
io.Writer
interface, and data can be fed to it through the Write
method.
- To retrieve the compressed data, use the
Bytes
method.
- For use-cases where raw data streams in and compressed blobs of only a limited size can be emitted,
Len
and Revert
methods are provided to ensure maximal use of output space.
- For convenience, a
Compress
wrapper method is also provided, which compresses the entire input in one go and returns the compressed data.
Example
d := []byte("hello world, hello wordl")
compressor, _ := lzss.NewCompressor(nil, lzss.BestCompression)
c, _ := compressor.Compress(d)
dBack, _ := Decompress(c, nil)
if !bytes.Equal(d, dBack) {
panic("decompression failed")
}
For a complete example making use of the dictionary and revert features, see TestRevert
.
Specification
A note on the encoding of numerical values
Non-enumerated numbers encoded in n
bits represent values from 1
to 2ⁿ
, inclusive. More significant bits come earlier in the stream, so if the encoding happens to be byte-aligned, it will be Big-Endian. For example the 9-bit stream 111001011
represents 460.
The compressed output is structured as follows:
0 1 2 3...
+---+---+---+===============+
| VSN | L |... PHRASES ...|
+---+---+---+===============+
VSN
is a 16-bit version number, currently 0x0000
.
L
is an 8-bit number representing the "compression level". A value of 0x00
indicates no compression at all, whereby PHRASES
will consist of a literal copy of the data. Other acceptable values for L
are 1, 2, 4, or 8. Concretely, this value indicates the size (in bits) of a compressed word. Words are a SNARK-side consideration, and the larger they are, the fewer constraints the decompressor would have, at some cost to the compression ratio.
- A compressor
PHRASE
is one of the following:
- A byte, less than 253, to be interpreted as a literal.
- A long back-reference: (Note: from here-on data are represented with bit-level precision)
0..7 8..15 16..16+NBBITS_LONG_OFS
+------+------+------------------------+
| 0xFD | LEN | OFFSET |
+------+------+------------------------+
, where NBBITS_LONG_OFS = ⌈19/L⌉ * L
- A short back-reference:
0..7 8..15 16..16+NBBITS_SHORT_OFS
+------+------+------------------------+
| 0xFE | LEN | OFFSET |
+------+------+------------------------+
, where NBBITS_SHORT_OFS = ⌈14/L⌉ * L
- A dictionary reference:
0..7 8..15 16..16+NBBITS_DICT_ADDR
+------+------+------------------------+
| 0xFF | LEN | ADDR |
+------+------+------------------------+
, where NBBITS_DICT_ADDR = ⌈log₂(DICT_SIZE)/L⌉ * L
, and DICT_SIZE
is the size of the dictionary in bytes.
Interpreting "references"
A back-reference is an imperative to copy from already decompressed data. The "offset" field indicates how far back in the decompressed data to copy from, and the "length" field indicates how many bytes to copy. A back-reference may overlap with its own output, to create so-called "run length encodings", where many copies of the same byte are represented by a single back-reference.
The "address" field in a dictionary reference indicates where in the dictionary to copy from. In accordance with the number encoding rules above, the bytes in the dictionary are indexed starting at 1. The dictionary is an unstructured, user-provided stream of bytes that domain knowledge suggests are likely to occur in the data. It can improve the compression ratio, especially for small data. The dictionary is not part of the compressed data, and is not transmitted. Users are responsible for ensuring that the same dictionary is used by both the compressor and the decompressor. Since the special characters 0xFD
, 0xFE
, and 0xFF
cannot be represented by any other means than a dictionary reference, the compressor and decompressor will add them to the dictionary before using it, if they are not already present. This may affect the values DICT_SIZE
and NBBITS_DICT_ADDR
.