7 releases

0.2.3 Jan 2, 2021
0.2.2 Dec 8, 2020
0.1.2 Apr 15, 2019

#21 in Compression

43 downloads per month

MIT license

36KB
797 lines

Arcode

An arithmetic coder for Rust.

Crates.io Crates.io GitHub top language

About

This crate provides the an efficient implementation of an arithmetic encoder/decoder. This crate is based off the paper that describes arithmetic coding found here. This implementation features many readability and performance improvements, especially on the decoding side.

The goal of this project is not to provide an out-of-the-box compression solution. Arithmetic coding (entropy encoding) is the backbone of almost every modern day compression scheme. This crate is meant to be included in future projects that rely on an efficient entropy coder e.g. PPM, LZ77/LZ78, h265/HEVC.

Core components

There are a lot of structs available for use but for the average user there are only a few that will be used.

  • SourceModel models of the probability of symbols. Counts can be adjusted as encoding is done to improve compression.
  • Encoder encodes symbols given a source model and a symbol.
  • Decoder decodes symbols given a source model and a bitstream.

Examples

In the git repository there is an old_complex.rs file that does context switching on a per character basis. A simpler example can be found at new_simple.rs

Input and output bitstreams

In order for arithmetic coding to work streams need to be read a bit at a time (for decoding and for the encoders output). Because of this, BitBit is required. Wrapping whatever your input is in a buffered reader/writer should greatly improve performance.

Using bitbit to create an input stream.

use arcode::bitbit::{BitReader, MSB, BitWriter};
use std::io::Cursor;

fn read_example() {
  // normally you would have a Read type with a BufReader
  let mut source = Cursor::new(vec![0u8; 4]);
  let input: BitReader<_, MSB> = BitReader::new(&mut source);
}

fn out_example() {
  // once again would be Write type with a BufWriter
  let compressed = Cursor::new(vec![]);
  let mut compressed_writer = BitWriter::new(compressed);
}

Source Model(s)

Depending on your application you could have one or many source models. The source model is relied on by the encoder and the decoder. If the decoder ever becomes out of phase with the encoder you will be decoding nonsense.

SourceModelBuilder

In order to make a source model you need to use the SourceModelBuilder struct.

use arcode::util::source_model_builder::{EOFKind, SourceModelBuilder};

fn source_model_example() {
  // create a new model that has symbols 0-256
  // 8 bit values + one EOF marker
  let mut model_with_eof = SourceModelBuilder::new()
    .num_symbols(256)
    .eof(EOFKind::EndAddOne)
    .build();
  
  // model for 8 bit 0 - 255, if we arent using
  // the EOF flag we can set it to NONE or let it default
  // to none as in the second example below.
  let model_without_eof = SourceModelBuilder::new()
    .num_symbols(256)
    .eof(EOFKind::None)
    .build();
  let model_without_eof = SourceModelBuilder::new().num_symbols(256).build();

  // we can also create a model for 0-255 using num_bits
  let model_8_bit = SourceModelBuilder::new().num_bits(8).build();
  
  // update the probability of symbol 4.
  model_with_eof.update_symbol(4);
}

Encode

Encoding some simple input

use arcode::bitbit::BitWriter;
use arcode::encode::encoder::ArithmeticEncoder;
use arcode::util::source_model_builder::{EOFKind, SourceModelBuilder};
use std::io::{Cursor, Result};

/// Encodes bytes and returns the compressed form
fn encode(data: &[u8]) -> Result<Vec<u8>> {
  let mut model = SourceModelBuilder::new()
    .num_bits(8)
    .eof(EOFKind::EndAddOne)
    .build();

  // make a stream to collect the compressed data
  let compressed = Cursor::new(vec![]);
  let mut compressed_writer = BitWriter::new(compressed);
  
  let mut encoder = ArithmeticEncoder::new(48);

  for &sym in data {
    encoder.encode(sym as u32, &model, &mut compressed_writer)?;
    model.update_symbol(sym as u32);
  }

  encoder.encode(model.eof(), &model, &mut compressed_writer)?;
  encoder.finish_encode(&mut compressed_writer)?;
  compressed_writer.pad_to_byte()?;

  // retrieves the bytes from the writer. This will
  // be cleaner when bitbit updates. Not necessary if
  // using files or a stream
  Ok(compressed_writer.get_ref().get_ref().clone())
}

Decode

use arcode::bitbit::{BitReader, MSB};
use arcode::decode::decoder::ArithmeticDecoder;
use arcode::util::source_model_builder::{EOFKind, SourceModelBuilder};
use std::io::{Cursor, Result};

/// Decompresses the data
fn decode(data: &[u8]) -> Result<Vec<u8>> {
  let mut model = SourceModelBuilder::new()
    .num_bits(8)
    .eof(EOFKind::EndAddOne)
    .build();

  let mut input_reader = BitReader::<_, MSB>::new(data);
  let mut decoder = ArithmeticDecoder::new(48);
  let mut decompressed_data = vec![];

  while !decoder.finished() {
    let sym = decoder.decode(&model, &mut input_reader)?;
    model.update_symbol(sym);
    decompressed_data.push(sym as u8);
  }

  decompressed_data.pop(); // remove the EOF

  Ok(decompressed_data)
}

Dependencies

~30KB