5 releases
0.1.4 | Nov 11, 2024 |
---|---|
0.1.3 | Nov 7, 2024 |
0.1.2 | Nov 7, 2024 |
0.1.1 | Nov 5, 2024 |
0.1.0 | Nov 5, 2024 |
#152 in Embedded development
108 downloads per month
56KB
1K
SLoC
embedded-huffman
A paginated, streaming library for Huffman coding designed for embedded systems. This library provides efficient compression and decompression with minimal memory overhead, making it suitable for resource-constrained environments.
Features
- No-std compatible, (
alloc
required) - Streaming compression/decompression
- Paginated output for NAND flash pages
- Adaptive Huffman coding that rebuilds frequency tables periodically
- Zero-copy design with minimal allocations
- Optional CLI tool for file compression
Installation
Add this to your Cargo.toml
:
[dependencies]
embedded-huffman = "0.1.0"
Include extern crate alloc;
in your crate root.
Create an implementation for:
/// A function that takes a reference to the page and writes it to NAND
pub type WritePageFutureFn<E> =
Box<dyn for<'a> Fn(&'a [u8]) -> Pin<Box<dyn Future<Output = Result<(), E>> + 'a>>>;
/// A function that takes a mutable reference to the page and fills it with bytes from NAND
/// The future returns true if there are more pages that could be read
pub type ReadPageFutureFn<E> =
Box<dyn for<'a> Fn(&'a mut [u8]) -> Pin<Box<dyn Future<Output = Result<bool, E>> + 'a>>>;
Usage
Command Line Interface
The CLI tool provides simple compression and decompression capabilities:
# Compress a file
hfz < input.txt > compressed.hfz
# Decompress a file
hfz -d < compressed.hfz > decompressed.txt
# Customize page size and threshold
hfz -s 8192 -t 512 < input.txt > compressed.hfz
Library Usage
Basic compression example:
use embedded_huffman::{Encoder, BufferedPageWriter};
const PAGE_SIZE: usize = 2048;
const PAGE_THRESHOLD: usize = 4;
// Create encoder and writer
let mut encoder = Encoder::new(PAGE_SIZE, PAGE_THRESHOLD);
let mut writer = BufferedPageWriter::new(PAGE_SIZE, flush_fn);
// Compress data
for byte in data {
encoder.sink(byte, &mut writer).await?;
}
encoder.flush(&mut writer).await?;
Basic decompression example:
use embedded_huffman::{Decoder, BufferedPageReader};
// Create decoder and reader
let mut decoder = Decoder::new(PAGE_SIZE, PAGE_THRESHOLD);
let mut reader = BufferedPageReader::new(PAGE_SIZE, read_fn);
// Decompress data
while let Some(byte) = decoder.drain(&mut reader).await? {
// Process decompressed byte
}
How It Works
The library implements a streaming Huffman coding algorithm with the following key features:
-
Paginated Output: Data is written in fixed-size pages suitable for NAND flash storage.
-
Adaptive Tables: The Huffman tree is rebuilt periodically based on symbol frequencies in the previous N pages.
-
Memory Efficient: Uses a minimal memory footprint with most operations being zero-copy.
-
Streaming Interface: Data can be processed incrementally without loading everything into memory.
Performance
The library includes benchmarks for compression and decompression performance. Run them with:
cargo bench --all-features
Results can be better on Mac Studio, but the current optimizations were best for Cortex-M4 with manual benchmarking.
compression fastest │ slowest │ median │ mean │ samples │ iters
├─ batch_compress 8.161 ms │ 8.81 ms │ 8.395 ms │ 8.351 ms │ 100 │ 100
├─ compress 12.57 ms │ 13.21 ms │ 13.04 ms │ 12.97 ms │ 100 │ 100
╰─ decompress 27.29 ms │ 30.85 ms │ 27.49 ms │ 27.88 ms │ 100 │ 100
Testing
The codebase includes:
- Unit tests
- Fuzzing tests (in the
fuzz
directory) - End-to-end roundtrip tests
- Property-based tests
Run the test suite with:
cargo test
Fuzzing
Fuzzing ran for 4 days on Mac Studio cargo +nightly fuzz run fuzz_target_1 -- -max_len=10000000 -jobs=20
The fuzz test included a roundtrip of bytes through the encoder and decoder.
CLI Installation
# Install
cargo install --path . --features std,cli
Example
In this example with pipe viewer, you can see the compression and decompression rates:
jacobtrueb@Jacobs-Mac-Studio embedded-huffman % hfz < random.bin | pv > random.bin.hfz
1.00GiB 0:00:10 [96.6MiB/s] [ <=> ]
jacobtrueb@Jacobs-Mac-Studio embedded-huffman % hfz -d < random.bin.hfz | pv > random.bin.unhfz
1.00GiB 0:00:18 [56.4MiB/s] [ <=> ]
The page_threshold is approached with exponential backoff, so it may take a while to have pages spaced out as specified. To mitigate issues with non-representative frequency tables in the early data. The first Huffman table is built after 1 page, then after 2 pages, then 4, 8, 16, etc. until the threshold is reached.
///!
///! This is a simple CLI that reads bytes from stdin and writes Huffman-compressed data to stdout.
///!
///! The -d flag indicates if decompressing bytes emitted by this program.
///! The -s flag specifies the page size (must be power of 2).
///! The -t flag specifies the page threshold for rebuilding the Huffman table.
///!
Dependencies
~0.4–8.5MB
~87K SLoC