A proof-of-concept implementation of a parallel-decodable PNG format

Overview

mtpng

A parallelized PNG encoder in Rust

by Brion Vibber [email protected]

Background

Compressing PNG files is a relatively slow operation at large image sizes, and can take from half a second to over a second for 4K resolution and beyond. See my blog post series on the subject for more details.

The biggest CPU costs in traditional libpng seem to be the filtering, which is easy to parallelize, and the deflate compression, which can be parallelized in chunks at a slight loss of compression between block boundaries.

pigz is a well-known C implementation of parallelized deflate/gzip compression, and was a strong inspiration for the chunking scheme used here.

I was also inspired by an experimental C++/OpenMP project called png-parallel by Pascal Beyeler, which didn't implement filtering but confirmed the basic theory.

State

Creates correct files in all color formats (input must be pre-packed). Performs well on large files, but needs work for small files and ancillary chunks. Planning API stability soon, but not yet there -- things will change before 1.0.

Goals

Performance:

  • ☑️ MUST be faster than libpng when multi-threaded
  • ☑️ SHOULD be as fast as or faster than libpng when single-threaded

Functionality:

  • ☑️ MUST support all standard color types and depths
  • ☑️ MUST support all standard filter modes
  • ☑️ MUST compress within a few percent as well as libpng
  • MAY achieve better compression than libpng, but MUST NOT do so at the cost of performance
  • ☑️ SHOULD support streaming output
  • MAY support interlacing

Compatibility:

  • MUST have a good Rust API (in progress)
  • MUST have a good C API (in progress)
  • ☑️ MUST work on Linux x86, x86_64
  • ☑️ MUST work on Linux arm, arm64
  • ☑️ SHOULD work on macOS x86_64
  • ☑️ SHOULD work on iOS arm64
  • ☑️ SHOULD work on Windows x86, x86_64
  • ☑️ ️ SHOULD work on Windows arm64

Compression

Compression ratio is a tiny fraction worse than libpng with the dual-4K screenshot and the arch photo at the current default 256 KiB chunk size, getting closer the larger you increase it.

Using a smaller chunk size, or enabling streaming mode, will increase the file size slightly more in exchange for greater parallelism (small chunks) and lower latency to bytes hitting the wire (streaming).

In 0.3.5 a correction was made to the filter heuristic algorithm to match libpng in some circumstances where it differs; this should provide very similar results to libpng when used as a drop-in replacement now. Later research may involve changing the heuristic, as it fails to correctly predict good performance of the "none" filter on many screenshot-style true color images.

Performance

Note that unoptimized debug builds are about 50x slower than optimized release builds. Always run with --release!

As of September 26, 2018 with Rust 1.29.0, single-threaded performance on Linux x86_64 is ~30-40% faster than libpng saving the same dual-4K screenshot sample image on Linux and macOS x86_64. Using multiple threads consistently beats libpng by a lot, and scales reasonably well at least to 8 physical cores.

See docs/perf.md for informal benchmarks on various devices.

At the default settings, files whose uncompressed data is less than 128 KiB will not see any multi-threading gains, but may still run faster than libpng due to faster filtering.

Todos

See the projects list on GitHub for active details.

Usage

Note: the Rust and C APIs are not yet stable, and will change before 1.0.

Rust usage

See the crate API docs for details.

The mtpng CLI tool can be used as an example of writing files.

In short, something like this:

let mut writer = Vec::<u8>::new();

let mut header = Header::new();
header.set_size(640, 480)?;
header.set_color(ColorType::TruecolorAlpha, 8)?;

let mut options = Options::new();

let mut encoder = Encoder::new(writer, &options);

encoder.write_header(&header)?;
encoder.write_image_rows(&data)?;
encoder.finish()?;

C usage

See c/mtpng.h for a C header file which connects to unsafe-Rust wrapper functions in the mtpng::capi module.

To build the C sample on Linux or macOS, run make. On Windows, run build-win.bat x64 for an x86-64 native build, or pass x86 or arm64 to build for those platforms.

These will build a sample executable from sample.c as well as a libmtpng.so, libmtpng.dylib, or mtpng.dll for it to link. It produces an output file in out/csample.png.

Data flow

Encoding can be broken into many parallel blocks:

Encoder data flow diagram

Decoding cannot; it must be run as a stream, but can pipeline (not yet implemented):

Decoder data flow diagram

Dependencies

Rayon is used for its ThreadPool implementation. You can create an encoder using either the default Rayon global pool or a custom ThreadPool instance.

crc is used for calculating PNG chunk checksums.

libz-sys is used to wrap libz for the deflate compression. I briefly looked at pure-Rust implementations but couldn't find any supporting raw stream output, dictionary setting, and flushing to byte boundaries without closing the stream.

itertools is used to manage iteration in the filters.

typenum is used to do compile-time constant specialization via generics.

png is used by the CLI tool to load input files to recompress for testing.

clap is used by the CLI tool to handle option parsing and help display.

time is used by the CLI tool to time compression.

License

You may use this software under the following MIT-style license:

Copyright (c) 2018-2021 Brion Vibber

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Owner
Brion Vibber
MediaWiki, video playback, and other random stuff.
Brion Vibber
Small wrapper around 3dmol.js and html2canvas for creating self-contained HTML files that display a 3D molecular representation.

Description Small wrapper around 3dmol.js and html2canvas for creating self-contained HTML files that display a 3D molecular representation. Double cl

David Meijer 1 Dec 02, 2021
QR fixer part is standalone but for image to FQR conversion

f-qr-fixer QR fixer part is standalone but for image to FQR conversion it requires Pillow (can be installed with easy_install), qrtools (on ubuntu the

2 Nov 22, 2022
Me cleaner - Tool for partial deblobbing of Intel ME/TXE firmware images

me_cleaner me_cleaner is a Python script able to modify an Intel ME firmware image with the final purpose of reducing its ability to interact with the

Nicola Corna 4.1k Jan 08, 2023
Simple AI app that is guessing color of apple in picture

Apple Color Determinant Application that is guessing color of apple from image Install Pillow, sklearn and numpy, using command for your package manag

Gleb Nikitin 1 Oct 25, 2021
PyGram Instagram-like image filters.

PyGram Instagram-like image filters. Usage First, import the client: from filters import * Instanciate a filter and apply it: f = Nashville("image.jp

Ajay Kumar Nagaraj 102 Feb 21, 2022
Pixel art as well as various sets for hand crafting

Pixel art as well as various sets for hand crafting

1 Nov 09, 2021
3D Reconstruction Software

Meshroom is a free, open-source 3D Reconstruction Software based on the AliceVision Photogrammetric Computer Vision framework. Learn more details abou

AliceVision 8.7k Jan 02, 2023
Graphical tool to make photo collage posters

PhotoCollage Graphical tool to make photo collage posters PhotoCollage allows you to create photo collage posters. It assembles the input photographs

Adrien Vergé 350 Jan 02, 2023
Tool that takes your photo and generates a pixelated color by number photo.

Color by number Tool that takes your photo and generates a pixelated color by number photo. Requirements You need to have python installed on your com

1 Dec 18, 2021
A simple programme for converting url into a qr code (.png file)

QrTk A simple lightweight programme for converting url into a qr code (.png file) Pre-Requisites Before installing the programme , you need to run the

Juss Patel 4 Nov 08, 2021
QR-Generator - An awesome QR Generator to create or customize your QR's

QR Generator An awesome QR Generator to create or customize your QR's! Table of

Tristán 1 Jan 28, 2022
GIMP script to export bitmap as GRAPHICS 4 file (aka SCREEN 5)

gimpfu-msx-gr4.py GIMP script to export bitmap as GRAPHICS 4 file (aka SCREEN 5). GRAPHICS 4 specs are: 256x212 (or 256x192); 16 color palette (from 5

Pedro de Medeiros 4 Oct 17, 2022
Open source software for image correlation, distance and analysis

Douglas-Quaid Project Open source software for image correlation, distance and analysis. Strongly related to : Carl-Hauser Problem statement (@CIRCL)

Dominik Dancs 2 May 01, 2022
Simple to use image handler for python sqlite3.

SQLite Image Handler Simple to use image handler for python sqlite3. Functions Function Name Parameters Returns init databasePath : str tableName : st

Mustafa Ozan Çetin 7 Sep 16, 2022
CadQuery is an intuitive, easy-to-use Python module for building parametric 3D CAD models.

A python parametric CAD scripting framework based on OCCT

1.9k Dec 30, 2022
Anaglyph 3D Converter - A python script that adds a 3D anaglyph style effect to an image using the Pillow image processing package.

Anaglyph 3D Converter - A python script that adds a 3D anaglyph style effect to an image using the Pillow image processing package.

Kizdude 2 Jan 22, 2022
Gaphor is the simple modeling tool

Gaphor Gaphor is a UML and SysML modeling application written in Python. It is designed to be easy to use, while still being powerful. Gaphor implemen

Gaphor 1.3k Dec 31, 2022
Simple utility to tinker with OPlus images

OPlus image utilities Prerequisites Linux running kernel 5.4 or up (check with uname -r) Image rebuilding Used to rebuild read-only erofs images into

Wiley Lau 15 Dec 28, 2022
Imutils - A series of convenience functions to make basic image processing operations such as translation, rotation, resizing, skeletonization, and displaying Matplotlib images easier with OpenCV and Python.

imutils A series of convenience functions to make basic image processing functions such as translation, rotation, resizing, skeletonization, and displ

PyImageSearch 4.3k Jan 01, 2023
hashmask reverse lookup

ImageHashMasks Lookup Hashmask NFT index from a picture Setup pip install pillow click imagehash Usage $ python imagehashmasks.py

17 Nov 29, 2021