My own Unicode compression algorithm

Overview

Zee Code

ZCode is a custom compression algorithm I originally developed for a competition held for the Spring 2019 Datastructures and Algorithms course of Dr. Mahdi Safarnejad-Boroujeni at Sharif University of Technology, at which I became first-place. The code is pretty slow and has a lot of room for optimization, but it is pretty readable. It can be an excellent educational resource for whoever is starting on compression algorithms.

The algorithm is a cocktail of classical compression algorithms mixed and served for Unicode documents. It hinges around the LZW algorithm to create a finite size symbol dictionary; the results are then byte-coded into variable-length custom symbols, which I call zee codes! Finally, the symbol table is truncated accordingly, and the compressed document is encoded into a byte stream.

Huffman trees highly inspire zee codes, but because in normal texts, symbols are usually much more uniformly distributed than the original geometrical (or exponential) distribution assumption for effective Huffman coding, the gains of using variable-sized byte-codes both from an implementation and performance perspective outweighed bit Huffman encodings. Results may vary, but my tests showed a steady ~4-5x compression ratio on Farsi texts, which is pretty nice!

Installation

ZCode is available on pip, and only requires a 3.6 or higher python installation beforehand.

pip install -U zcode

Usage

You can run the algorithm for any utf-8 encoded file using the zcode command. It will automatically decompress files ending with a .zee extensions and compress others into .zee files, but you can always override the default behavior by providing optional arguments like:

zcode INPUTFILE [--output OUTPUT_FILE --action compress/decompress --symbol-size SYMBOL_SIZE --code-size CODE_SIZE]

The symbol-size argument controls the algorithms' buffer size for processing symbols (in bytes). It is automatically set depending on your input file size but you can change it as you wish. code-size controls the maximum length for coded bytes while encoding symbols (this equals to 2 by default and needs to be provided to the algorithm upon decompression).

LICENSE

MIT LICENSE, see vahidzee/zcode/LICENSE

You might also like...
Search algorithm implementations meant for teaching

Search-py A collection of search algorithms for teaching and experimenting. Non-adversarial Search There’s a heavy separation of concerns which leads

8-puzzle-solver with UCS, ILS, IDA* algorithm
8-puzzle-solver with UCS, ILS, IDA* algorithm

Eight Puzzle 8-puzzle-solver with UCS, ILS, IDA* algorithm pre-usage requirements python3 python3-pip virtualenv prepare enviroment virtualenv -p pyth

A Python Package for Portfolio Optimization using the Critical Line Algorithm

A Python Package for Portfolio Optimization using the Critical Line Algorithm

🧬 Training the car to do self-parking using a genetic algorithm
🧬 Training the car to do self-parking using a genetic algorithm

🧬 Training the car to do self-parking using a genetic algorithm

A raw implementation of the nearest insertion algorithm to resolve TSP problems in a TXT format.

TSP-Nearest-Insertion A raw implementation of the nearest insertion algorithm to resolve TSP problems in a TXT format. Instructions Load a txt file wi

A GUI visualization of QuickSort algorithm
A GUI visualization of QuickSort algorithm

QQuickSort A simple GUI visualization of QuickSort algorithm. It only uses PySide6, it does not have any other external dependency. How to run Install

A python implementation of the Basic Photometric Stereo Algorithm
A python implementation of the Basic Photometric Stereo Algorithm

Photometric-Stereo A python implementation of the Basic Photometric Stereo Algorithm Result Usage run Photometric_Stereo.py Code Tree |data #原始数据,tga格

Python package to monitor the power consumption of any algorithm

CarbonAI This project aims at creating a python package that allows you to monitor the power consumption of any python function. Documentation The com

marching rectangles algorithm in python with clean code.

Marching Rectangles marching rectangles algorithm in python with clean code. Tools Python 3 EasyDraw Creators Mohammad Dori Run the Code Installation

Releases(v0.0.1)
Owner
Vahid Zehtab
Applied & Theoretical Deep Learning Researcher currently studying my last semester of Compute Engineering Bachelors program at Sharif University of Technology
Vahid Zehtab
frePPLe - open source supply chain planning

frePPLe Open source supply chain planning FrePPLe is an easy-to-use and easy-to-implement open source advanced planning and scheduling tool for manufa

frePPLe 385 Jan 06, 2023
A priority of preferences for teacher assignment problem

Genetic-Algorithm-for-Assignment-Problem A priority of preferences for teacher assignment problem Keywords k-partition; clustering; education 4.0 Abst

hades 2 Oct 31, 2022
A simple library for implementing common design patterns.

PyPattyrn from pypattyrn.creational.singleton import Singleton class DummyClass(object, metaclass=Singleton): # DummyClass is now a Singleton!

1.7k Jan 01, 2023
A selection of a few algorithms used to sort or search an array

Sort and search algorithms This repository has some common search / sort algorithms written in python, I also included the pseudocode of each algorith

0 Apr 02, 2022
Solving a card game with three search algorithms: BFS, IDS, and A*

Search Algorithms Overview In this project, we want to solve a card game with three search algorithms. In this card game, we have to sort our cards by

Korosh 5 Aug 04, 2022
A collection of design patterns/idioms in Python

python-patterns A collection of design patterns and idioms in Python. Current Patterns Creational Patterns: Pattern Description abstract_factory use a

Sakis Kasampalis 36.2k Jan 05, 2023
CLI Eight Puzzle mini-game featuring BFS, DFS, Greedy and A* searches as solver algorithms.

🕹 Eight Puzzle CLI Jogo do quebra-cabeças de 8 peças em linha de comando desenvolvido para a disciplina de Inteligência Artificial. Escrito em python

Lucas Nakahara 1 Jun 30, 2021
iAWE is a wonderful dataset for those of us who work on Non-Intrusive Load Monitoring (NILM) algorithms.

iAWE is a wonderful dataset for those of us who work on Non-Intrusive Load Monitoring (NILM) algorithms. You can find its main page and description via this link. If you are familiar with NILM-TK API

Mozaffar Etezadifar 3 Mar 19, 2022
Cormen-Lib - An academic tool for data structures and algorithms courses

The Cormen-lib module is an insular data structures and algorithms library based on the Thomas H. Cormen's Introduction to Algorithms Third Edition. This library was made specifically for administeri

Cormen Lib 12 Aug 18, 2022
Parameterising Simulated Annealing for the Travelling Salesman Problem

Parameterising Simulated Annealing for the Travelling Salesman Problem Abstract The Travelling Salesman Problem is a well known NP-Hard problem. Given

Gary Sun 55 Jun 15, 2022
Pathfinding algorithm based on A*

Pathfinding V1 What is pathfindingV1 ? This program is my very first path finding program, using python and turtle for graphic rendering. How is it wo

Yan'D 6 May 26, 2022
A minimal implementation of the IQRM interference flagging algorithm for radio pulsar and transient searches

A minimal implementation of the IQRM interference flagging algorithm for radio pulsar and transient searches. This module only provides the algorithm that infers a channel mask from some spectral sta

Vincent Morello 6 Nov 29, 2022
This project consists of a collaborative filtering algorithm to predict movie reviews ratings from a dataset of Netflix ratings.

Collaborative Filtering - Netflix movie reviews Description This project consists of a collaborative filtering algorithm to predict movie reviews rati

Shashank Kumar 1 Dec 21, 2021
Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set

Python Sorted Containers Sorted Containers is an Apache2 licensed sorted collections library, written in pure-Python, and fast as C-extensions. Python

Grant Jenks 2.8k Jan 04, 2023
PathPlanning - Common used path planning algorithms with animations.

Overview This repository implements some common path planning algorithms used in robotics, including Search-based algorithms and Sampling-based algori

Huiming Zhou 5.1k Jan 08, 2023
A fast python implementation of the SimHash algorithm.

This Python package provides hashing algorithms for computing cohort ids of users based on their browsing history. As such, it may be used to compute cohort ids of users following Google's Federated

Hybrid Theory 19 Dec 15, 2022
Algoritmos de busca:

Algoritmos-de-Buscas Algoritmos de busca: Abaixo está a interface da aplicação: Ao selecionar o tipo de busca e o caminho, então será realizado o cálc

Elielson Barbosa 5 Oct 04, 2021
A pure Python implementation of a mixed effects random forest (MERF) algorithm

Mixed Effects Random Forest This repository contains a pure Python implementation of a mixed effects random forest (MERF) algorithm. It can be used, o

Manifold 199 Dec 06, 2022
An implementation of ordered dithering algorithm in python as multimedia course project

One way of minimizing the size of an image is to simply reduce the number of bits you use to represent each pixel.

7 Dec 02, 2022
Ralebel is an interpreted, Haitian Creole programming language that aims to help Haitians by starting with the fundamental algorithm

Ralebel is an interpreted, Haitian Creole programming language that aims to help Haitians by starting with the fundamental algorithm

Lub Lorry Lamysère 5 Dec 01, 2022