Awesome-Julia-List

🔥🔥🔥 This repository lists some awesome public Julia programming language projects.

Contents

• Awesome-Julia-List
  • Summary
    • Official Julia
    • Awesome List
    • Community
    • Learning Resources
  • Data Structure and Algorithm
  • Package Manager
  • FFI Bindings
  • GPU Computing
  • Scientific Computation
    • Numerical Calculation
    • Linear Algebra
    • Optimization Engine
    • Data Analysis and Visualization
  • Machine Learning
    • Machine Learning Framework
    • Object Detection
  • Image and Video Processing
  • Web Framework
  • Performance Benchmark
  • GUI
  • Blogs

Summary

• Official Julia

  • Julia : Julia is a high-level, high-performance dynamic language for technical computing. julialang.org/.

  • Julia Documentation : Welcome to the documentation for Julia.

• Awesome List

  • greister/Awesome-Julia : A curated list of awesome julia libraries, softwares and tutorials.

  • old-julia-codes/awesomeJulia : awesome Julia.

  • widged/awesome-julia-datasciences : Resources about Julia for DataSciences / Machine Learning.

• Community

  • JuliaCN : Julia 中文社区。社区驱动，致力于 Julia 编程语言中文支持的开源组织。

• Learning Resources

  • Julia Documentation : Welcome to the documentation for Julia.

  • JuliaCN/JuliaZH.jl : Julia语言中文文档。docs.juliacn.com

  • JuliaCN/JuliaDataScience : Julia Data Science 中文版。cn.julialang.org/JuliaDataScience/

Data Structure and Algorithm

• TheAlgorithms/Julia : Algorithms implemented in Julia (for educational purposes).

• mossr/BeautifulAlgorithms.jl : Concise and beautiful algorithms written in Julia.

Package Manager

• JuliaCN/Julia2Nix.jl : The Nix interface to Julia Ecosystem [maintainer=@GTrunSec]. cn.julialang.org/Julia2Nix.jl/.

FFI Bindings

• PyCall : Calling Python functions from the Julia language.

• jlrs : Julia bindings for Rust.

GPU Computing

• CUDA.jl : CUDA programming in Julia. juliagpu.org/

• AMDGPU.jl : AMD GPU (ROCm) programming in Julia.

Scientific Computation

• Numerical Calculation

  • DifferentialEquations.jl : Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia. docs.sciml.ai/DiffEqDocs/stable/

  • ModelingToolkit.jl : An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and automated transformations of differential equations. mtk.sciml.ai/dev/

• Linear Algebra

  • GenericLinearAlgebra.jl : Generic numerical linear algebra in Julia.

  • JuliaArrays/LazyArrays.jl : Lazy arrays and linear algebra in Julia.

• Optimization Engine

  • JuMP : Modeling language for Mathematical Optimization (linear, mixed-integer, conic, semidefinite, nonlinear). jump.dev/

  • EAGO : EAGO: Easy-Advanced Global Optimization. EAGO is an open-source development environment for robust and global optimization in Julia.

• Data Analysis and Visualization

  • Makie.jl : Visualizations and plotting in Julia. docs.makie.org/stable

  • Plots.jl : Powerful convenience for Julia visualizations and data analysis. docs.juliaplots.org

  • DataFrames.jl : In-memory tabular data in Julia. dataframes.juliadata.org/stable/

Machine Learning

• Machine Learning Framework

  • Flux : Relax! Flux is the ML library that doesn't make you tensor. fluxml.ai/

  • MLJ : A Machine Learning Framework for Julia. MLJ (Machine Learning in Julia) is a toolbox written in Julia providing a common interface and meta-algorithms for selecting, tuning, evaluating, composing and comparing about 200 machine learning models written in Julia and other languages.

  • ITensor : A Julia library for efficient tensor computations and tensor network calculations. itensor.org

  • TensorOperations.jl : Julia package for tensor contractions and related operations. jutho.github.io/TensorOperations.jl/stable/

  • TensorKit.jl : A Julia package for large-scale tensor computations, with a hint of category theory.

• Object Detection

  • ObjectDetector.jl : Pure Julia implementations of single-pass object detection neural networks.

  • AndreyGermanov/yolov8_onnx_julia : YOLOv8 inference using Julia.

  • IanButterworth/YOLO.jl : YOLO Object Detection in Julia.

Image and Video Processing

• JuliaImages/Images.jl : An image library for Julia. juliaimages.org/

• JuliaImages/OpenCV.jl : Use OpenCV in Julia!! 🚀. juliaimages.org/OpenCV.jl/dev/

Web Framework

• Genie.jl : 🧞The highly productive Julia web framework. genieframework.com

Performance Benchmark

• mdmaas/julia-numpy-fortran-test : Comparing Julia vs Numpy vs Fortran for performance and code simplicity.

GUI

• JuliaGizmos/Blink.jl : Web-based GUIs for Julia.

Blogs

• MatecDev
  • 2021-09-20，Testing Julia: Fast as Fortran, Versatile as Python
  • 2022-01-17，Julia vs Numba and Cython: Looking Beyond Microbenchmarks
  • 2023-06-02，Julia: 17X Faster than Python's Scipy, and Easier Too!