Top 7 Julia High Performance Projects

Symbolics.jl

13 1,285 9.4 Julia

Symbolic programming for the next generation of numerical software

Project mention: Symbolics.jl | news.ycombinator.com | 2024-01-13

OrdinaryDiffEq.jl

3 498 9.6 Julia

High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) solvers, including neural ordinary differential equations (neural ODEs) and scientific machine learning (SciML)

Project mention: Modern Numerical Solving methods | /r/DifferentialEquations | 2023-07-06

There has been a lot of research in Runge Kutta methods in the last couple decades which resulted in all kind of specialized Runge Kutta methods. You have high order ones, RK methods for stiff problems, embedded RK methods which benefit from adaprive step size control, RK-Nystrom methods for second order Problems, symplectic RK methods which preserve energy (eg. hamiltonian) ando so on. If you are interested in the numerics and the use cases I highly recommend checking out the Julia Libary OrdinaryDiffEq (https://github.com/SciML/OrdinaryDiffEq.jl). If you look into the documentation you find A LOT of implemented RK methods for all kind of use cases.

WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
Transducers.jl

1 423 4.3 Julia

Efficient transducers for Julia
ThreadsX.jl

1 308 0.0 Julia

Parallelized Base functions
FLoops.jl

3 302 0.0 Julia

Fast sequential, threaded, and distributed for-loops for Julia—fold for humans™
FoldsCUDA.jl

1 54 0.0 Julia

Data-parallelism on CUDA using Transducers.jl and for loops (FLoops.jl)
DLMReader.jl

1 26 4.9 Julia

High-performance delimited-file reader and writer for Julia

Project mention: Best alternative for python | /r/deeplearning | 2023-12-06

Julia is great https://github.com/JuliaData or https://github.com/sl-solution/DLMReader.jl might be a good startingpoint

InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2024-01-13.