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Top 16 Julia GPU Projects
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Project mention: Exploring Typst, a new typesetting system similar to LaTeX | news.ycombinator.com | 2024-10-12
Thank you for the kind words.
The plots were all created with Makie.jl [1] and lots of fiddling and manually writing code to get things right. Although I think Makie is great, I guess it would also be possible with other plotting libraries.
[1]: https://docs.makie.org/stable/
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Oceananigans.jl
🌊 Julia software for fast, friendly, flexible, ocean-flavored fluid dynamics on CPUs and GPUs
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Project mention: Ask HN: Resources for General Purpose GPU development on Apple's M* chips? | news.ycombinator.com | 2024-12-25
I’ve had a good time dabbling with Metal.jl: https://github.com/JuliaGPU/Metal.jl
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ParallelStencil.jl
Package for writing high-level code for parallel high-performance stencil computations that can be deployed on both GPUs and CPUs
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DiffEqGPU.jl
GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem
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FiniteDiff.jl
Fast non-allocating calculations of gradients, Jacobians, and Hessians with sparsity support
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ImplicitGlobalGrid.jl
Almost trivial distributed parallelization of stencil-based GPU and CPU applications on a regular staggered grid
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Project mention: Gaussiansplatting.jl – back end-agnostic Julia implementation | news.ycombinator.com | 2024-12-06
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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).
Julia GPU discussion
Julia GPU related posts
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Ask HN: Best way to learn GPU programming?
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2023 was the year that GPUs stood still
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Julia and Mojo (Modular) Mandelbrot Benchmark
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how to visulaise motions and vectors in 3 dimensions?
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GPU vendor-agnostic fluid dynamics solver in Julia
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Julia lib to get vector paths of font glyphs?
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Julia and GPU processing, how does it work?
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Index
What are some of the best open-source GPU projects in Julia? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | Makie.jl | 2,495 |
| 2 | CUDA.jl | 1,266 |
| 3 | Oceananigans.jl | 1,072 |
| 4 | TensorFlow.jl | 884 |
| 5 | Metal.jl | 393 |
| 6 | ParallelStencil.jl | 334 |
| 7 | BifurcationKit.jl | 326 |
| 8 | DiffEqGPU.jl | 295 |
| 9 | FiniteDiff.jl | 267 |
| 10 | oneAPI.jl | 191 |
| 11 | ImplicitGlobalGrid.jl | 174 |
| 12 | GPUCompiler.jl | 160 |
| 13 | Vulkan.jl | 113 |
| 14 | FoldsCUDA.jl | 57 |
| 15 | BoundaryValueDiffEq.jl | 46 |
| 16 | GaussianSplatting.jl | 40 |
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