Oceananigans.jl
FiniteDiff.jl
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Oceananigans.jl | FiniteDiff.jl | |
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4 | 1 | |
875 | 238 | |
1.6% | 5.0% | |
9.5 | 6.5 | |
5 days ago | 14 days ago | |
Julia | Julia | |
MIT License | GNU General Public License v3.0 or later |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Oceananigans.jl
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Julia 1.10 Released
I think it’s also the design philosophy. JuMP and ForwardDiff are great success stories and are packages very light on dependencies. I like those.
The DiffEq library seems to pull you towards the SciML ecosystem and that might not be agreeable to everyone.
For instance a known Julia project that simulates diff equations seems to have implemented their own solver
https://github.com/CliMA/Oceananigans.jl
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GPU vendor-agnostic fluid dynamics solver in Julia
I‘m currently playing around with Oceananigans.jl (https://github.com/CliMA/Oceananigans.jl). Do you know how both are similar or different?
Oceananigans.jl has really intuitive step-by-step examples and a great discussion page on GitHub.
- Supercharged high-resolution ocean simulation with Jax
FiniteDiff.jl
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Question About Numerical Derivatives/Gradients: Why has no one yet implemented a gradient function in Julia that is similar to the gradient function in MATLAB and NumPy?
There is a finite difference gradient in https://github.com/JuliaDiff/FiniteDiff.jl
What are some alternatives?
MATDaemon.jl
ForwardDiff.jl - Forward Mode Automatic Differentiation for Julia
MITgcm - M.I.T General Circulation Model master code and documentation repository
CUDA.jl - CUDA programming in Julia.
Metal.jl - Metal programming in Julia
NDTensors.jl - A Julia package for n-dimensional sparse tensors.
opendylan - Open Dylan compiler and IDE
TensorFlow.jl - A Julia wrapper for TensorFlow
julia-ml-from-scratch - Machine learning from scratch in Julia
ReLambertW.jl - Fast real valued Lambert W and Wright omega functions for Julia.
XLA.jl - "Maybe we have our own magic."
Makie.jl - Interactive data visualizations and plotting in Julia