Oceananigans.jl
julia-ml-from-scratch
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Oceananigans.jl | julia-ml-from-scratch | |
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4 | 1 | |
875 | 30 | |
1.6% | - | |
9.5 | 7.0 | |
5 days ago | 4 months 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
julia-ml-from-scratch
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GPU vendor-agnostic fluid dynamics solver in Julia
https://github.com/odsl-team/julia-ml-from-scratch/issues/2
Summarizing, they benchmark some machine learning code that uses KernelAbstractions.jl on different platforms and find:
What are some alternatives?
MATDaemon.jl
www.julialang.org - Julia Project website
FiniteDiff.jl - Fast non-allocating calculations of gradients, Jacobians, and Hessians with sparsity support
nyxt - Nyxt - the hacker's browser.
MITgcm - M.I.T General Circulation Model master code and documentation repository
oneAPI.jl - Julia support for the oneAPI programming toolkit.
Metal.jl - Metal programming in Julia
opendylan - Open Dylan compiler and IDE
XLA.jl - "Maybe we have our own magic."
ClimateMachine.jl - Climate Machine: an Earth System Model that automatically learns from data
dio - Decentralized Impact Organizations for the Climate
pyhpc-benchmarks - A suite of benchmarks for CPU and GPU performance of the most popular high-performance libraries for Python :rocket: