ClimateMachine.jl
Metal.jl
ClimateMachine.jl | Metal.jl | |
---|---|---|
1 | 1 | |
433 | 327 | |
- | 1.2% | |
0.0 | 8.9 | |
about 1 year ago | 5 days ago | |
Julia | Julia | |
GNU General Public License v3.0 or later | MIT License |
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ClimateMachine.jl
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Is Julia suitable for computational physics?
There are some big projects using all of this. The CLIMA climate model is a good example, and you can find 20 other fluid dynamics simulators. There's differentiable N-body simulators, rigid body and robotics simulators, DFT libraries, etc.
Metal.jl
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What Apple hardware do I need for CUDA-based deep learning tasks?
If you are really committed to running on Apple hardware then take a look at Tensorflow for macOS. Another option is the Julia programming language which has very basic Metal support at a CUDA-like level. FluxML would be the ML framework in Julia. Iām not sure either option will be painless or let you do everything you could do with a Nvidia GPU.
What are some alternatives?
BlockBandedMatrices.jl - A Julia package for representing block-banded matrices and banded-block-banded matrices
Oceananigans.jl - š Julia software for fast, friendly, flexible, ocean-flavored fluid dynamics on CPUs and GPUs
SciMLBenchmarks.jl - Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R
Flux.jl - Relax! Flux is the ML library that doesn't make you tensor
CUDA.jl - CUDA programming in Julia.
ParallelKMeans.jl - Parallel & lightning fast implementation of available classic and contemporary variants of the KMeans clustering algorithm
TensorFlow.jl - A Julia wrapper for TensorFlow
Makie.jl - Interactive data visualizations and plotting in Julia
julia - The Julia Programming Language