ClimateMachine.jl VS Metal.jl

Compare ClimateMachine.jl vs Metal.jl and see what are their differences.

ClimateMachine.jl

Climate Machine: an Earth System Model that automatically learns from data (by CliMA)
Climate climate-change Julia GPU

DISCONTINUED

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Metal.jl

Metal programming in Julia (by JuliaGPU)
Julia GPU Mac metal-framework apple-gpu apple-silicon
Source Code
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ClimateMachine.jl Metal.jl
1 1
433 327
- 1.2%
0.0 8.9
about 1 year ago 4 days ago
Julia Julia
GNU General Public License v3.0 or later MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.

ClimateMachine.jl

Posts with mentions or reviews of ClimateMachine.jl. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-01-05.
  • Is Julia suitable for computational physics?
    4 projects | /r/Julia | 5 Jan 2021
    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

Posts with mentions or reviews of Metal.jl. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-05-27.
  • What Apple hardware do I need for CUDA-based deep learning tasks?
    3 projects | /r/macbook | 27 May 2023
    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. Iā€™m not sure either option will be painless or let you do everything you could do with a Nvidia GPU.

What are some alternatives?

When comparing ClimateMachine.jl and Metal.jl you can also consider the following projects:

BlockBandedMatrices.jl - A Julia package for representing block-banded matrices and banded-block-banded matrices

Oceananigans.jl - šŸŒŠ 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

ClimateMachine.jl vs BlockBandedMatrices.jl Metal.jl vs Oceananigans.jl ClimateMachine.jl vs SciMLBenchmarks.jl Metal.jl vs Flux.jl ClimateMachine.jl vs Oceananigans.jl Metal.jl vs CUDA.jl ClimateMachine.jl vs ParallelKMeans.jl Metal.jl vs TensorFlow.jl ClimateMachine.jl vs Makie.jl Metal.jl vs julia Metal.jl vs Makie.jl