Discover CliMA/NonlinearSolvers.jl Open Source project

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Language
Julia
License
Apache License 2.0
Created over 4 years ago
Updated over 3 years ago

CliMA

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A simple GPU-friendly solver for a system of non-linear equations

Oceananigans.jl

🌊 Julia software for fast, friendly, flexible, ocean-flavored fluid dynamics on CPUs and GPUs

Julia

971

ClimateMachine.jl

Climate Machine: an Earth System Model that automatically learns from data

Julia

452

Land

Everything within the Land model (Soil Plant Atmosphere Module, Land Hydrology, etc)

Julia

ClimaCore.jl

CliMA model dycore

Julia

CalibrateEmulateSample.jl

Stochastic Optimization, Learning, Uncertainty and Sampling

Julia

ClimaAtmos.jl

ClimaAtmos.jl is a library for building atmospheric circulation models that is designed from the outset to leverage data assimilation and machine learning tools. We welcome contributions!

Julia

EnsembleKalmanProcesses.jl

Implements Optimization and approximate uncertainty quantification algorithms, Ensemble Kalman Inversion, and Ensemble Kalman Processes.

Julia

Thermodynamics.jl

A package containing a library of moist thermodynamic relations.

Julia

RRTMGP.jl

A Julia implementation of Rapid and accurate Radiative Transfer Model for General Circulation Models.

Julia

ClimaTimeSteppers.jl

A CPU- and GPU-friendly package for solving ordinary differential equations

Julia

CloudMicrophysics.jl

A library of cloud microphysics parameterizations

Julia

ClimaLand.jl

Clima's Land Model

Julia

GriddingMachine.jl

Functions to read gridded data so as to feed Clima Land model

Julia

ClimaParams.jl

Contains all universal constant and physical parameters in CLIMA

Julia

TurbulenceConvection.jl

A turbulence-convection single column model cloud parameterization.

Julia

LESbrary.jl

📚Generating Oceananigans large eddy simulation (LES) data for calibrating parameterizations

Julia

ClimaOcean.jl

🌎 Tools for realistic regional-to-global ocean simulations, and coupled ocean + sea-ice simulations based on Oceananigans and ClimaSeaIce. Basis for the ocean and sea-ice component of CliMA's Earth system model.

Julia

ClimaCoupler.jl

ClimaCoupler: bringing atmosphere, land, and ocean together

Julia

CalibrateEDMF.jl

A package to calibrate atmospheric turbulence and convection parameterizations using gradient-free ensemble Kalman methods

Julia

OceanParameterizations.jl

Machine learning (and uncertainty quantification?) of climate model parameterizations using differentiable (and probabilistic?) programming.

Julia

ParameterEstimocean.jl

🎲 Parameter estimation for Oceananigans using EnsembleKalmanProcesses

Julia

pycles

A python based infrastructure for cloud large eddy simulation.

Fortran

SurfaceFluxes.jl

A package for computing surface fluxes between the atmosphere, ocean and land models.

Julia

Cloudy.jl

🌧️ Multi-moment cloud microphysics toy model

Julia

Impero.jl

A symbolic language for equation specification

Julia

ClimaSeaIce.jl

🧊 Coupled and stand-alone simulations of sea ice for Earth system modeling

Julia

SeawaterPolynomials.jl

Polynomials for efficiently computing the density of seawater

Julia

Insolation.jl

Julia

Canary.jl

Julia

CubedSphere.jl

Tools for generating cubed sphere grids and solving partial differential equations on the sphere.

Julia

OperatorFlux.jl

Operator layers for Flux.jl that allow for the construction of Neural Operator models by using Flux's API. Useful for discretization-independent spatio-temporal ML models.

Julia

RandomFeatures.jl

Modular random feature approximation in Julia

Julia

UnrolledUtilities.jl

A toolkit for optimizing Julia code that uses statically sized iterators.

Julia

ClimaUtilities.jl

Shared utilities for the CliMA project

Julia

ClimaDiagnostics.jl

A framework to define and output observables and statistics from CliMA simulations

Julia

KinematicDriver.jl

Prescribed flow models for testing cloud microphysics schemes.

Julia

CliMAgen.jl

This project contains the CliMA superresolution work using Julia's Flux.jl and SciML.jl frameworks.

Julia

Design-Docs

Design Documents for the Climate Machine

TeX

GilbertCurves.jl

Generalized Hilbert space-filling curves

Julia

slurm-buildkite

Run buildkite jobs on a slurm cluster

Shell

ParamViz.jl

Makie.jl based functions to visualize parameterization interactively.

Julia

LandHydrology.jl

The CliMA land hydrology model, including soil, snow, and surface processes

Julia

ParaviewCatalyst.jl

Julia

OceanModelComparison.jl

Scripts and tools for comparing ocean models: OceanMachine.jl (discontinuous Galerkin), Oceananigans.jl, and MITgcm (both finite volume).

Julia

ClimaAnalysis.jl

An analysis library for ClimaDiagnostics (and, more generally, NetCDF files)

Julia

MultiBroadcastFusion.jl

A Julia package for fusing multiple broadcast expressions together

Julia

IdealizedSpectralGCM.jl

This is a toy spectral atmospheric model.

Julia

SingleColumnModels.jl

Single column models

Julia

ClimaOceanBiogeochemistry.jl

Biogeochemistry model for Clima-Ocean

Julia

Solvent.jl

A CPU- and GPU-friendly package for linear solvers

Julia

ReportMetrics.jl

A package for reporting metrics (e.g., allocations)

Julia

RootSolvers.jl

A simple GPU-capable root solver package

Julia

ClimaWorkshops

A repository that contains material for hands-on workshops and tutorials in CliMA

Jupyter Notebook

ClimaArtifacts

Pre-processing pipelines for the input data used by the CliMA project

Julia

OrthogonalSphericalShellGrids.jl

🌐 Recipes and tools for generating spherical shell grids for ocean simulations with Oceananigans

Julia

ClimaCalibrate.jl

Calibration pipeline for ClimaAtmos.jl

Julia

OceananigansDocumentation

A GitHub home for Oceananigans.jl documentation

PkgDevTools.jl

Some utility functions for helping with customized Pkg.jl operations

Julia

climapy

Jupyter Notebook

VizCalibrateEDMF

A Python toolkit for visualizing CalibrateEDMF results

Python

FusibleBroadcasts.jl

A Julia package for fusing broadcast expressions into optimized kernels

Julia

ClimaComms.jl

For CliMA distributed computing

Julia

CliMADatasets.jl

Repository that containts climate relevant ML datasets from the Climate Modeling Alliance.

Julia

ClimaShallowWater.jl

Julia

DARPA-ACTM

Centralized documentation of software products related to the DARPA AI-assisted Climate Tipping-point Modeling project

slurmci

CI runner which submits CI tests as Slurm batch jobs

Julia

AtmosphericProfilesLibrary.jl

A library of atmospheric profiles

Julia

ClimaSimulations.jl

Simulations of Earth system models and Earth system model components

Julia

Nimbus

Visualization package for large-eddy simulations

JavaScript

ODEConvergenceTester.jl

A simple package for reporting temporal convergence tests for OrdinaryDiffEq.jl's integrator object.

Julia

diffusion-bridge-downscaling

Code to recreate results from "Unpaired Downscaling of Fluid Flows with Diffusion Bridges", Bischoff & Deck (2023). R&D project that shows how diffusion bridges can be applied to fluid simulations.

Julia

GCMMesh

Computes meshes and partitions for box and spherical shell domains typically used for dynamical core simulations.

Julia

NCRegressionTests.jl

A package for regression tests over NCDatasets.

Julia

VizCES.jl

A toolkit for visualizing results from CalibrateEmulateSample.jl

Julia

GeophysicalDissipation.jl

Validation and testing of dissipative continuous and numerical approximations for geophysical flows

Julia

MinimumWorkingExamples.jl

A repository of stand-alone minimum working example scripts.

Julia

ArtifactWrappers.jl

A lightweight wrapper around Julia Artifacts

Julia

ClimaEarth.jl

Earth system modeling software for simulations of the Earth system that couple ClimaAtmos, ClimaOcean, ClimaLSM, ClimaSeaIce, and more

Julia

ClimaAtmosIdeas.jl

This repository contains the original ClimaAtmos source code, which has nice ideas that we should eventually draw from.

Julia

TurbulenceConvectionArtifacts.jl

Artifacts for the TurbulenceConvection repository

Julia

LazyBroadcast.jl

A package for constructing Broadcasted objects from broadcast expressions

Julia

ImperoHooks.jl

Julia

CGDycore.jl

Julia

VizCLIMA.jl

A toolkit for visualizing CLIMA's results

Jupyter Notebook

MultigridOceanSolvers.jl

Multigrid pressure solvers for Oceananigans

CliMA/NonlinearSolvers.jl

CliMA

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