Invert geophysical fluid dynamic problems (elliptic partial differential equations) using SOR iteration method.

Official implementation for "Generative diffusion for regional surrogate models from sea-ice simulations"

🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.

[CVPR 2024] Official implementation of "DiffCast: A Unified Framework via Residual Diffusion for Precipitation Nowcasting"

The code of paper ‘’.

Xarray and unstructured grids

Code for Sonnewald and Lguensat 2021

ocean overturning in xarray

Hybrid ML physics model of the Earth's atmosphere

A line of code to analyze climate

Implementation of the PyTorch version of the Weather Deep Learning Model Zoo.

[NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting

Proper scoring rules in Python

Implementation of Denoising Diffusion Probabilistic Model in Pytorch

Metrics for the verification, evaluation and optimisation of forecasts, predictions or models.

Model Evaluation Tools

Channel Vision Transformers: An Image Is Worth C x 16 x 16 Words

[NeurIPS'24] Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid Modeling

🌍 A Collection of Awesome Large Weather Models (LWMs) | AI for Earth (AI4Earth) | AI for Science (AI4Science)

Global Ocean Emulator with Multi-seasonal to Decadal Forecast Skill

convert CESM CAM atmospheric model data from hybrid to pressure coordinates

This python code converts CAM hybrid to pressure levels

Universal Regridder for Geospatial Data

Masked Diffusion Transformer is the SOTA for image synthesis. (ICCV 2023)

A collection of research papers on Diffusion Models for Weather Forecasting.

A fast and simple perlin noise generator using numpy

Speedup the scipy.interpolate.griddata function when employing it on multiple data with the same mapping relations