Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.

Awesome Lists | Featured Topics | Projects

https://github.com/ai2cm/ace

Ai2 Climate Emulator
https://github.com/ai2cm/ace

Last synced: 3 months ago
JSON representation

Ai2 Climate Emulator

Awesome Lists containing this project

README

        

[![Docs](https://readthedocs.org/projects/ai2-climate-emulator/badge/?version=latest)](https://ai2-climate-emulator.readthedocs.io/en/latest/)

# ACE: Ai2 Climate Emulator
This repo contains code accompanying "ACE: A fast, skillful learned global atmospheric model for climate prediction" ([arxiv:2310.02074](https://arxiv.org/abs/2310.02074)).

## Documentation

See complete documentation [here](https://ai2-climate-emulator.readthedocs.io/en/latest/).

## Quickstart

A quickstart guide may be found [here](https://ai2-climate-emulator.readthedocs.io/en/latest/quickstart.html).

## Model checkpoint

The trained ACE checkpoint and a 1-year subsample of the validation dataset is available in
[this Zenodo repository](https://doi.org/10.5281/zenodo.10791087).

## Available datasets
Two versions of the complete dataset described in [arxiv:2310.02074](https://arxiv.org/abs/2310.02074)
are available on a requester pays Google Cloud Storage bucket:
```
gs://ai2cm-public-requester-pays/2023-11-29-ai2-climate-emulator-v1/data/repeating-climSST-1deg-zarrs
gs://ai2cm-public-requester-pays/2023-11-29-ai2-climate-emulator-v1/data/repeating-climSST-1deg-netCDFs
```
The `zarr` format is convenient for ad-hoc analysis. The netCDF version contains our
train/validation split which was used for training and inference.