ACE - 2024.12.0

What's Changed

This release contains many internal changes for ACE code. However, all configuration options accessible by the entrypoints of the fme package (i.e. fme.ace.train, fme.ace.inference and fme.ace.evaluator) have had no breaking changes.

The following lists are not complete but just a highlight of changes which may be relevant to users.

Bug fixes:

• resolved transient bug that sometimes occurred in XarrayDataset when trying to read the image shape from a scalar field
• when using n_repeats greater than 1, XarrayDataset now correctly increments the values in the returned time arrays

New features:

• ACE works on Apple Silicon! Set the environmental variable FME_USE_MPS=1 to use the pytorch MPS backend. Make sure to have the latest version of pytorch installed. This gives about a 5x speed up over running on CPU (tested on a Macbook Pro M3 Max).
• add perturbations to sea surface temperature during inference (see ForcingDataLoaderConfig.perturbations)

Refactors:

• deduplicated some inference code by using generics. Now the fme.ace.inference and fme.ace.evaluator entrypoints now share more code.

Full Changelog: https://github.com/ai2cm/ace/compare/2024.9.0...2024.12.0

Atmosphere - Atmospheric Composition and Dynamics - Python
Published by oliverwm1 4 months ago

ACE - 2024.9.0

What's Changed

• Update README to link to zenodo repo with checkpoint by @oliverwm1 in https://github.com/ai2cm/ace/pull/3
• New public release of FME code by @oliverwm1 in https://github.com/ai2cm/ace/pull/5
• Fix instruction for installing from GitHub by @oliverwm1 in https://github.com/ai2cm/ace/pull/7
• Add readthedocs config by @mcgibbon in https://github.com/ai2cm/ace/pull/6
• Add docs badge and link by @oliverwm1 in https://github.com/ai2cm/ace/pull/8
• Add link to zenodo archive with checkpoint by @oliverwm1 in https://github.com/ai2cm/ace/pull/9
• Add link to E3SMv2-trained paper and checkpoint by @oliverwm1 in https://github.com/ai2cm/ace/pull/12
• Add link to published EAMv2 paper in JGR-ML by @jpdunc23 in https://github.com/ai2cm/ace/pull/16
• Add missing init files by @oliverwm1 in https://github.com/ai2cm/ace/pull/17
• Update for PyPI release by @frodre in https://github.com/ai2cm/ace/pull/20

New Contributors

• @oliverwm1 made their first contribution in https://github.com/ai2cm/ace/pull/3
• @mcgibbon made their first contribution in https://github.com/ai2cm/ace/pull/6
• @jpdunc23 made their first contribution in https://github.com/ai2cm/ace/pull/16
• @frodre made their first contribution in https://github.com/ai2cm/ace/pull/20

Full Changelog: https://github.com/ai2cm/ace/compare/2023.12.0...2024.9.0

Atmosphere - Atmospheric Composition and Dynamics - Python
Published by oliverwm1 7 months ago

ACE - 2023.12.0

Inference code for model described in https://arxiv.org/abs/2310.02074

Atmosphere - Atmospheric Composition and Dynamics - Python
Published by oliverwm1 over 1 year ago