All notable changes to this project will be documented in this file.
The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.
- Set zarr chunks for lead time to size 1 in examples.
- Forecast datasource API
- GFS forecast datasource
- GEFS (0.5deg and 0.25deg) forecast datasource
- HRRR forecast datasource
- Support for private NGC model packages
- Refactored ARCO datasource to use asyncio
- Updated NetCDF4 and Zarr IO to take kwargs for root storage objects allowing better control over storage behavior. Breaking changes to NetCDF4 init API.
- Changed the
da
property to DataSetFile and DataArrayFile to no longer be a property and moved xr_args to object instantiator. - Improved map_coords to handle slices and indentical coords more efficiently; removed unused ignore_batch argument.
- Removed tp06 from ARCO, use WB2 instead
- Fixed caching of data sources to be controlled with
EARTH2STUDIO_CACHE
env var
- Restrict torch_harmonics version to >=0.5.0, <0.7.1
- Removed specific ONNX version requirement, newer ORT-gpu versions appear to operate fine with CUDA 12
- Built in diagnostic workflow
- Basic diagnostic example
- Batch dimension userguide
- Parallel inference example
- Perturbation method section in userguide
- WeatherBench Climatology and ERA5 data source
- Added
datasource_to_file
utility function - Add lagged ensemble perturbation method
- Add ACC and CRPS metrics
- Added the ability to reload zarr and netcdf backends
- Added the ability to read from an IOBackend
- Add spread/skill ratio
- Added FuXi weather model
- Added rank histogram
- Added reduction_dimensions as required property in statistics and metrics API.
- Added Lexicon and Automodel userguide
- Added an 'output_coords' method to Statistics and Metrics.
- Added IMERG data source
- Changed utility function
extract_coords
tosplit_coords
- Batched coordinate arrays now use
np.empty(0)
instead ofnp.empty(1)
- Improving user guide layout and developer documentation
- Updated perturbation methods API
PerturbationMethod
->Perturbation
. These now generate noise and apply it to the input tensor. - Removed original
Perturbation
class - Updated SFNO coordinates to include optional batch dimension.
- NetCDF reads are now mode='r+' instead of 'w'.
- Change 'input_coords' and 'output_coords' for models from a property to methods. 'output_coords' accepts an input coordinates to determine the corresponding outputs.
- Updated Package to use WholeFileCacheFileSystem. Extend package API to open and resolve. Deprication warning added to get.
- Enable version switch in documentation site
- Longitude coordinates of precip and climatenet diagnostic models
- Fixed pressure levels of IFS datasource to include all available
- Bump Modulus required version to 0.6.0
- PyUpgrade pre-commit hook for Python 3.10
- Removed boto3
- Added ruamel.yaml, torch-harmonics, tensorly and tensorly-torch as option deps for SFNO
- Initial Release of earth2studio