Changelog

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.

Please add your functional changes to the appropriate section in the PR. Keep it human-readable, your future self will thank you!

Unreleased

Added

Codeowners file (#56)
Changelog merge strategy (#56)

Miscellaneous

Introduction of remapper to anemoi-models leads to changes in the data indices. Some preprocessors cannot be applied in-place anymore.

Functionality

Enable the callback for plotting a histogram for variables containing NaNs
Enforce same binning for histograms comparing true data to predicted data
Fix: Inference checkpoints are now saved according the frequency settings defined in the config #37
Feature: Add configurable models #50
Feature: Authentication support for mlflow sync - #51
Feature: Support training for datasets with missing time steps #48
Long Rollout Plots

Fixed

Fix TypeError raised when trying to JSON serialise datetime.timedelta object - #43
Bugfixes for CI (#56)
Fix mlflow subcommand on python 3.9 #62
Show correct subcommand in MLFlow - Addresses #39 in #61

Changed

Updated configuration examples in documentation and corrected links - #46
Remove credential prompt from mlflow login, replace with seed refresh token via web - #78

0.1.0 - Anemoi training - First release - 2024-08-16

Added

Subcommands

Subcommand for training anemoi-training train
Subcommand for config generation of configs
Subcommand for mlflow: login and sync
Subcommand for checkpoint handling

Functionality

Searchpaths for Hydra configs, to enable configs in CWD, ANEMOI_CONFIG_PATH env, and .config/anemoi/training in addition to package defaults
MlFlow token authentication
Configurable pressure level scaling

Continuous Integration / Deployment

Downstream CI to test all dependencies with changes
Changelog Status check
Readthedocs PR builder
Changelog Release Updater Workflow

Miscellaneous

Extended ruff Ruleset
Added Docsig pre-commit hook
__future__ annotations for typehints
Added Typehints where missing
Added Changelog
Correct errors in callback plots
fix error in the default config
example slurm config
ability to configure precip-type plots

Changed

Move to Anemoi Ecosystem

Fixed PyPI packaging
Use of Anemoi models
Use of Anemoi graphs
Adjusted tests to work with new Anemoi ecosystem
Adjusted configs to reasonable common defaults

Functionality

Changed hardware-specific keys from configs to ??? to trigger "missing"
__len__ of NativeGridDataset
Configurable dropout in attention layer

Docs

First draft on Read the Docs
Fixed docstrings

Miscellaneous

Moved callbacks into folder to fascilitate future refactor
Adjusted PyPI release infrastructure to common ECMWF workflow
Bumped versions in Pre-commit hooks
Fix crash when logging hyperparameters with missing values in the config
Fixed "null" tracker metadata when tracking is disabled, now returns an empty dict
Pinned numpy<2 until we can test all migration
(ci): path ignore of docs for downstream ci
(ci): remove yaml anchor, unsupported by Github
ci: make python QA reusable
ci: permissions on changelog updater

Removed

Dependency on mlflow-export-import
Specific user configs
len function of NativeGridDataset as it lead to bugs