[WIP] release(4.0.0): OpenSTEF 4.0.0 tracking branch.#637
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[WIP] release(4.0.0): OpenSTEF 4.0.0 tracking branch.#637
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Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* feature(STEF-2297): Initial commit. Cleared OpenSTEF 3.0 code. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2297): Updated readme to exclude 3.0 specific parts. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2297): Created directory structure for the 4.0. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2297): Set python version to 3.12 Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* feature(STEF-2297): Initial commit. Cleared OpenSTEF 3.0 code. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2297): Updated readme to exclude 3.0 specific parts. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2297): Created directory structure for the 4.0. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Configured Reuse tool. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Created reuse fix tool. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Added initial ruff config. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Configured ruff, poe, pytest and pyright. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Configured pyproject-fmt. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Added example scripts for ci testing. Added example integration test. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Added support for doctests. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* feature(STEF-2297): Initial commit. Cleared OpenSTEF 3.0 code. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2297): Updated readme to exclude 3.0 specific parts. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2297): Created directory structure for the 4.0. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Configured Reuse tool. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Created reuse fix tool. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Added initial ruff config. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Configured ruff, poe, pytest and pyright. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Configured pyproject-fmt. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Added example scripts for ci testing. Added example integration test. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2298): Added support for doctests. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Added added github action for REUSE compliance check. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Added added github quality checks. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Fixed reuse compliance. in gha. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Changed triggers for gha checks. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Changed triggers for gha checks. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Narrowed check gha permissions. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Updated github action. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Added coverage checking. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Added coverage checking. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Added release / dev build job. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Updated checks workflow. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Updated checks workflow. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Updated checks workflow. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Improved version pinning. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Added extra and default dependencies for openstef root package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Added extra and default dependencies for openstef root package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Enabled dev release publishing. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Disabled dev release publishing until mvp is ready. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2299): Style fixes. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* feature(STEF-2300): Changed python dev version. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2300): Added docs setup. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2300): Fixed styles. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2300): Added improved docs and api documentation. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2300): Added v4 docs publishing. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2300): Added v4 docs publishing. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2300): Added v4 docs publishing. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2300): Added v4 docs publishing. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2300): Added new docs. Added contributing guide. Updated readme. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2300): Added new docs. Added contributing guide. Updated readme. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2300): Updated issue template links and slack channel mentions. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2300): Updated docs gha trigger to remove test branch. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
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Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
…added documentation on how to do logging. (#643) * feature(#629): Added openstef compatibility package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#629): Added logging configuration and documentation on how to use logging in this package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#629): Added license gitignore exclusion for vscode stuff. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * Update packages/openstef-compatibility/README.md Co-authored-by: Lars Schilders <123180911+lschilders@users.noreply.github.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> * change: Updated docs. Removed vscode example config. * change: Added all modules to api reference. Removed context lib import from init. * feature: Sign commit. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> Co-authored-by: Lars Schilders <123180911+lschilders@users.noreply.github.com>
…red code. (#645) * feature(#628): Added openstef core package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added interfaces and implementations for TimeSeries datasets and their accessors. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added tests for versioned timeseries. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added moved transforms. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added documentation to datasets module. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * Update packages/openstef-core/tests/unit/datasets/test_versioned_timeseries_accessors.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
* feature(#628): Added openstef core package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added interfaces and implementations for TimeSeries datasets and their accessors. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added tests for versioned timeseries. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added moved transforms. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added documentation to datasets module. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Improved reference docs. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* feature(#628): Migrated openstef beam backtesting. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Migrated openstef beam backtesting. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Migrated metrics to openstef beam. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Migrated metrics and metric provider. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Migrated evaluation code. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Migrated analysis module to openstef beam. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Migrated benchmarking module to openstef beam. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added module level docs. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added docs for backtesting, evaluation and core. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added docs for analysis module. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Documented openstef beam benchmark. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added docs for benchmarking module. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Updated docstrings to avoid references to model interface and be more general regarding forecast targets. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
…rsioned parts to avoid O(n^2) problem when doing cross dataset operations. (#657) * feature(#628): Started on versioned timeseries dataset. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Started on versioned timeseries dataset. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Started on versioned timeseries dataset. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Updated rest of the code to use new versioned dataset type. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Updated rest of the code to use new versioned dataset type. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Fixed doctests. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Improved docs. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Updated docsting in mixin for select function and inherited it from the dataset part. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Updated tests and removed unnecessary docstrings. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Updated tests and removed unnecessary docstrings. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* Update CITATION.cff (#642) * Update CITATION.cff order citation according to DOI on zenodo Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> * Update CITATION.cff Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> * fix: yaml formatting Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> --------- Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> Co-authored-by: Bart Pleiter <bart.pleiter@alliander.com> * feature(#629): Added openstef compatibility package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added openstef core package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added interfaces and implementations for TimeSeries datasets and their accessors. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added tests for versioned timeseries. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added moved transforms. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added documentation to datasets module. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * Update packages/openstef-core/tests/unit/datasets/test_versioned_timeseries_accessors.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> * add cylic features Signed-off-by: lschilders <lars.schilders@alliander.com> * update cylic features Signed-off-by: lschilders <lars.schilders@alliander.com> * add cylic features tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add timeOfDay cyclic features Signed-off-by: lschilders <lars.schilders@alliander.com> * configurable cyclic features Signed-off-by: lschilders <lars.schilders@alliander.com> * configurable cyclic features Signed-off-by: lschilders <lars.schilders@alliander.com> * add rolling aggregate features Signed-off-by: lschilders <lars.schilders@alliander.com> * add rolling aggregate features tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add rolling aggregate features tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add datetime features and tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add feature clipper and tests Signed-off-by: lschilders <lars.schilders@alliander.com> * added scaling transform Signed-off-by: lschilders <lars.schilders@alliander.com> * added scaling transform tests Signed-off-by: lschilders <lars.schilders@alliander.com> * fixed all poe tasks Signed-off-by: lschilders <lars.schilders@alliander.com> * add daylight features Signed-off-by: lschilders <lars.schilders@alliander.com> * import or skip pvlib Signed-off-by: lschilders <lars.schilders@alliander.com> * remove icalendar dependency Signed-off-by: lschilders <lars.schilders@alliander.com> * fix test formatting * install all packages in workflow * fix test formatting * feature(#626): Missing value imputation (#649) * Initial implementation for missing values handling feature engineering Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add to pyproject Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Added logic to remove rows with trailing nan for a feature. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add tests. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Restore pyproject.toml and uv.lock from origin/feature/626-feature-engineering Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix linting, formatting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * More linting and formatting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix typing Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Review comments Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Pyright Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Changes based on review comments Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix tests and warnings Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix warnings Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix fixtures. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Clean up Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add warning assert to test Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix attribute type Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix linting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Reset uv.lock Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Config as part of init Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Remove type ignores Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Extend transform from baseconfig Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix linting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Validate for fill value when constant strategy. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Use default value for missing_value Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Move imputer to private attribute. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix warning Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> --------- Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * initial commit weather transforms Signed-off-by: lschilders <lars.schilders@alliander.com> * fix type errors * fix most type and formatting errors * fix all errors except for weather transforms * fix radiation_derived_features tests * vectorize feature clipper computation * rename scaler to scaler_transform * rename rolling aggregate features * formatting Signed-off-by: lschilders <lars.schilders@alliander.com> * feature(#628): Update feature naming. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Updated forecasting transforms. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Refactored temporal transforms. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Refactored temporal transforms. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Fixed tests and doctests. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Updated docstring to include the right unit. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Updated doctests to include output examples. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> Signed-off-by: lschilders <lars.schilders@alliander.com> Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> Co-authored-by: Frank Kreuwel <frank.kreuwel@alliander.com> Co-authored-by: Bart Pleiter <bart.pleiter@alliander.com> Co-authored-by: Egor Dmitriev <egor.dmitriev@alliander.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Co-authored-by: Marnix van Lieshout <47454346+MvLieshout@users.noreply.github.com>
* Update CITATION.cff (#642) * Update CITATION.cff order citation according to DOI on zenodo Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> * Update CITATION.cff Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> * fix: yaml formatting Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> --------- Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> Co-authored-by: Bart Pleiter <bart.pleiter@alliander.com> * feature(#629): Added openstef compatibility package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added openstef core package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added interfaces and implementations for TimeSeries datasets and their accessors. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added tests for versioned timeseries. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added moved transforms. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added documentation to datasets module. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * Update packages/openstef-core/tests/unit/datasets/test_versioned_timeseries_accessors.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> * add cylic features Signed-off-by: lschilders <lars.schilders@alliander.com> * update cylic features Signed-off-by: lschilders <lars.schilders@alliander.com> * add cylic features tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add timeOfDay cyclic features Signed-off-by: lschilders <lars.schilders@alliander.com> * configurable cyclic features Signed-off-by: lschilders <lars.schilders@alliander.com> * configurable cyclic features Signed-off-by: lschilders <lars.schilders@alliander.com> * add rolling aggregate features Signed-off-by: lschilders <lars.schilders@alliander.com> * add rolling aggregate features tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add rolling aggregate features tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add datetime features and tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add feature clipper and tests Signed-off-by: lschilders <lars.schilders@alliander.com> * added scaling transform Signed-off-by: lschilders <lars.schilders@alliander.com> * added scaling transform tests Signed-off-by: lschilders <lars.schilders@alliander.com> * fixed all poe tasks Signed-off-by: lschilders <lars.schilders@alliander.com> * add daylight features Signed-off-by: lschilders <lars.schilders@alliander.com> * import or skip pvlib Signed-off-by: lschilders <lars.schilders@alliander.com> * remove icalendar dependency Signed-off-by: lschilders <lars.schilders@alliander.com> * fix test formatting * install all packages in workflow * fix test formatting * feature(#626): Missing value imputation (#649) * Initial implementation for missing values handling feature engineering Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add to pyproject Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Added logic to remove rows with trailing nan for a feature. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add tests. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Restore pyproject.toml and uv.lock from origin/feature/626-feature-engineering Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix linting, formatting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * More linting and formatting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix typing Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Review comments Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Pyright Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Changes based on review comments Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix tests and warnings Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix warnings Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix fixtures. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Clean up Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add warning assert to test Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix attribute type Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix linting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Reset uv.lock Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Config as part of init Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Remove type ignores Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Extend transform from baseconfig Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix linting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Validate for fill value when constant strategy. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Use default value for missing_value Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Move imputer to private attribute. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix warning Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> --------- Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * initial commit weather transforms Signed-off-by: lschilders <lars.schilders@alliander.com> * fix type errors * fix most type and formatting errors * fix all errors except for weather transforms * fix radiation_derived_features tests * Init setup Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * vectorize feature clipper computation * rename scaler to scaler_transform * rename rolling aggregate features * formatting Signed-off-by: lschilders <lars.schilders@alliander.com> * Added sufficient complete check. Added tests. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Remove comment Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * feature(#628): Update feature naming. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Updated forecasting transforms. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * Fix docs Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * More testcases Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Raise error and optionally run on transform Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add override Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Raise error or return original dataframe Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix based on review Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Minor fixes Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Remove state from completeness check Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> --------- Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> Signed-off-by: lschilders <lars.schilders@alliander.com> Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> Co-authored-by: Frank Kreuwel <frank.kreuwel@alliander.com> Co-authored-by: Bart Pleiter <bart.pleiter@alliander.com> Co-authored-by: Egor Dmitriev <egor.dmitriev@alliander.com> Co-authored-by: lschilders <lars.schilders@alliander.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
* Update CITATION.cff (#642) * Update CITATION.cff order citation according to DOI on zenodo Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> * Update CITATION.cff Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> * fix: yaml formatting Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> --------- Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> Co-authored-by: Bart Pleiter <bart.pleiter@alliander.com> * feature(#629): Added openstef compatibility package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added openstef core package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added interfaces and implementations for TimeSeries datasets and their accessors. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added tests for versioned timeseries. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added moved transforms. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added documentation to datasets module. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * Update packages/openstef-core/tests/unit/datasets/test_versioned_timeseries_accessors.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> * add cylic features Signed-off-by: lschilders <lars.schilders@alliander.com> * update cylic features Signed-off-by: lschilders <lars.schilders@alliander.com> * add cylic features tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add timeOfDay cyclic features Signed-off-by: lschilders <lars.schilders@alliander.com> * configurable cyclic features Signed-off-by: lschilders <lars.schilders@alliander.com> * configurable cyclic features Signed-off-by: lschilders <lars.schilders@alliander.com> * add rolling aggregate features Signed-off-by: lschilders <lars.schilders@alliander.com> * add rolling aggregate features tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add rolling aggregate features tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add datetime features and tests Signed-off-by: lschilders <lars.schilders@alliander.com> * add feature clipper and tests Signed-off-by: lschilders <lars.schilders@alliander.com> * added scaling transform Signed-off-by: lschilders <lars.schilders@alliander.com> * added scaling transform tests Signed-off-by: lschilders <lars.schilders@alliander.com> * fixed all poe tasks Signed-off-by: lschilders <lars.schilders@alliander.com> * add daylight features Signed-off-by: lschilders <lars.schilders@alliander.com> * import or skip pvlib Signed-off-by: lschilders <lars.schilders@alliander.com> * remove icalendar dependency Signed-off-by: lschilders <lars.schilders@alliander.com> * fix test formatting * install all packages in workflow * fix test formatting * feature(#626): Missing value imputation (#649) * Initial implementation for missing values handling feature engineering Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add to pyproject Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Added logic to remove rows with trailing nan for a feature. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add tests. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Restore pyproject.toml and uv.lock from origin/feature/626-feature-engineering Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix linting, formatting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * More linting and formatting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix typing Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Review comments Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Pyright Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Changes based on review comments Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix tests and warnings Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix warnings Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix fixtures. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Clean up Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add warning assert to test Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix attribute type Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix linting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Reset uv.lock Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Config as part of init Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Remove type ignores Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Extend transform from baseconfig Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix linting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Validate for fill value when constant strategy. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Use default value for missing_value Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Move imputer to private attribute. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix warning Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> --------- Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * initial commit weather transforms Signed-off-by: lschilders <lars.schilders@alliander.com> * fix type errors * Add flatliner check transform Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * fix most type and formatting errors * fix all errors except for weather transforms * fix radiation_derived_features tests * Remove redundant comment Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix import statement Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * vectorize feature clipper computation * rename scaler to scaler_transform * rename rolling aggregate features * formatting Signed-off-by: lschilders <lars.schilders@alliander.com> * Add absolute tolerance arg. Update docstrings and tests. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * feature(#628): Update feature naming. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * Improve docstring Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * feature(#628): Updated forecasting transforms. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * Added flatliner detection to transform Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add option to give custom load column name Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix order of exceptions Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add overrides Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> --------- Signed-off-by: Frank Kreuwel <frank.kreuwel@alliander.com> Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> Signed-off-by: lschilders <lars.schilders@alliander.com> Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> Co-authored-by: Frank Kreuwel <frank.kreuwel@alliander.com> Co-authored-by: Bart Pleiter <bart.pleiter@alliander.com> Co-authored-by: Egor Dmitriev <egor.dmitriev@alliander.com> Co-authored-by: lschilders <lars.schilders@alliander.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
* feature(#628): Moved transforms to the openstef-models package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Moved transforms to the openstef-models package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Moved transforms to the openstef-models package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* feature(#628): Moved transforms to the openstef-models package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Moved transforms to the openstef-models package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Moved transforms to the openstef-models package. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Updated package deps. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* feature(#628): Added feature transform pipeline. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Improved doc example. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * Update packages/openstef-models/tests/unit/feature_engineering/validation_transforms/test_flatliner_check.py Co-authored-by: Marnix van Lieshout <47454346+MvLieshout@users.noreply.github.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> * feature(#628): Fixed doctest for FeaturPipeline. Added repr to leadtime. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Improved test cases for feature pipeline. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Improved test cases for horizon splitting. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> Co-authored-by: Marnix van Lieshout <47454346+MvLieshout@users.noreply.github.com>
…t part can have duplicate timestamps in index. (#665) * feature(#628): Added feature transform pipeline. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Improved doc example. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Added lag transform. Fixed bug where timeseries dataset part can have duplicate timestamps in index. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#628): Clarified test doc. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* Add file Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add calculations with references Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix quality checks Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Make stateless, fix doctest Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Rename to atmosphere derived features Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Rename test file Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add hardcoded values Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add more info and DOI Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Remove redundant comment Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add more info to docstring Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> --------- Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com>
* Init commit Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Clean up Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Improve docstrings Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Improve naming Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> --------- Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com>
…by fixing github links to docs and disabling source button. (#667) * docs(#656): Updated code style guide regarding types. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * docs(#661): Fixed links to edit files on github. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* feature(#627): Initial model interface implementation. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#627): Documented model interface mixins and updated documentation guidelines with new Invariant section. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#627): Added tests for combine_horizon_forecasts. Updated docstrings / and tests for mixins. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(STEF-2391): Added tests for constant median forecaster and documentation to validated datasets. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#627): Updated code style guide. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(STEF-2391): Added docs for forecaster implementations. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(STEF-2391): Added docs for forecaster implementations. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(STEF-2391): Fixed tests so fitting is more adaptable for multi horizon adapter. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#627): Minor fixes after feedback. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
…torage, callbacks. Refactor by reorganizing transforms. (#674) * refactor(#633): Moved feature engineering into transforms. Favoring a more flat structure for different operations on datasets. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Added storage, callback and workflow interfaces. Added an example and implemented example storage. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Added tests for new components. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Added docstings to the new pipelines. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Added docstings to the storage. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Renamed postprocessing pipeline to ForecastTransformPipeline. Refactored holiday features transform to avoid patching since it often breaks tests due to minor changes. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * Update packages/openstef-models/src/openstef_models/models/forecasting_model.py Co-authored-by: Lars Schilders <123180911+lschilders@users.noreply.github.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> * feature(#633): Updated dependency groups. Implemented is_fitted. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> Co-authored-by: Lars Schilders <123180911+lschilders@users.noreply.github.com>
* add rIQD and relative pinball loss metrics Signed-off-by: MentReeze <ment.reeze@alliander.com> * docstring fix Co-authored-by: Lars Schilders <123180911+lschilders@users.noreply.github.com> Signed-off-by: MentReeze <ment.reeze@alliander.com> * add unit test for symmetric quantile logic of rIQD provider Signed-off-by: MentReeze <ment.reeze@alliander.com> --------- Signed-off-by: MentReeze <ment.reeze@alliander.com> Co-authored-by: Lars Schilders <123180911+lschilders@users.noreply.github.com>
…n data (#676) * Add the option to plot timeseries without showing interpolated lines where gaps in data Signed-off-by: MentReeze <ment.reeze@alliander.com> * Fix ruff formatting issues Signed-off-by: MentReeze <ment.reeze@alliander.com> --------- Signed-off-by: MentReeze <ment.reeze@alliander.com>
…ded split component pipeline. (#677) * feature(#633): Moved model mixins into a single namespace inside models. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Updated transform interfaces. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Refactored feature pipeline and transform base. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Added component splitting. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Refactored transforms, predictors, and statefulness. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Improved doctests and docstrings. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Improved docstrings. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Added tests voor multi horizon transform adapter. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Added support for validation set during training. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#633): Changed dataset to data naming for consistency in forecasting model. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* feature(#687): Implemented xgboost model. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#687): Added tests for loss objectives. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#687): Added docstrings for xgboost implementation. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#687): Improved tests. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * Update packages/openstef-models/src/openstef_models/models/forecasting/xgboost_forecaster.py Co-authored-by: Lars Schilders <123180911+lschilders@users.noreply.github.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> * feature(#687): Documented model state. Moved input_data filtering into forecast input dataset. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> Co-authored-by: Lars Schilders <123180911+lschilders@users.noreply.github.com>
* feature: add sample_weight_column to ForecastInputDataset * add doctest example * add code and config for gblinear * feature(#687): Implemented xgboost model. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#687): Added tests for loss objectives. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#687): Added docstrings for xgboost implementation. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#687): Improved tests. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * refactor gblinear and tests * Update packages/openstef-models/src/openstef_models/models/forecasting/xgboost_forecaster.py Co-authored-by: Lars Schilders <123180911+lschilders@users.noreply.github.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> * feature(#687): Documented model state. Moved input_data filtering into forecast input dataset. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * align GBLinear implementation with XGBoost and add booster type checking * add GBLinear implementation * revert changes to types * revert changes to pyproject * revert changes to pyproject * add doctest SKIP --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Signed-off-by: Egor Dmitriev <egordmitriev2@gmail.com> Co-authored-by: Egor Dmitriev <egor.dmitriev@alliander.com>
Signed-off-by: Ylva Björk <ylva.bjork@gmail.com> Co-authored-by: Lars Schilders <123180911+lschilders@users.noreply.github.com>
* isotonic calibration Signed-off-by: Fleur Petit <fleur.petit@alliander.com> * chore: line too long Signed-off-by: Fleur Petit <fleur.petit@alliander.com> * feature: Selector transform (#786) * feature: add Selector transform * add ForecastInputDataset testcases * add selected_features to presets * add doctest Signed-off-by: Fleur Petit <fleur.petit@alliander.com> * feature: add regex pattern matching in FeatureSelection and fix combine bug (#787) Signed-off-by: Fleur Petit <fleur.petit@alliander.com> * fix: Updated examples to mention uv commands and improvements in templating. (#790) Signed-off-by: Fleur Petit <fleur.petit@alliander.com> * chore: add warning for insufficient data points Signed-off-by: Fleur Petit <fleur.petit@alliander.com> * refactor(transforms): use MIN_WINDOW_SIZE=20. Use this to determine whether there is sufficient data. Signed-off-by: Fleur Petit <fleur.petit@alliander.com> --------- Signed-off-by: Fleur Petit <fleur.petit@alliander.com> Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Co-authored-by: Lars Schilders <123180911+lschilders@users.noreply.github.com> Co-authored-by: Egor Dmitriev <egor.dmitriev@alliander.com>
…ul for production usecases. (#806)
#808) Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com>
* add inverse frequency sample weighting method Signed-off-by: MentReeze <ment.reeze@alliander.com> * fix: moved weighting method selection to separate method with match-case statement Signed-off-by: MentReeze <ment.reeze@alliander.com> --------- Signed-off-by: MentReeze <ment.reeze@alliander.com>
…#811) * feature(STEF-2717): save last valid rolling aggregate during training * add backwards compatibility for RollingAggregatesAdder and SampleWeighter * remove backwards compatibility for SampleWeighter (other branch) * remove unused imports
* wip * wip * Add median model * Fix linting * added and fixed unit tests * ran linting * ran format * fix linting and formatting * fix more linting and formatting * fix type check * Implemented comments * moved sample interval check to TimeseriesDataset and updated tests accordingly * fix doc test * implemented fixes after comments * fix typing issue
…ions (#813) When rolling_aggregate_features is empty (e.g., ato_regions, grid_losses), the RollingAggregatesAdder transform is no longer added to the pipeline. Previously it was always added, and fit() would crash with ValueError: No objects to concatenate when calling pandas rolling().agg([]). Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
The bare 'mlflow' pattern matched anywhere in the tree, which caused hatchling to exclude packages/openstef-models/src/openstef_models/integrations/mlflow/ from the built wheel. Root-anchoring with '/mlflow' limits the match to only the top-level mlflow directory (local MLflow data). Broken since v4.0.0.a17 (commit 1bcf71d). Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
* Added Lightgbm, LightGBM Linear Trees and Hybrid Stacking Forecasters * Fixed small issues * Ruff compliance * fixed quality checks * Fixed last issues, Signed-off-by: Lars van Someren <lars.vansomeren@sia-partners.com> * fixed comments * Refactor LightGBM to LGBM * Update LGBM and LGBMLinear defaults, fixed comments * Fixed comments * Added SkopsModelSerializer * Fixed issues * Gitignore optimization and dev sandbox * Added MultiQuantileAdapter Class * small fix * Hybrid V2 * Small fix * Squashed commit of the following: commit 37089b8 Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Mon Nov 17 15:29:59 2025 +0100 fix(#728): Fixed parallelism stability issues, and gblinear feature pipeline. (#752) * fix(STEF-2475): Added loky as default option for parallelism since fork causes instabilities for xgboost results. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(STEF-2475): Added better support for flatliners and predicting when data is sparse. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(STEF-2475): Feature handing improvements for gblinear. Like imputation, nan dropping, and checking if features are available. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(#728): Added checks on metrics to gracefully handle empty data. Added flatline filtering during evalution. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(#728): Updated xgboost to skip scaling on empty prediction. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(STEF-2475): Added parallelism parameters. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> commit a85a3f7 Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Fri Nov 14 14:31:34 2025 +0100 fix(STEF-2475): Fixed rolling aggregate adder by adding forward filling and stating support for only one horizon. (#750) Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> commit 4f0c664 Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Thu Nov 13 16:54:15 2025 +0100 feature: Disabled data cutoff by default to be consistent with openstef 3. And other minor improvements. (#748) commit 493126e Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Thu Nov 13 16:12:35 2025 +0100 fix(STEF-2475) fix and refactor backtesting iction in context of backtestforecasting config for clarity. Added more colors. Fixed data split function to handle 0.0 splits. (#747) * fix: Fixed data collation during backtesting. Renamed horizon to prediction in context of backtestforecasting config for clarity. Added more colors. Fixed data split function to handle 0.0 splits. * fix: Formatting. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix: Formatting. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> commit 6b1da44 Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Thu Nov 13 16:05:32 2025 +0100 feature: forecaster hyperparams and eval metrics (#746) * feature(#729) Removed to_state and from_state methods in favor of builtin python state saving functions. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#729): Fixed issue where generic transform pipeline could not be serialized. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#729): Added more state saving tests Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#729): Added more state saving tests Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#729): Added more state saving tests Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature: standardized objective function. Added custom evaluation functions for forecasters. * fix: Formatting. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * set silence * small fix * Fix final learner * fixed lgbm efficiency * updated lgbm linear params * Fixed type and quality issues * First Version Sample Weighting Approach Signed-off-by: Lars van Someren <lvsom1@gmail.com> * MetaForecasterClass Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Research/v4.1.0 additional forecasters (#765) * Added Lightgbm, LightGBM Linear Trees and Hybrid Stacking Forecasters * Fixed small issues * Ruff compliance * fixed quality checks * Fixed last issues, Signed-off-by: Lars van Someren <lars.vansomeren@sia-partners.com> * fixed comments * Refactor LightGBM to LGBM * Update LGBM and LGBMLinear defaults, fixed comments * Fixed comments * Added SkopsModelSerializer * Fixed issues * Gitignore optimization and dev sandbox * Added MultiQuantileAdapter Class * small fix * Hybrid V2 * Small fix * Squashed commit of the following: commit 37089b8 Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Mon Nov 17 15:29:59 2025 +0100 fix(#728): Fixed parallelism stability issues, and gblinear feature pipeline. (#752) * fix(STEF-2475): Added loky as default option for parallelism since fork causes instabilities for xgboost results. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(STEF-2475): Added better support for flatliners and predicting when data is sparse. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(STEF-2475): Feature handing improvements for gblinear. Like imputation, nan dropping, and checking if features are available. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(#728): Added checks on metrics to gracefully handle empty data. Added flatline filtering during evalution. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(#728): Updated xgboost to skip scaling on empty prediction. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(STEF-2475): Added parallelism parameters. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> commit a85a3f7 Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Fri Nov 14 14:31:34 2025 +0100 fix(STEF-2475): Fixed rolling aggregate adder by adding forward filling and stating support for only one horizon. (#750) Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> commit 4f0c664 Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Thu Nov 13 16:54:15 2025 +0100 feature: Disabled data cutoff by default to be consistent with openstef 3. And other minor improvements. (#748) commit 493126e Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Thu Nov 13 16:12:35 2025 +0100 fix(STEF-2475) fix and refactor backtesting iction in context of backtestforecasting config for clarity. Added more colors. Fixed data split function to handle 0.0 splits. (#747) * fix: Fixed data collation during backtesting. Renamed horizon to prediction in context of backtestforecasting config for clarity. Added more colors. Fixed data split function to handle 0.0 splits. * fix: Formatting. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix: Formatting. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> commit 6b1da44 Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Thu Nov 13 16:05:32 2025 +0100 feature: forecaster hyperparams and eval metrics (#746) * feature(#729) Removed to_state and from_state methods in favor of builtin python state saving functions. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#729): Fixed issue where generic transform pipeline could not be serialized. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#729): Added more state saving tests Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#729): Added more state saving tests Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(#729): Added more state saving tests Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature: standardized objective function. Added custom evaluation functions for forecasters. * fix: Formatting. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * set silence * small fix * Fix final learner * fixed lgbm efficiency * updated lgbm linear params * Fixed type and quality issues * remove depricated files Signed-off-by: Lars van Someren <lvsom1@gmail.com> * change: Fixed dependencies to align more with the current release. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * change: Style fixes. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Lars van Someren <lvsom1@gmail.com> Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Co-authored-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix merge issue Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Fixed type Issues Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Introduced openstef_metalearning Signed-off-by: Lars van Someren <lvsom1@gmail.com> * ResidualForecaster + refactoring Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Testing and fixes on Learned Weights Forecaster Signed-off-by: Lars van Someren <lvsom1@gmail.com> * FinalLearner PreProcessor Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Fixed benchmark references Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Added additional Feature logic to StackingForecaster Signed-off-by: Lars van Someren <lvsom1@gmail.com> * added example to openstef Meta Signed-off-by: Lars van Someren <lvsom1@gmail.com> * RulesForecaster with dummy features Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Updated feature specification Signed-off-by: Lars van Someren <lvsom1@gmail.com> * entered flagger feature in new architecture * Fix sample weights Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Fixes Signed-off-by: Lars van Someren <lvsom1@gmail.com> * PR compliant Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Ensemble Forecast Dataset Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Make PR compliant Signed-off-by: Lars van Someren <lvsom1@gmail.com> * fixed toml Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Really fixed the TOML Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Renamed FinalLearner to Forecast Combiner. Eliminated redundant classes Signed-off-by: Lars van Someren <lvsom1@gmail.com> * fixed small issues Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Major Refactor, Working Version Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Fixed tests Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Prepared TODOs for Florian Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Small fix Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Made PR Compliant Signed-off-by: Lars van Someren <lvsom1@gmail.com> * BugFix Signed-off-by: Lars van Someren <lvsom1@gmail.com> * fixes Signed-off-by: Lars van Someren <lvsom1@gmail.com> * bug fixes Signed-off-by: Lars van Someren <lvsom1@gmail.com> * added learned weights contributions * Added Feature Contributions Residual Forecaster and Stacking Forecaster can now predict model contributions. Regular forecasters (EXCEPT LGBM Linear) can predict feature contributions * Bugfixes Signed-off-by: Lars van Someren <lvsom1@gmail.com> * fixes Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Squashed commit of the following: commit 6f88d72 Author: Lars van Someren <lvsom1@gmail.com> Date: Mon Dec 8 09:46:57 2025 +0100 Bugfixes Signed-off-by: Lars van Someren <lvsom1@gmail.com> commit b44fd92 Author: Lars van Someren <lvsom1@gmail.com> Date: Thu Dec 4 14:39:31 2025 +0100 bug fixes Signed-off-by: Lars van Someren <lvsom1@gmail.com> commit e212448 Author: Lars van Someren <lvsom1@gmail.com> Date: Thu Dec 4 12:38:24 2025 +0100 fixes Signed-off-by: Lars van Someren <lvsom1@gmail.com> commit eb775e4 Author: Lars van Someren <lvsom1@gmail.com> Date: Thu Dec 4 11:40:44 2025 +0100 BugFix Signed-off-by: Lars van Someren <lvsom1@gmail.com> commit c33ce93 Author: Lars van Someren <lvsom1@gmail.com> Date: Wed Dec 3 14:15:06 2025 +0100 Made PR Compliant Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Fixes Signed-off-by: Lars van Someren <lvsom1@gmail.com> * fixed tests Signed-off-by: Lars van Someren <lvsom1@gmail.com> * small fix Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Stacking Bugfix Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Added hard Forecast Selection Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Improved data handling in EnsembleForecasting model, correct data splitting and Model Fit Result. Validation and test data can now be fully used Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Migrated Flagger and Selector to OpenSTEF Models transforms Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Fixed restore target Forecast Combiner Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Streamline logging statements, Fix quality Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Resolved comments, fixed bug Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Moved example Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Bring 4.1 up to date with release Squashed commit of the following: commit 6d140bc Author: Lars Schilders <123180911+lschilders@users.noreply.github.com> Date: Wed Dec 17 10:33:19 2025 +0100 feature: add regex pattern matching in FeatureSelection and fix combine bug (#787) commit 32a42bb Author: Lars Schilders <123180911+lschilders@users.noreply.github.com> Date: Tue Dec 16 13:50:40 2025 +0100 feature: Selector transform (#786) * feature: add Selector transform * add ForecastInputDataset testcases * add selected_features to presets * add doctest commit d3977b1 Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Mon Dec 15 09:17:38 2025 +0100 feature: added tutorials for basic functionality. Added convenience method for simple openstef baselines. (#785) * feature: Added tutorial start. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature: Added example notebooks. First draft. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * chore(examples): add examples workspace project and register it in workspace; update lock * fix(lint): add missing docstrings in baselines package (D104, D103) * chore(examples): add examples workspace project and register it in workspace; update lock * chore(examples): Updated text in examples. --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> commit 8a4097c Author: Bart Pleiter <bart.pleiter@alliander.com> Date: Wed Dec 10 16:19:48 2025 +0100 fix: exclude stdev column from quantile column checking. (#783) * fix: exclude stdev column from quantile column checking. Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> * fix: duplicate removed. Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> * fix: type Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> --------- Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> commit 43987fc Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Wed Dec 10 10:24:32 2025 +0100 fix(STEF-2549): Added none check for model end date from mlflow. Added experiment tags. (#782) Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> commit 1891009 Author: Lars Schilders <123180911+lschilders@users.noreply.github.com> Date: Tue Dec 9 14:40:40 2025 +0100 feature: check for model config change and skip model selection (#781) * feature: check for model config change and skip model selection * changed checking model compatibility * check for tag compatibility only * fix tests * rename new methods in callback commit c37ac92 Author: Lars Schilders <123180911+lschilders@users.noreply.github.com> Date: Tue Dec 9 09:22:58 2025 +0100 fix: clip values of wind and solar components to below 0 (#779) * fix: clip values of wind and solar components to below 0 * add test for not all components zero commit 3eb7e69 Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Mon Dec 8 15:55:16 2025 +0100 feat(mlflow): suppress MLflow emoji URL logs (#780) * feat(mlflow): suppress MLflow emoji URL logs Add MLFLOW_SUPPRESS_PRINTING_URL_TO_STDOUT=true environment variable to prevent MLflow from printing 'View run...' messages with emojis that don't comply with ECS JSON logging format. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature: Style fixes. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> commit eca628e Author: Lars Schilders <123180911+lschilders@users.noreply.github.com> Date: Fri Dec 5 16:27:53 2025 +0100 feature: nonzero flatliner preset (#777) * add predict_nonzero_flatliner to presets * remove redundant validate_required_columns commit 61e1699 Author: Lars Schilders <123180911+lschilders@users.noreply.github.com> Date: Fri Dec 5 15:37:05 2025 +0100 feature: add standard devation column to ForecastDataset and add it in ConfidenceIntervalApplicator (#778) * feature: add standard devation column to ForecastDataset and add it in ConfidenceIntervalApplicator * simplify code for adding column commit 4f70d00 Author: Lars Schilders <123180911+lschilders@users.noreply.github.com> Date: Fri Dec 5 10:41:23 2025 +0100 chore: change radiation unit to Wm-2 (#776) * chore: change expected radiation unit to W/m-2 * change values in test for radiation features adder * fix docs for dni/gti unit * formatting commit 71ac428 Author: Bart Pleiter <bart.pleiter@alliander.com> Date: Wed Dec 3 09:45:34 2025 +0100 feature: added use_median option to flatliner forecaster so it predic… (#773) * feature: added use_median option to flatliner forecaster so it predicts the median of the training data. Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> * feature: improved naming to predict_median. Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> --------- Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> commit 45ca37f Author: Lars Schilders <123180911+lschilders@users.noreply.github.com> Date: Wed Nov 26 15:45:07 2025 +0100 fix: fixes in EvaluationPipeline and TimeSeriesPlotter (#769) * Remove target column from predictions to avoid duplication for lead_times * get sample_interval class attr commit ee41442 Author: Egor Dmitriev <egor.dmitriev@alliander.com> Date: Wed Nov 26 14:01:16 2025 +0100 fix: Improved mlflow to use run names and load proper models for reuse. Fixed time series plotter to use correct sample interval paramter. (#768) * feature: Improved mlflow to use run names and load proper models for reuse. Fixed time series plotter to use correct sample interval paramter. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * feature(STEF-2551): Fixed path. Changed run_name to step_name in backtester. Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> commit 7deb69e Author: Bart Pleiter <bart.pleiter@alliander.com> Date: Fri Nov 21 14:42:54 2025 +0100 chore: replaced alliander emails with lfenergy email. (#767) Signed-off-by: Bart Pleiter <bart.pleiter@alliander.com> Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Integrated changes to beam structure Signed-off-by: Lars van Someren <lvsom1@gmail.com> * make PR compliant Signed-off-by: Lars van Someren <lvsom1@gmail.com> * Fix when aggregation functions empty. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Improve naming Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Cleaning up Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Change how config's are made and used for combiner and stacking models. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Cleaning up Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Move skops code to separate branch Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Move rules combiner code to separate branch Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Cleaning up Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Cleaning up Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Improve hyperparam naming Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Remove openstef-meta dependency in openstef-models Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Separating openstef-models and openstef-meta WIP Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Move residual model to separate branch Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Rename regression tests to integration Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Move forecaster back for now Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Use sample weight config in models Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add importances to median forecaster Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Rename for consistency Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Move base mlflow callback to separate file Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Clean up docstring Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add explainability to combiner models Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Make combiners explainable Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Delete empty folder Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Use protocols Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Rename test file Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Reset pinball_losses changes Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Fix linting issues Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add base models to tags MLflow Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Improve what is stored in MLFlow Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Formatting Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * refactor(STEF-2702): Meta rework v2 — flatten configs, abstract hparams, clean up presets (#818) * fix(STEF-2802): skip RollingAggregatesAdder when no aggregation functions (#813) When rolling_aggregate_features is empty (e.g., ato_regions, grid_losses), the RollingAggregatesAdder transform is no longer added to the pipeline. Previously it was always added, and fit() would crash with ValueError: No objects to concatenate when calling pandas rolling().agg([]). Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * fix(STEF-2802): anchor mlflow gitignore patterns to repo root (#814) The bare 'mlflow' pattern matched anywhere in the tree, which caused hatchling to exclude packages/openstef-models/src/openstef_models/integrations/mlflow/ from the built wheel. Root-anchoring with '/mlflow' limits the match to only the top-level mlflow directory (local MLflow data). Broken since v4.0.0.a17 (commit 1bcf71d). Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> * refactor(STEF-2702): extract BaseForecastingModel and ContributionsMixin - Extract BaseForecastingModel as abstract base with hyperparams property - Create ContributionsMixin with predict_contributions -> TimeSeriesDataset - Remove predict_contributions from ExplainableForecaster (now ContributionsMixin) - Implement ContributionsMixin on all ML forecasters (XGBoost, GBLinear, LGBM, LGBMLinear) - Implement ContributionsMixin on baseline forecasters (flatliner, median, constant_median, base_case) - Defer lightgbm imports to __init__() with MissingExtraError guard - Inline _get_primary_hyperparams into model.hyperparams property - Update mlflow callback and custom workflow to use BaseForecastingModel - Update tests for new predict_contributions signature * refactor(STEF-2702): flatten combiners, rearchitect StackingCombiner, prune low-value tests - ForecastCombiner IS its config (BaseConfig + Predictor + ABC) - Remove ForecastCombinerConfig entirely - WeightsCombiner/StackingCombiner: flatten fields, use PrivateAttr for mutable state - StackingCombiner: accept meta_forecaster template, clone via config.model_copy() - Remove factory chain (forecaster_class -> Config -> forecaster_from_config) - Add hyperparams field to ForecastCombiner base (no more getattr reflection) - Extract _prepare_input helper, simplify predict/contributions/importances - Delete test_forecast_combiner.py (6 tests testing pydantic/stdlib only) - Remove test_initialization from combiner tests (covered by fit_predict) - Remove test_init_uses_defaults (tested pydantic defaults) - All 469 tests pass across core+models+meta * refactor(STEF-2702): flatten forecasters into BaseConfig, add abstract hparams property * refactor(STEF-2702): column separator, lightgbm optional, move classification to combiner - D5: Move get_best_forecaster_labels/pinball classification from EnsembleForecastDataset to WeightsCombiner._classify_best_forecaster - D6: Change ensemble column separator from '_' to '__' (ENSEMBLE_COLUMN_SEP), add forecaster name validation, remove dead get_quantile_feature_name - Phase 1.5: Make lightgbm optional dependency (optional-dependencies.lgbm), add MissingExtraError guards to combiner get_classifier methods - Phase 3.2: Replace isinstance(model, EnsembleForecastingModel) with polymorphic try/except NotImplementedError in beam backtest * refactor(STEF-2702): abstract hparams on ForecastCombiner, fix all lint/type errors, add inline docs * refactor(STEF-2702): rename EnsembleWorkflowConfig to EnsembleForecastingWorkflowConfig * refactor(STEF-2702): clean up forecasting_workflow preset, extract helpers, prefix internals * fix(STEF-2702): address PR review — remove D1 reference, rename fixture * feat(STEF-2702): validate horizons consistency at EnsembleForecastingModel construction * fix(STEF-2702): regenerate lockfile against PyPI (remove JFrog URLs) --------- Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> --------- Signed-off-by: Lars van Someren <lvsom1@gmail.com> Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com> Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> Co-authored-by: Egor Dmitriev <egor.dmitriev@alliander.com> Co-authored-by: floriangoethals <floriangoehtals@gmail.com> Co-authored-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com>
Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com>
* refactor(STEF-2702): push polymorphism into models, eliminate isinstance protocols - SubsetMetric.to_flat_dict() for metrics self-serialization - ModelFitResult.metrics_to_flat_dict() with component_fit_results override - BaseForecastingModel: component_hyperparams, get_explainable_components() - ForecastCombiner extends ExplainableForecaster (gains plot_feature_importances) - EnsembleForecastingModel/EnsembleModelFitResult override all polymorphic methods - MLflow callback: delete 3 protocols, 5 isinstance checks -> polymorphic calls - Fix penalty bug: lower_is_better now multiplies (was dividing) * refactor(STEF-2702): extract normalize_to_unit_sum, dedup feature importances - Add normalize_to_unit_sum() pipe-compatible utility in openstef_core.utils.pandas - Replace duplicated normalization logic in 4 forecasters (xgboost, gblinear, lgbm, lgbmlinear) - All now use weights_df.pipe(normalize_to_unit_sum) * fix: make AvailableAt.__str__() Windows-safe by removing colon Change DnTHH:MM format to DnTHHMM (e.g. D-1T0600 instead of D-1T06:00). Colons are illegal in Windows file paths, breaking benchmark output directories. from_string() now accepts both formats for backward compatibility. * feat(STEF-2702): make openstef-models/meta optional for beam baselines * refactor(STEF-2702): replace workflow factory with template + model_copy - Replace workflow_factory Callable with workflow_template field - Add with_run_name() method for type-safe deep copy - Add kind discriminator to ForecastingWorkflowConfig (single) and EnsembleForecastingWorkflowConfig (ensemble) - Simplify factory: use kind-based narrowing, raise MissingExtraError - Delete WorkflowCreationContext (no longer needed) - Remove both pyright: ignore[reportArgumentType] suppressions * test(STEF-2702): add template pattern smoke tests for OpenSTEF4BacktestForecaster - test_fit_does_not_mutate_template: verifies template immutability after fit - test_fit_then_predict_returns_forecast: e2e smoke test for fit→predict path * chore(STEF-2702): add openstef-meta to release pipeline - Add missing [build-system] section to openstef-meta pyproject.toml - Add openstef-meta to poe version task (version bump + root pinning) - Fix baselines extra version range: >=4.0.0.dev0,<5 (was >=0.0.1,<1) - Add openstef-meta to root [all] optional extra - Add openstef-meta to licensecheck ignore_packages * refactor(STEF-2702): extend test utility, address review comments - Add include_atmosphere/price/available_at options to create_synthetic_forecasting_dataset for realistic test data - Simplify test fixture to use the shared utility - Remove verbose parenthetical comments per review feedback
…ty (#826) - Add normalize_tracking_uri() helper that converts local file paths to file:/// URIs, handling relative paths, absolute POSIX paths, and Windows drive-letter paths (e.g. D:\mlflow) - Apply normalization in MLFlowStorage.model_post_init() so all users get correct URIs regardless of how they construct tracking_uri - Add parametrized tests covering 8 URI variants including a mock-based Windows drive letter test
Signed-off-by: lschilders <lars.schilders@alliander.com>
* Add run_name. Set default weights. Add confidence interval applicator postprocessing. Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * Add lgbm extra for openstef-models dep in openstef-meta Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> * No sample weights standard for lgbm Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com> --------- Signed-off-by: Marnix van Lieshout <marnix.van.lieshout@alliander.com>
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