From 3cd72a44d776f6921f4bd9be64a5570a978b6052 Mon Sep 17 00:00:00 2001 From: Fleur Petit Date: Fri, 2 Oct 2026 10:19:14 +0200 Subject: [PATCH 1/6] feat: stacked-area ensemble model weights Signed-off-by: Fleur Petit --- examples/tutorials/model_explainability.ipynb | 189 ++++++++++++++++-- examples/tutorials/model_explainability.py | 47 ++++- .../models/ensemble_forecasting_model.py | 36 ++++ .../models/test_ensemble_forecasting_model.py | 17 ++ .../explainability/__init__.py | 3 +- .../explainability/plotters/__init__.py | 2 + .../explainability/plotters/_layout.py | 27 +++ .../plotters/contributions_plotter.py | 23 +-- .../plotters/model_contributions_plotter.py | 106 ++++++++++ .../test_model_contributions_plotter.py | 152 ++++++++++++++ 10 files changed, 561 insertions(+), 41 deletions(-) create mode 100644 packages/openstef-models/src/openstef_models/explainability/plotters/_layout.py create mode 100644 packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py create mode 100644 packages/openstef-models/tests/unit/explainability/plotters/test_model_contributions_plotter.py diff --git a/examples/tutorials/model_explainability.ipynb b/examples/tutorials/model_explainability.ipynb index 78b0acc5c..02477acb4 100644 --- a/examples/tutorials/model_explainability.ipynb +++ b/examples/tutorials/model_explainability.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "7efd95d4", "metadata": { "lines_to_next_cell": 2, @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "f565776d", "metadata": { "tags": [ @@ -31,6 +31,8 @@ "import warnings\n", "from typing import cast\n", "\n", + "from openstef_meta.presets import EnsembleForecastingWorkflowConfig, create_ensemble_forecasting_workflow\n", + "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "from openstef_core.testing import configure_notebook_display, setup_notebook_logging\n", @@ -90,10 +92,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "862a46b8", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training complete.\n", + " quantile R2 observed_probability\n", + "0 0.5 0.424380 0.161111\n", + "1 0.1 -0.963644 0.009954\n", + "2 0.9 0.736156 0.381250\n" + ] + } + ], "source": [ "from datetime import datetime, timedelta\n", "\n", @@ -139,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "622af3db", "metadata": { "tags": [ @@ -165,16 +179,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "ca38989f", "metadata": { "tags": [ "hide-input" ] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "from openstef_models.explainability import ExplainableForecaster\n", + "from openstef_models.explainability import ExplainableForecaster, ModelContributionsPlotter\n", "from openstef_models.models.forecasting_model import ForecastingModel\n", "\n", "forecaster = cast(ForecastingModel, workflow.model).forecaster\n", @@ -203,10 +225,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "63e99143", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Contributions shape: (672, 46)\n", + "Features: ['temperature_2m', 'relative_humidity_2m', 'surface_pressure', 'cloud_cover', 'wind_speed_10m'] ... (46 total)\n" + ] + } + ], "source": [ "from openstef_models.explainability import ContributionsPlotter\n", "\n", @@ -218,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "d8c89b86", "metadata": { "tags": [ @@ -245,14 +276,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "b15c2e1a", "metadata": { "tags": [ "hide-input" ] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = ContributionsPlotter.plot_heatmap(contributions, top_n=10, show_prediction=True)\n", "fig.update_layout(height=500)\n", @@ -275,14 +314,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "a61dc558", "metadata": { "tags": [ "hide-input" ] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = ContributionsPlotter.plot_bar(contributions, top_n=12)\n", "fig.update_layout(title=\"Mean absolute contribution per feature\", height=450)\n", @@ -303,20 +350,114 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "id": "0a44aa28", "metadata": { "tags": [ "hide-input" ] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = ContributionsPlotter.plot_waterfall(contributions, timestep=48, top_n=10)\n", "fig.update_layout(title=\"Prediction decomposition (timestep 48)\", height=500)\n", "fig.show()" ] }, + { + "cell_type": "markdown", + "id": "5118a84f", + "metadata": {}, + "source": [ + "## Ensemble model weights\n", + "\n", + "For each forecast quantile, a classifier estimates which base model is likely\n", + "to perform best. Its predicted probabilities become nonnegative model weights\n", + "that sum to one at each timestep. The top panel shows the ensemble forecast\n", + "for the selected quantile; the stacked area below shows each model's weight.\n", + "The plot defaults to P50 when no quantile is specified." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "621e0f94", + "metadata": { + "tags": [ + "hide-input" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[2026-10-02 10:12:34,204][WARNING] No aggregation functions specified. Skipping fit.\n", + "[2026-10-02 10:12:34,204][WARNING] No aggregation functions specified. Returning original data.\n", + "[2026-10-02 10:12:34,260][WARNING] No aggregation functions specified. Returning original data.\n", + "[2026-10-02 10:12:34,325][WARNING] No aggregation functions specified. Returning original data.\n", + "[2026-10-02 10:12:35,328][WARNING] No aggregation functions specified. Returning original data.\n", + "[2026-10-02 10:12:35,823][WARNING] No aggregation functions specified. Returning original data.\n", + "[2026-10-02 10:12:35,875][WARNING] No aggregation functions specified. Returning original data.\n" + ] + } + ], + "source": [ + "ensemble_workflow = create_ensemble_forecasting_workflow(\n", + " config=EnsembleForecastingWorkflowConfig(\n", + " model_id=\"example_gblinear_lgbm_ensemble\",\n", + " ensemble_type=\"learned_weights\",\n", + " base_models=[\"gblinear\", \"lgbm\"],\n", + " combiner_model=\"lgbm\",\n", + " quantiles=[Q(0.1), Q(0.5), Q(0.9)],\n", + " horizons=[LeadTime.from_string(\"PT36H\")],\n", + " mlflow_storage=None,\n", + " temperature_column=\"temperature_2m\",\n", + " relative_humidity_column=\"relative_humidity_2m\",\n", + " wind_speed_column=\"wind_speed_10m\",\n", + " radiation_column=\"shortwave_radiation\",\n", + " pressure_column=\"surface_pressure\",\n", + " )\n", + ")\n", + "ensemble_result = ensemble_workflow.fit(train_dataset)\n", + "ensemble_forecast, model_weights = ensemble_workflow.model.predict_with_contributions(\n", + " predict_dataset, forecast_start=train_end\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "df7a1d98", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = ModelContributionsPlotter.plot_stacked_area(\n", + " model_weights,\n", + " forecast=ensemble_forecast,\n", + " quantile=Q(0.1),\n", + ")\n", + "fig.update_layout(height=650)\n", + "fig.show()\n", + "# fig.write_html(\"ensemble_model_weights.html\", include_plotlyjs=True)" + ] + }, { "cell_type": "markdown", "id": "dc95f759", @@ -337,9 +478,21 @@ "notebook_metadata_filter": "-jupytext.text_representation.jupytext_version" }, "kernelspec": { - "display_name": ".venv", + "display_name": "openstef (3.12.10)", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.10" } }, "nbformat": 4, diff --git a/examples/tutorials/model_explainability.py b/examples/tutorials/model_explainability.py index 5ddf925ba..ba1cd9aef 100644 --- a/examples/tutorials/model_explainability.py +++ b/examples/tutorials/model_explainability.py @@ -8,7 +8,7 @@ # format_name: percent # format_version: '1.3' # kernelspec: -# display_name: .venv +# display_name: openstef (3.12.10) # language: python # name: python3 # --- @@ -23,6 +23,8 @@ import warnings from typing import cast +from openstef_meta.presets import EnsembleForecastingWorkflowConfig, create_ensemble_forecasting_workflow + warnings.filterwarnings("ignore") from openstef_core.testing import configure_notebook_display, setup_notebook_logging @@ -122,7 +124,7 @@ # tiles represent more influential features. # %% tags=["hide-input"] -from openstef_models.explainability import ExplainableForecaster +from openstef_models.explainability import ExplainableForecaster, ModelContributionsPlotter from openstef_models.models.forecasting_model import ForecastingModel forecaster = cast(ForecastingModel, workflow.model).forecaster @@ -193,6 +195,47 @@ fig.update_layout(title="Prediction decomposition (timestep 48)", height=500) fig.show() +# %% [markdown] +# ## Ensemble model weights +# +# For each forecast quantile, a classifier estimates which base model is likely +# to perform best. Its predicted probabilities become nonnegative model weights +# that sum to one at each timestep. The top panel shows the ensemble forecast +# for the selected quantile; the stacked area below shows each model's weight. +# The plot defaults to P50 when no quantile is specified. + +# %% tags=["hide-input"] +ensemble_workflow = create_ensemble_forecasting_workflow( + config=EnsembleForecastingWorkflowConfig( + model_id="example_gblinear_lgbm_ensemble", + ensemble_type="learned_weights", + base_models=["gblinear", "lgbm"], + combiner_model="lgbm", + quantiles=[Q(0.1), Q(0.5), Q(0.9)], + horizons=[LeadTime.from_string("PT36H")], + mlflow_storage=None, + temperature_column="temperature_2m", + relative_humidity_column="relative_humidity_2m", + wind_speed_column="wind_speed_10m", + radiation_column="shortwave_radiation", + pressure_column="surface_pressure", + ) +) +ensemble_result = ensemble_workflow.fit(train_dataset) +ensemble_forecast, model_weights = ensemble_workflow.model.predict_with_contributions( + predict_dataset, forecast_start=train_end +) + +# %% +fig = ModelContributionsPlotter.plot_stacked_area( + model_weights, + forecast=ensemble_forecast, + quantile=Q(0.5), +) +fig.update_layout(height=650) +fig.show() +# fig.write_html("ensemble_model_weights.html", include_plotlyjs=True) + # %% [markdown] # ## Next steps # diff --git a/packages/openstef-meta/src/openstef_meta/models/ensemble_forecasting_model.py b/packages/openstef-meta/src/openstef_meta/models/ensemble_forecasting_model.py index 01672b190..f35c13cde 100644 --- a/packages/openstef-meta/src/openstef_meta/models/ensemble_forecasting_model.py +++ b/packages/openstef-meta/src/openstef_meta/models/ensemble_forecasting_model.py @@ -673,5 +673,41 @@ def predict_contributions( original_data=data, ) + def predict_with_contributions( + self, + data: TimeSeriesDataset, + forecast_start: datetime | None = None, + ) -> tuple[ForecastDataset, TimeSeriesDataset]: + """Generate forecasts and per-model contributions in a single pass. + + Args: + data: Input time series dataset. + forecast_start: Optional start time for forecasts. + + Returns: + A tuple of ``(forecast, contributions)`` where *forecast* is the + ensemble prediction (a :class:`ForecastDataset`) and *contributions* + is the :class:`TimeSeriesDataset` returned by the configured combiner. + Its meaning depends on the combiner; for learned weights, columns + contain per-model selection weights. + + Raises: + NotFittedError: If the model has not been fitted yet. + """ + if not self.is_fitted: + raise NotFittedError(self.__class__.__name__) + + ensemble_predictions = self._predict_forecasters(data=data, forecast_start=forecast_start) + + forecast = self._predict_transform_combiner( + ensemble_dataset=ensemble_predictions, + original_data=data, + ) + contributions = self._predict_contributions_combiner( + ensemble_dataset=ensemble_predictions, + original_data=data, + ) + return forecast, contributions + __all__ = ["EnsembleForecastingModel", "EnsembleModelFitResult", "ModelFitResult"] diff --git a/packages/openstef-meta/tests/unit/models/test_ensemble_forecasting_model.py b/packages/openstef-meta/tests/unit/models/test_ensemble_forecasting_model.py index b4592f944..5b7b99a57 100644 --- a/packages/openstef-meta/tests/unit/models/test_ensemble_forecasting_model.py +++ b/packages/openstef-meta/tests/unit/models/test_ensemble_forecasting_model.py @@ -144,6 +144,23 @@ def test_forecasting_model__predict__raises_error_when_not_fitted( model.predict(data=sample_timeseries_dataset) +def test_predict_with_contributions_matches_separate_calls( + sample_timeseries_dataset: TimeSeriesDataset, model: EnsembleForecastingModel +) -> None: + """Combined prediction matches separate forecast and contribution calls.""" + model.fit(data=sample_timeseries_dataset) + forecast_start = datetime.fromisoformat("2025-01-01T12:00:00") + + forecast_combined, contributions_combined = model.predict_with_contributions( + sample_timeseries_dataset, forecast_start=forecast_start + ) + forecast_separate = model.predict(sample_timeseries_dataset, forecast_start=forecast_start) + contributions_separate = model.predict_contributions(sample_timeseries_dataset, forecast_start=forecast_start) + + pd.testing.assert_frame_equal(forecast_combined.data, forecast_separate.data) + pd.testing.assert_frame_equal(contributions_combined.data, contributions_separate.data) + + def test_forecasting_model__score__returns_metrics( sample_timeseries_dataset: TimeSeriesDataset, model: EnsembleForecastingModel ): diff --git a/packages/openstef-models/src/openstef_models/explainability/__init__.py b/packages/openstef-models/src/openstef_models/explainability/__init__.py index bfc562145..3170cba98 100644 --- a/packages/openstef-models/src/openstef_models/explainability/__init__.py +++ b/packages/openstef-models/src/openstef_models/explainability/__init__.py @@ -8,11 +8,12 @@ """ from .mixins import ContributionsMixin, ExplainableForecaster -from .plotters import ContributionsPlotter, FeatureImportancePlotter +from .plotters import ContributionsPlotter, FeatureImportancePlotter, ModelContributionsPlotter __all__ = [ "ContributionsMixin", "ContributionsPlotter", "ExplainableForecaster", "FeatureImportancePlotter", + "ModelContributionsPlotter", ] diff --git a/packages/openstef-models/src/openstef_models/explainability/plotters/__init__.py b/packages/openstef-models/src/openstef_models/explainability/plotters/__init__.py index 027485f79..a79cb5522 100644 --- a/packages/openstef-models/src/openstef_models/explainability/plotters/__init__.py +++ b/packages/openstef-models/src/openstef_models/explainability/plotters/__init__.py @@ -10,8 +10,10 @@ from .contributions_plotter import ContributionsPlotter from .feature_importance_plotter import FeatureImportancePlotter +from .model_contributions_plotter import ModelContributionsPlotter __all__ = [ "ContributionsPlotter", "FeatureImportancePlotter", + "ModelContributionsPlotter", ] diff --git a/packages/openstef-models/src/openstef_models/explainability/plotters/_layout.py b/packages/openstef-models/src/openstef_models/explainability/plotters/_layout.py new file mode 100644 index 000000000..f278dbd3c --- /dev/null +++ b/packages/openstef-models/src/openstef_models/explainability/plotters/_layout.py @@ -0,0 +1,27 @@ +# SPDX-FileCopyrightText: 2026 Contributors to the OpenSTEF project +# +# SPDX-License-Identifier: MPL-2.0 + +from __future__ import annotations + +from typing import TYPE_CHECKING + +import plotly.graph_objects as go +from plotly.subplots import make_subplots + +if TYPE_CHECKING: + import pandas as pd + + +def make_two_panel_time_figure() -> go.Figure: + return make_subplots(rows=2, cols=1, shared_xaxes=True, row_heights=[0.2, 0.8], vertical_spacing=0.03) + + +def add_top_line( + fig: go.Figure, x: pd.Index, y: pd.Series, *, name: str = "Prediction", show_legend: bool = False +) -> None: + return fig.add_trace( + go.Scatter(x=x, y=y, mode="lines", line={"color": "black", "width": 1.5}, name=name, showlegend=show_legend), + row=1, + col=1, + ) diff --git a/packages/openstef-models/src/openstef_models/explainability/plotters/contributions_plotter.py b/packages/openstef-models/src/openstef_models/explainability/plotters/contributions_plotter.py index 5da8f021d..0db99f4c7 100644 --- a/packages/openstef-models/src/openstef_models/explainability/plotters/contributions_plotter.py +++ b/packages/openstef-models/src/openstef_models/explainability/plotters/contributions_plotter.py @@ -9,9 +9,9 @@ from typing import TYPE_CHECKING, cast import plotly.graph_objects as go -from plotly.subplots import make_subplots from openstef_core.datasets import TimeSeriesDataset # noqa: TC001 +from openstef_models.explainability.plotters._layout import add_top_line, make_two_panel_time_figure if TYPE_CHECKING: import pandas as pd @@ -69,26 +69,9 @@ def plot_heatmap( if bias is not None: prediction += bias - fig = make_subplots( - rows=2, - cols=1, - shared_xaxes=True, - row_heights=[0.2, 0.8], - vertical_spacing=0.03, - ) + fig = make_two_panel_time_figure() - fig.add_trace( - go.Scatter( - x=df.index, - y=prediction, - mode="lines", - name="Prediction", - line={"color": "black", "width": 1.5}, - showlegend=False, - ), - row=1, - col=1, - ) + add_top_line(fig, df.index, prediction) fig.add_trace(heatmap, row=2, col=1) fig.update_layout( diff --git a/packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py b/packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py new file mode 100644 index 000000000..48cdd924d --- /dev/null +++ b/packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py @@ -0,0 +1,106 @@ +# SPDX-FileCopyrightText: 2026 Contributors to the OpenSTEF project +# +# SPDX-License-Identifier: MPL-2.0 + +"""Visualizations for ensemble model-level contributions.""" + +from __future__ import annotations + +from typing import TYPE_CHECKING + +import plotly.graph_objects as go + +from openstef_core.datasets.validated_datasets import ENSEMBLE_COLUMN_SEP +from openstef_core.types import Q, Quantile +from openstef_models.explainability.plotters._layout import add_top_line, make_two_panel_time_figure + +if TYPE_CHECKING: + from openstef_core.datasets import ForecastDataset, TimeSeriesDataset + + +class ModelContributionsPlotter: + """Visualize learned per-model weights alongside the ensemble forecast.""" + + @staticmethod + def plot_stacked_area( + contributions: TimeSeriesDataset, + forecast: ForecastDataset, + quantile: Quantile = Q(0.5), + target_column: str = "load", + ) -> go.Figure: + """Create a stacked-area plot of per-model weights with the ensemble prediction. + + The top panel shows the ensemble prediction for the requested quantile. + The bottom panel shows each base model's selection weight as a stacked + area (summing to 1.0), so you can see how the combiner distributes + weight across models at each timestep. + + Args: + contributions: Output of + ``EnsembleForecastingModel.predict_contributions()`` or the + second element of + ``EnsembleForecastingModel.predict_with_contributions()``. + Columns are model selection weights per quantile. + forecast: Output of + ``EnsembleForecastingModel.predict()`` or the first element + of ``EnsembleForecastingModel.predict_with_contributions()``. + Must contain a column for the requested quantile. + quantile: Forecast quantile to show in both panels. Default ``Q(0.5)``. + target_column: Name of the target column to exclude from + contributions. Default ``"load"``. + + Returns: + Plotly Figure with a prediction line (top) and stacked-area model + weights (bottom). + + Raises: + ValueError: If no contribution columns match the requested quantile. + KeyError: If the forecast dataset has no column for the requested + quantile. + """ + df = contributions.data.drop(columns=[target_column], errors="ignore") + + available_columns: dict[tuple[str, str], str] = {} + for col in df.columns: + model, separator, model_quantile = col.rpartition(ENSEMBLE_COLUMN_SEP) + if separator: + available_columns[(model, model_quantile)] = col + + selected_columns = [ + col for (model, model_quantile), col in available_columns.items() if model_quantile == quantile.format() + ] + trace_names = [col[: -len(ENSEMBLE_COLUMN_SEP + quantile.format())] for col in selected_columns] + + if not selected_columns: + available = sorted({q for _, q in available_columns}) + msg = f"No columns found for quantile {quantile.format()!r}. Available quantiles: {available}." + raise ValueError(msg) + + selected = df[selected_columns] + + forecast_series = forecast.data[quantile.format()] + + fig = make_two_panel_time_figure() + add_top_line(fig, forecast_series.index, forecast_series) + + for col, name in zip(selected_columns, trace_names, strict=True): + fig.add_trace( + go.Scatter( + x=df.index, + y=selected[col], + mode="lines", + stackgroup="contrib", + name=name, + ), + row=2, + col=1, + ) + + fig.update_layout( + yaxis_title=f"Prediction ({quantile.format().removeprefix('quantile_')})", + yaxis2_title=f"Model weight ({quantile.format().removeprefix('quantile_')})", + xaxis2_title="Time", + margin={"t": 30, "r": 10, "b": 40, "l": 60}, + ) + + return fig diff --git a/packages/openstef-models/tests/unit/explainability/plotters/test_model_contributions_plotter.py b/packages/openstef-models/tests/unit/explainability/plotters/test_model_contributions_plotter.py new file mode 100644 index 000000000..0a9e43d71 --- /dev/null +++ b/packages/openstef-models/tests/unit/explainability/plotters/test_model_contributions_plotter.py @@ -0,0 +1,152 @@ +# SPDX-FileCopyrightText: 2026 Contributors to the OpenSTEF project +# +# SPDX-License-Identifier: MPL-2.0 + +"""Tests for ModelContributionsPlotter.""" + +from datetime import timedelta +from pathlib import Path + +import numpy as np +import pandas as pd +import plotly.graph_objects as go +import pytest + +from openstef_core.datasets import ForecastDataset, TimeSeriesDataset +from openstef_core.types import Q +from openstef_models.explainability import ModelContributionsPlotter + +SAMPLE_INTERVAL = timedelta(minutes=15) + + +@pytest.fixture +def contributions_dataset() -> TimeSeriesDataset: + """Two model weights across two quantiles, summing to 1.0 per row.""" + index = pd.date_range("2025-01-01", periods=8, freq="15min") + gb_p50 = np.linspace(0.6, 0.4, 8) + data = pd.DataFrame( + { + "gblinear__quantile_P50": gb_p50, + "lgbm__quantile_P50": 1.0 - gb_p50, + "gblinear__quantile_P90": np.full(8, 0.5), + "lgbm__quantile_P90": np.full(8, 0.5), + "load": np.linspace(16, 30, 8), + }, + index=index, + ) + return TimeSeriesDataset(data=data, sample_interval=SAMPLE_INTERVAL) + + +@pytest.fixture +def forecast_dataset() -> ForecastDataset: + """Ensemble forecast with P50 and P90 quantile columns.""" + index = pd.date_range("2025-01-01", periods=8, freq="15min") + data = pd.DataFrame( + { + "load": np.linspace(16, 30, 8), + "quantile_P10": np.linspace(10, 20, 8), + "quantile_P50": np.linspace(15, 28, 8), + "quantile_P90": np.linspace(18, 32, 8), + }, + index=index, + ) + return ForecastDataset(data=data, sample_interval=SAMPLE_INTERVAL) + + +def test_returns_figure( + contributions_dataset: TimeSeriesDataset, + forecast_dataset: ForecastDataset, +) -> None: + result = ModelContributionsPlotter.plot_stacked_area(contributions_dataset, forecast=forecast_dataset) + assert isinstance(result, go.Figure) + + +def test_has_forecast_and_stacked_weights_in_separate_panels( + contributions_dataset: TimeSeriesDataset, + forecast_dataset: ForecastDataset, +) -> None: + fig = ModelContributionsPlotter.plot_stacked_area(contributions_dataset, forecast=forecast_dataset, quantile=Q(0.5)) + assert len(fig.data) == 3 + assert fig.data[0].xaxis == "x" + assert all(trace.xaxis == "x2" for trace in fig.data[1:]) + assert all(trace.stackgroup == "contrib" for trace in fig.data[1:]) + + +def test_selects_requested_quantile( + contributions_dataset: TimeSeriesDataset, + forecast_dataset: ForecastDataset, +) -> None: + fig = ModelContributionsPlotter.plot_stacked_area(contributions_dataset, forecast=forecast_dataset, quantile=Q(0.5)) + assert [trace.name for trace in fig.data[1:]] == ["gblinear", "lgbm"] + assert all("P90" not in trace.name for trace in fig.data[1:] if trace.name is not None) + + +def test_selected_weights_and_forecast_use_the_same_quantile( + contributions_dataset: TimeSeriesDataset, + forecast_dataset: ForecastDataset, +) -> None: + fig = ModelContributionsPlotter.plot_stacked_area( + contributions_dataset, + forecast=forecast_dataset, + quantile=Q(0.9), + ) + + assert [trace.name for trace in fig.data[1:]] == ["gblinear", "lgbm"] + np.testing.assert_array_almost_equal(fig.data[0].y, forecast_dataset.data["quantile_P90"].to_numpy()) + expected_weights = contributions_dataset.data["gblinear__quantile_P90"].to_numpy() + np.testing.assert_array_almost_equal(fig.data[1].y, expected_weights) + assert fig.layout.yaxis.title.text == "Prediction (P90)" + assert fig.layout.yaxis2.title.text == "Model weight (P90)" + + +def test_top_panel_shows_prediction( + contributions_dataset: TimeSeriesDataset, + forecast_dataset: ForecastDataset, +) -> None: + fig = ModelContributionsPlotter.plot_stacked_area(contributions_dataset, forecast=forecast_dataset, quantile=Q(0.5)) + top_trace = fig.data[0] + expected = forecast_dataset.data["quantile_P50"].to_numpy() + np.testing.assert_array_almost_equal(top_trace.y, expected) + + +def test_weights_sum_to_one( + contributions_dataset: TimeSeriesDataset, + forecast_dataset: ForecastDataset, +) -> None: + fig = ModelContributionsPlotter.plot_stacked_area(contributions_dataset, forecast=forecast_dataset, quantile=Q(0.5)) + weight_traces = fig.data[1:] + stacked = np.sum([np.array(t.y, dtype=float) for t in weight_traces], axis=0) + np.testing.assert_array_almost_equal(stacked, 1.0) + + +def test_missing_quantile_raises( + contributions_dataset: TimeSeriesDataset, + forecast_dataset: ForecastDataset, +) -> None: + with pytest.raises(ValueError, match="quantile_P25"): + ModelContributionsPlotter.plot_stacked_area(contributions_dataset, forecast=forecast_dataset, quantile=Q(0.25)) + + +def test_default_quantile_is_p50( + contributions_dataset: TimeSeriesDataset, + forecast_dataset: ForecastDataset, +) -> None: + fig = ModelContributionsPlotter.plot_stacked_area(contributions_dataset, forecast_dataset) + + np.testing.assert_array_almost_equal(fig.data[0].y, forecast_dataset.data["quantile_P50"].to_numpy()) + np.testing.assert_array_almost_equal(fig.data[1].y, contributions_dataset.data["gblinear__quantile_P50"].to_numpy()) + + +def test_figure_exports_as_standalone_html( + contributions_dataset: TimeSeriesDataset, + forecast_dataset: ForecastDataset, + tmp_path: Path, +) -> None: + html_path = tmp_path / "model-contributions.html" + fig = ModelContributionsPlotter.plot_stacked_area(contributions_dataset, forecast_dataset) + + fig.write_html(html_path, include_plotlyjs=True) + + html = html_path.read_text() + assert "plotly.js" in html + assert "gblinear" in html From 0b6a542a20bbb4cfff7519c752958ccc5894f7ba Mon Sep 17 00:00:00 2001 From: Fleur Petit Date: Fri, 2 Oct 2026 10:36:13 +0200 Subject: [PATCH 2/6] chore: poe autofixes linting and notebook sync. Signed-off-by: Fleur Petit --- examples/tutorials/model_explainability.py | 2 +- packages/openstef-core/src/openstef_core/testing.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/tutorials/model_explainability.py b/examples/tutorials/model_explainability.py index ba1cd9aef..efb4e149d 100644 --- a/examples/tutorials/model_explainability.py +++ b/examples/tutorials/model_explainability.py @@ -230,7 +230,7 @@ fig = ModelContributionsPlotter.plot_stacked_area( model_weights, forecast=ensemble_forecast, - quantile=Q(0.5), + quantile=Q(0.1), ) fig.update_layout(height=650) fig.show() diff --git a/packages/openstef-core/src/openstef_core/testing.py b/packages/openstef-core/src/openstef_core/testing.py index c9ad84ea3..8ebf2f35e 100644 --- a/packages/openstef-core/src/openstef_core/testing.py +++ b/packages/openstef-core/src/openstef_core/testing.py @@ -78,7 +78,7 @@ def create_timeseries_dataset( ) -def create_synthetic_forecasting_dataset( # noqa: PLR0913, PLR0917 - testing utility keeps call sites straightforward +def create_synthetic_forecasting_dataset( # noqa: PLR0913 - testing utility keeps call sites straightforward start: datetime = datetime.fromisoformat("2025-01-01T00:00:00+00:00"), # noqa: B008 length: timedelta = timedelta(days=30 * 9), sample_interval: timedelta = timedelta(hours=1), From 64273f3b61f58170037e76ac2202ecef9c19cdb7 Mon Sep 17 00:00:00 2001 From: Fleur Petit Date: Fri, 2 Oct 2026 10:38:30 +0200 Subject: [PATCH 3/6] chore: clear ipynb output. Signed-off-by: Fleur Petit --- examples/tutorials/model_explainability.ipynb | 115 +++--------------- 1 file changed, 20 insertions(+), 95 deletions(-) diff --git a/examples/tutorials/model_explainability.ipynb b/examples/tutorials/model_explainability.ipynb index 02477acb4..81f1cd672 100644 --- a/examples/tutorials/model_explainability.ipynb +++ b/examples/tutorials/model_explainability.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "7efd95d4", "metadata": { "lines_to_next_cell": 2, @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "f565776d", "metadata": { "tags": [ @@ -92,22 +92,10 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "862a46b8", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Training complete.\n", - " quantile R2 observed_probability\n", - "0 0.5 0.424380 0.161111\n", - "1 0.1 -0.963644 0.009954\n", - "2 0.9 0.736156 0.381250\n" - ] - } - ], + "outputs": [], "source": [ "from datetime import datetime, timedelta\n", "\n", @@ -153,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "id": "622af3db", "metadata": { "tags": [ @@ -179,22 +167,14 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "ca38989f", "metadata": { "tags": [ "hide-input" ] }, - "outputs": [ - { - "data": { - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from openstef_models.explainability import ExplainableForecaster, ModelContributionsPlotter\n", "from openstef_models.models.forecasting_model import ForecastingModel\n", @@ -225,19 +205,10 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "63e99143", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Contributions shape: (672, 46)\n", - "Features: ['temperature_2m', 'relative_humidity_2m', 'surface_pressure', 'cloud_cover', 'wind_speed_10m'] ... (46 total)\n" - ] - } - ], + "outputs": [], "source": [ "from openstef_models.explainability import ContributionsPlotter\n", "\n", @@ -249,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "id": "d8c89b86", "metadata": { "tags": [ @@ -276,22 +247,14 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "id": "b15c2e1a", "metadata": { "tags": [ "hide-input" ] }, - "outputs": [ - { - "data": { - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = ContributionsPlotter.plot_heatmap(contributions, top_n=10, show_prediction=True)\n", "fig.update_layout(height=500)\n", @@ -314,22 +277,14 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "id": "a61dc558", "metadata": { "tags": [ "hide-input" ] }, - "outputs": [ - { - "data": { - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = ContributionsPlotter.plot_bar(contributions, top_n=12)\n", "fig.update_layout(title=\"Mean absolute contribution per feature\", height=450)\n", @@ -350,22 +305,14 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "id": "0a44aa28", "metadata": { "tags": [ "hide-input" ] }, - "outputs": [ - { - "data": { - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = ContributionsPlotter.plot_waterfall(contributions, timestep=48, top_n=10)\n", "fig.update_layout(title=\"Prediction decomposition (timestep 48)\", height=500)\n", @@ -388,28 +335,14 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "id": "621e0f94", "metadata": { "tags": [ "hide-input" ] }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[2026-10-02 10:12:34,204][WARNING] No aggregation functions specified. Skipping fit.\n", - "[2026-10-02 10:12:34,204][WARNING] No aggregation functions specified. Returning original data.\n", - "[2026-10-02 10:12:34,260][WARNING] No aggregation functions specified. Returning original data.\n", - "[2026-10-02 10:12:34,325][WARNING] No aggregation functions specified. Returning original data.\n", - "[2026-10-02 10:12:35,328][WARNING] No aggregation functions specified. Returning original data.\n", - "[2026-10-02 10:12:35,823][WARNING] No aggregation functions specified. Returning original data.\n", - "[2026-10-02 10:12:35,875][WARNING] No aggregation functions specified. Returning original data.\n" - ] - } - ], + "outputs": [], "source": [ "ensemble_workflow = create_ensemble_forecasting_workflow(\n", " config=EnsembleForecastingWorkflowConfig(\n", @@ -435,18 +368,10 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "id": "df7a1d98", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = ModelContributionsPlotter.plot_stacked_area(\n", " model_weights,\n", From 73b6994a40ddd571c83e2545aeb8ccd1317fed69 Mon Sep 17 00:00:00 2001 From: Fleur Petit Date: Fri, 2 Oct 2026 10:43:30 +0200 Subject: [PATCH 4/6] chore: docstring model contributions plotter specifies model weights are plotted. Signed-off-by: Fleur Petit --- .../plotters/model_contributions_plotter.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py b/packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py index 48cdd924d..a40f09a67 100644 --- a/packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py +++ b/packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py @@ -36,11 +36,11 @@ def plot_stacked_area( weight across models at each timestep. Args: - contributions: Output of - ``EnsembleForecastingModel.predict_contributions()`` or the - second element of - ``EnsembleForecastingModel.predict_with_contributions()``. - Columns are model selection weights per quantile. + contributions: Per-model selection weights from a learned-weights + ``EnsembleForecastingModel``. Use the result of + ``predict_contributions()`` or the second element of + ``predict_with_contributions()``. Columns contain model weights + for each forecast quantile. forecast: Output of ``EnsembleForecastingModel.predict()`` or the first element of ``EnsembleForecastingModel.predict_with_contributions()``. From bea468b071dc67f3c04434d8f2a510f31f2336c8 Mon Sep 17 00:00:00 2001 From: Fleur Petit Date: Fri, 2 Oct 2026 15:57:00 +0200 Subject: [PATCH 5/6] refactor: explainability plotter add common helpers vertical dual plot to class. Signed-off-by: Fleur Petit --- .../explainability/plotters/_layout.py | 27 -------------- .../explainability/plotters/common.py | 37 +++++++++++++++++++ .../plotters/contributions_plotter.py | 6 +-- .../plotters/model_contributions_plotter.py | 8 ++-- 4 files changed, 45 insertions(+), 33 deletions(-) delete mode 100644 packages/openstef-models/src/openstef_models/explainability/plotters/_layout.py create mode 100644 packages/openstef-models/src/openstef_models/explainability/plotters/common.py diff --git a/packages/openstef-models/src/openstef_models/explainability/plotters/_layout.py b/packages/openstef-models/src/openstef_models/explainability/plotters/_layout.py deleted file mode 100644 index f278dbd3c..000000000 --- a/packages/openstef-models/src/openstef_models/explainability/plotters/_layout.py +++ /dev/null @@ -1,27 +0,0 @@ -# SPDX-FileCopyrightText: 2026 Contributors to the OpenSTEF project -# -# SPDX-License-Identifier: MPL-2.0 - -from __future__ import annotations - -from typing import TYPE_CHECKING - -import plotly.graph_objects as go -from plotly.subplots import make_subplots - -if TYPE_CHECKING: - import pandas as pd - - -def make_two_panel_time_figure() -> go.Figure: - return make_subplots(rows=2, cols=1, shared_xaxes=True, row_heights=[0.2, 0.8], vertical_spacing=0.03) - - -def add_top_line( - fig: go.Figure, x: pd.Index, y: pd.Series, *, name: str = "Prediction", show_legend: bool = False -) -> None: - return fig.add_trace( - go.Scatter(x=x, y=y, mode="lines", line={"color": "black", "width": 1.5}, name=name, showlegend=show_legend), - row=1, - col=1, - ) diff --git a/packages/openstef-models/src/openstef_models/explainability/plotters/common.py b/packages/openstef-models/src/openstef_models/explainability/plotters/common.py new file mode 100644 index 000000000..bdca4faf3 --- /dev/null +++ b/packages/openstef-models/src/openstef_models/explainability/plotters/common.py @@ -0,0 +1,37 @@ +# SPDX-FileCopyrightText: 2026 Contributors to the OpenSTEF project +# +# SPDX-License-Identifier: MPL-2.0 + +"""Layout helpers for explainability plots.""" + +from __future__ import annotations + +from typing import TYPE_CHECKING + +import plotly.graph_objects as go +from plotly.subplots import make_subplots + +if TYPE_CHECKING: + import pandas as pd + + +class VerticalTwoPanelPlotLayout: + """Create vertically aligned subplots.""" + + @staticmethod + def make_two_panel_time_figure() -> go.Figure: + """Create the vertically aligned subplot layout for two subplots.""" + return make_subplots(rows=2, cols=1, shared_xaxes=True, row_heights=[0.2, 0.8], vertical_spacing=0.03) + + @staticmethod + def add_top_panel_line_plot( + fig: go.Figure, x: pd.Index, y: pd.Series, *, name: str = "Prediction", show_legend: bool = False + ) -> go.Figure: + """Add a lineplot. Can be used to add a top panel prediction line plot.""" + return fig.add_trace( + go.Scatter( + x=x, y=y, mode="lines", line={"color": "black", "width": 1.5}, name=name, showlegend=show_legend + ), + row=1, + col=1, + ) diff --git a/packages/openstef-models/src/openstef_models/explainability/plotters/contributions_plotter.py b/packages/openstef-models/src/openstef_models/explainability/plotters/contributions_plotter.py index 0db99f4c7..b533f3fe5 100644 --- a/packages/openstef-models/src/openstef_models/explainability/plotters/contributions_plotter.py +++ b/packages/openstef-models/src/openstef_models/explainability/plotters/contributions_plotter.py @@ -11,7 +11,7 @@ import plotly.graph_objects as go from openstef_core.datasets import TimeSeriesDataset # noqa: TC001 -from openstef_models.explainability.plotters._layout import add_top_line, make_two_panel_time_figure +from openstef_models.explainability.plotters.common import VerticalTwoPanelPlotLayout if TYPE_CHECKING: import pandas as pd @@ -69,9 +69,9 @@ def plot_heatmap( if bias is not None: prediction += bias - fig = make_two_panel_time_figure() + fig = VerticalTwoPanelPlotLayout.make_two_panel_time_figure() - add_top_line(fig, df.index, prediction) + VerticalTwoPanelPlotLayout.add_top_panel_line_plot(fig, df.index, prediction) fig.add_trace(heatmap, row=2, col=1) fig.update_layout( diff --git a/packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py b/packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py index a40f09a67..e66202595 100644 --- a/packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py +++ b/packages/openstef-models/src/openstef_models/explainability/plotters/model_contributions_plotter.py @@ -12,7 +12,9 @@ from openstef_core.datasets.validated_datasets import ENSEMBLE_COLUMN_SEP from openstef_core.types import Q, Quantile -from openstef_models.explainability.plotters._layout import add_top_line, make_two_panel_time_figure +from openstef_models.explainability.plotters.common import ( + VerticalTwoPanelPlotLayout, +) if TYPE_CHECKING: from openstef_core.datasets import ForecastDataset, TimeSeriesDataset @@ -80,8 +82,8 @@ def plot_stacked_area( forecast_series = forecast.data[quantile.format()] - fig = make_two_panel_time_figure() - add_top_line(fig, forecast_series.index, forecast_series) + fig = VerticalTwoPanelPlotLayout.make_two_panel_time_figure() + VerticalTwoPanelPlotLayout.add_top_panel_line_plot(fig, forecast_series.index, forecast_series) for col, name in zip(selected_columns, trace_names, strict=True): fig.add_trace( From 5348f3182b41758d353de29be9ba299229978afa Mon Sep 17 00:00:00 2001 From: Fleur Petit Date: Fri, 9 Oct 2026 21:44:36 +0200 Subject: [PATCH 6/6] fix: merge conflict testing ruff annotation Signed-off-by: Fleur Petit --- packages/openstef-core/src/openstef_core/testing.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/packages/openstef-core/src/openstef_core/testing.py b/packages/openstef-core/src/openstef_core/testing.py index 8ebf2f35e..c9ad84ea3 100644 --- a/packages/openstef-core/src/openstef_core/testing.py +++ b/packages/openstef-core/src/openstef_core/testing.py @@ -78,7 +78,7 @@ def create_timeseries_dataset( ) -def create_synthetic_forecasting_dataset( # noqa: PLR0913 - testing utility keeps call sites straightforward +def create_synthetic_forecasting_dataset( # noqa: PLR0913, PLR0917 - testing utility keeps call sites straightforward start: datetime = datetime.fromisoformat("2025-01-01T00:00:00+00:00"), # noqa: B008 length: timedelta = timedelta(days=30 * 9), sample_interval: timedelta = timedelta(hours=1),