{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Explaining Forecasting Models with SHAP\n", "\n", "Why did the model predict a spike tomorrow morning? Which lagged values mattered most? How do covariates shape the forecast?\n", "\n", "Darts' `ShapExplainer` answers these questions using [**SHAP (SHapley Additive exPlanations)**](https://github.com/slundberg/shap) \\[1\\], a game-theoretic framework that attributes each input feature's contribution to a prediction. It works with **any** of Darts' scikit-learn-like \\[2\\] *and* PyTorch \\[3\\] models through a single, unified API.\n", "\n", "**What you will learn:**\n", "\n", "* [1. Setup and data preparation](#1.-Setup-and-Data-Preparation)\n", "* [2. Train an sklearn and a PyTorch model](#2.-Train-Two-Models)\n", "* [3. Global Explainability](#3.-Global-Explainability) : which features matter most overall\n", "* [4. Local Explainability](#4.-Local-Explainability) : why the model made a specific prediction\n", "* [5. Probabilistic explainability](#5.-Probabilistic-Explainability) : explaining quantile forecasts\n", "\n", "We use the `ElectricityConsumptionZurichDataset` throughout, keeping the data small for fast computation.\n", "\n", "- \\[1\\] Lundberg & Lee, *A Unified Approach to Interpreting Model Predictions*, NeurIPS 2017.\n", "- \\[2\\] Models such as `SKLearnModel`, `LinearRegressionModel`, `LightGBMModel`, ...\n", "- \\[3\\] Regular neural network models such as `TiDEModel` and foundation models such as `Chronos2Model`, ..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Setup and Data Preparation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import logging\n", "import warnings\n", "\n", "import numpy as np\n", "import plotly\n", "import shap\n", "\n", "from darts import concatenate, set_option\n", "from darts.datasets import ElectricityConsumptionZurichDataset\n", "from darts.explainability import ShapExplainer\n", "from darts.metrics import mae, mic, miw\n", "from darts.models import DLinearModel, LinearRegressionModel\n", "from darts.utils.likelihood_models import QuantileRegression\n", "from darts.utils.timeseries_generation import datetime_attribute_timeseries\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "logging.disable(logging.CRITICAL)\n", "set_option(\"plotting.use_darts_style\", True)\n", "\n", "plotly.offline.init_notebook_mode()\n", "shap.initjs()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We load hourly electricity consumption for Zurich households & SMEs, using the last four weeks (three for training, one for testing). Also, let's use calendar features \"hour\" and \"dayofweek\" as future covariates." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data = ElectricityConsumptionZurichDataset().load().astype(\"float32\")\n", "data = data.resample(\"h\", method=\"sum\")[-28 * 24 - 1 : -1]\n", "\n", "series = data[\"Value_NE5\"].with_columns_renamed(\"Value_NE5\", \"consumption\")\n", "future_covariates = (\n", " datetime_attribute_timeseries(\n", " time_index=series,\n", " attribute=\"hour\",\n", " add_length=24,\n", " )\n", " .add_datetime_attribute(\"dayofweek\")\n", " .astype(\"float32\")\n", ")\n", "\n", "train, test = series[: -24 * 7], series[-24 * 7 :]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "train: %{y:.3g}", "legendgroup": "train", "line": { "color": "#000000" }, "mode": "lines", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = train.plotly(label=\"train\")\n", "test.plotly(label=\"test\", fig=fig)\n", "fig.update_layout(yaxis_title=\"Consumption (MWh)\", autosize=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Train Two Models\n", "\n", "We train a `LinearRegressionModel` (scikit-learn) and a `DLinearModel` (PyTorch) to forecast the next 24 hours. Both use the same inputs:\n", "\n", "- **Target lags**: past 24 hours of consumption.\n", "- **Future covariates**: next 24 hours of hour-of-day, and day-of-week." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5a62f9f3a4dd4bc29c794aa7327567d2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Training: | | 0/? 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hfc_kwargs = dict(\n", " series=series,\n", " future_covariates=future_covariates,\n", " start=test.start_time(),\n", " forecast_horizon=24,\n", " stride=24,\n", " retrain=False,\n", " last_points_only=False,\n", ")\n", "sklearn_pred = concatenate(sklearn_model.historical_forecasts(**hfc_kwargs))\n", "torch_pred = concatenate(torch_model.historical_forecasts(**hfc_kwargs))\n", "\n", "fig = test.plotly(label=\"actual\")\n", "sklearn_pred.plotly(\n", " label=f\"LinearRegression (MAE: {mae(test, sklearn_pred):.2f})\", fig=fig\n", ")\n", "torch_pred.plotly(label=f\"DLinear (MAE: {mae(test, torch_pred):.2f})\", fig=fig)\n", "fig.update_layout(yaxis_title=\"Consumption (MWh)\", autosize=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Global Explainability\n", "\n", "Global explanations reveal **which features are most important overall** across many forecasts. We initialize a `ShapExplainer` with:\n", "\n", "- `model`: the fitted forecasting model.\n", "- `background_series`: reference data used to compute the SHAP baseline prediction. Defaults to the training data if omitted.\n", "\n", "By default, `ShapExplainer` selects the most appropriate SHAP method for the model type (e.g. `\"linear\"` for linear regression, `\"permutation\"` for PyTorch models). You can override this via the `shap_method` parameter." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "sklearn_explainer = ShapExplainer(\n", " model=sklearn_model,\n", " background_series=test,\n", " background_future_covariates=future_covariates,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Summary Beeswarm Plot\n", "\n", "The beeswarm (or \"dot\") plot shows every forecast instance as a dot, colored by the raw feature value. Features are sorted by mean absolute SHAP value (most important at top).\n", "\n", "We inspect the 12-hour-ahead horizon:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sklearn_explainer.summary_plot(horizons=[12], plot_kwargs=dict(max_display=10));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Target lags dominate, meaning that past consumption is the strongest predictor of future consumption. The color gradient shows *how* feature values correlate with their SHAP contributions: for example, higher values of recent consumption lags push the forecast up (red dots on the right)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Summary Bar Plot\n", "\n", "A bar plot gives a cleaner ranking of mean |SHAP| importance. Let's compare two horizons 12h and 24h ahead:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sklearn_explainer.summary_plot(\n", " horizons=[12, 24], plot_type=\"bar\", plot_kwargs=dict(max_display=5)\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how the ranking shifts between horizons: some lags matter more for shorter horizons, while others gain importance at 24h. This is a natural consequence of multi-horizon forecasting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3 Dependence Plot\n", "\n", "To see how a single feature's value relates to its SHAP contribution, we extract the `shap.Explanation` object and use `shap.plots.scatter`. Because `LinearRegressionModel` is linear, we expect a clean linear relationship:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = sklearn_explainer.explain()\n", "shap_object = result.get_shap_explanation_object(horizon=12)\n", "shap.plots.scatter(shap_object[:, \"consumption_target_lag-13\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The linear relationship confirms the model's structure: lag -13 is exactly one 24 hours before horizon=12 (lag=11), so the model learns a strong daily-seasonality coefficient." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.4 Same API for PyTorch Models\n", "\n", "The `ShapExplainer` API is identical for PyTorch models. Let's create an explainer for `DLinearModel` and produce a summary plot at the same horizon:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "torch_explainer = ShapExplainer(\n", " model=torch_model,\n", " background_series=test,\n", " background_future_covariates=future_covariates,\n", " batch_size=4096,\n", ")\n", "\n", "torch_explainer.summary_plot(horizons=[12], plot_kwargs=dict(max_display=5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The DLinear model also relies heavily on target lags - but the distribution of SHAP values is different from the linear model, reflecting the different model architecture. The API calls are identical: just swap the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Local Explainability\n", "\n", "Local explanations answer: **why did the model make *this specific* prediction?**\n", "\n", "We use the sklearn model for local explanations (the API is the same for torch models).\n", "\n", "### 4.1 Computing SHAP Values\n", "\n", "The `.explain()` method computes SHAP values for all forecastable timestamps in the foreground series, returning a `ShapExplainabilityResult`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "result = sklearn_explainer.explain(\n", " foreground_series=test,\n", " foreground_future_covariates=future_covariates,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result object provides three accessors:\n", "\n", "| Method | Returns |\n", "|--------|--------|\n", "| `get_explanation(horizon)` | `TimeSeries` of SHAP values (features as components) |\n", "| `get_feature_values(horizon)` | `TimeSeries` of raw input feature values |\n", "| `get_shap_explanation_object(horizon)` | Raw `shap.Explanation` for use with any SHAP plot |\n", "\n", "Let's inspect the SHAP values at the 12-hour horizon:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

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consumption_target_lag-24consumption_target_lag-23consumption_target_lag-22consumption_target_lag-21consumption_target_lag-20...dayofweek_futcov_lag21hour_futcov_lag22dayofweek_futcov_lag22hour_futcov_lag23dayofweek_futcov_lag23
2022-08-25 00:00:00-10379.8945312148.450439-2.689489532.226379-281.067688...-14.348060153.506866-3.887789-442.714478-8.456299
2022-08-25 01:00:00-12328.7490232048.898438-2.09941158.0136221131.847046...-14.348060167.893631-3.887789432.817169-177.582428
2022-08-25 02:00:00-11750.5517581589.196167-0.198098-288.3577581926.117310...-14.348060-163.002121-198.277420394.750580-177.582428
2022-08-25 03:00:00-9080.606445107.9733201.190647-483.0704652247.932861...-219.320526-148.615356-198.277420356.683960-177.582428
2022-08-25 04:00:00-477.680511-973.9317631.971330-561.9624632723.159912...-219.320526-134.228577-198.277420318.617371-177.582428
....................................
2022-08-30 20:00:00-3280.172363899.971313-1.236710467.921997-2239.091064...190.62442095.959770190.501846-290.448120160.669830
2022-08-30 21:00:00-5077.596191917.106873-1.841588538.016541-2383.853027...190.624420110.346542190.501846-328.514709160.669830
2022-08-30 22:00:00-5177.1191411388.338867-2.122626573.504517-2409.126221...190.624420124.733315190.501846-366.581299160.669830
2022-08-30 23:00:00-7914.0292971607.282104-2.264912579.700073-1911.726196...190.624420139.120087190.501846-404.647888160.669830
2022-08-31 00:00:00-9185.6494141718.130127-2.289752457.764160-212.922882...190.624420153.506866190.501846-442.714478160.669830

shape: (145, 72, 1), freq: h, size: 40.78 KB

" ], "text/plain": [ " consumption_target_lag-24 consumption_target_lag-23 consumption_target_lag-22 consumption_target_lag-21 consumption_target_lag-20 ... dayofweek_futcov_lag21 hour_futcov_lag22 dayofweek_futcov_lag22 hour_futcov_lag23 dayofweek_futcov_lag23\n", "2022-08-25 00:00:00 -10379.894531 2148.450439 -2.689489 532.226379 -281.067688 ... -14.348060 153.506866 -3.887789 -442.714478 -8.456299\n", "2022-08-25 01:00:00 -12328.749023 2048.898438 -2.099411 58.013622 1131.847046 ... -14.348060 167.893631 -3.887789 432.817169 -177.582428\n", "2022-08-25 02:00:00 -11750.551758 1589.196167 -0.198098 -288.357758 1926.117310 ... -14.348060 -163.002121 -198.277420 394.750580 -177.582428\n", "2022-08-25 03:00:00 -9080.606445 107.973320 1.190647 -483.070465 2247.932861 ... -219.320526 -148.615356 -198.277420 356.683960 -177.582428\n", "2022-08-25 04:00:00 -477.680511 -973.931763 1.971330 -561.962463 2723.159912 ... -219.320526 -134.228577 -198.277420 318.617371 -177.582428\n", "... ... ... ... ... ... ... ... ... ... ... ...\n", "2022-08-30 20:00:00 -3280.172363 899.971313 -1.236710 467.921997 -2239.091064 ... 190.624420 95.959770 190.501846 -290.448120 160.669830\n", "2022-08-30 21:00:00 -5077.596191 917.106873 -1.841588 538.016541 -2383.853027 ... 190.624420 110.346542 190.501846 -328.514709 160.669830\n", "2022-08-30 22:00:00 -5177.119141 1388.338867 -2.122626 573.504517 -2409.126221 ... 190.624420 124.733315 190.501846 -366.581299 160.669830\n", "2022-08-30 23:00:00 -7914.029297 1607.282104 -2.264912 579.700073 -1911.726196 ... 190.624420 139.120087 190.501846 -404.647888 160.669830\n", "2022-08-31 00:00:00 -9185.649414 1718.130127 -2.289752 457.764160 -212.922882 ... 190.624420 153.506866 190.501846 -442.714478 160.669830\n", "\n", "shape: (145, 72, 1), freq: h, size: 40.78 KB" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.get_explanation(horizon=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each row is a forecast start time; each column is a feature's SHAP contribution to the 12-hour-ahead prediction. There are 72 input features in total: 24 target lags, plus 24 lags each for the three future covariate components (hour, dayofweek)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2 Waterfall Plot\n", "\n", "A waterfall plot is the most intuitive way to see *why* a single prediction was made. Starting from the baseline (average prediction), each feature adds or subtracts from the final predicted value:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap_object = result.get_shap_explanation_object(horizon=12)\n", "shap.plots.waterfall(shap_object[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model starts at `E[f(x)]` (baseline), then each feature pushes the prediction up (red) or down (blue), arriving at `f(x)` - the actual predicted value. Target lags dominate this particular prediction." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3 Force Plot\n", "\n", "The force plot is an interactive alternative that shows the same additive decomposition in a compact horizontal layout. **Select *\"original sample ordering\"*** in the interactive toolbar on top to show forecast timestamps chronologically:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", " Visualization omitted, Javascript library not loaded!
\n", " Have you run `initjs()` in this notebook? If this notebook was from another\n", " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", " this notebook on github the Javascript has been stripped for security. If you are using\n", " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", "
\n", " " ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sklearn_explainer.force_plot(\n", " foreground_series=test,\n", " foreground_future_covariates=future_covariates,\n", " horizon=12,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Red regions push the prediction above the baseline; blue regions pull it below. Hovering over a region reveals the contributing features and their values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4 Explaining a Single Forecast\n", "\n", "When you only care about one specific prediction (e.g. the actual model forecast), `.explain_single()` is more efficient than `.explain()`, as it computes SHAP values for just that one forecast across all horizons. This explains the forecast generated by calling `model.predict(n=24, series=...)`." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test set end time: 2022-08-30 23:00:00\n" ] }, { "data": { "text/html": [ "

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" ], "text/plain": [ " consumption_target_lag-24 consumption_target_lag-23 consumption_target_lag-22 consumption_target_lag-21 consumption_target_lag-20 ... dayofweek_futcov_lag21 hour_futcov_lag22 dayofweek_futcov_lag22 hour_futcov_lag23 dayofweek_futcov_lag23\n", "2022-08-31 00:00:00 -106.176033 -2581.511963 1692.701782 2070.556885 -270.833435 ... 13.682087 -943.732361 12.682373 -569.508179 9.638122\n", "2022-08-31 01:00:00 3936.019287 -9164.561523 588.513000 3805.863281 -82.457878 ... 16.302183 -2153.395020 18.264908 -1933.486938 9.143848\n", "2022-08-31 02:00:00 907.882080 -594.693359 -7568.899902 3586.885986 55.325130 ... 18.259106 -2947.022949 24.863527 -3413.346924 10.468850\n", "2022-08-31 03:00:00 -3093.964111 1685.322266 -144.382187 -2340.815430 -41.063385 ... 25.609144 -2990.720459 35.415722 -4281.487793 19.503969\n", "2022-08-31 04:00:00 -4849.722168 102.794174 1404.632446 3677.335938 -750.013672 ... 36.911377 -2338.827148 46.718651 -4185.157715 32.783611\n", "... ... ... ... ... ... ... ... ... ... ... ...\n", "2022-08-31 19:00:00 4591.011719 731.986877 -259.273438 -1857.692993 118.767563 ... 186.558899 1713.976440 176.009476 2282.935059 151.773544\n", "2022-08-31 20:00:00 5599.786133 -248.086975 1380.527588 -2292.551025 -23.829096 ... 174.183365 1322.323608 164.254425 2094.097168 142.380859\n", "2022-08-31 21:00:00 6806.327637 -1419.354736 1527.216797 -1237.050293 -96.863815 ... 168.595703 1044.313354 158.792480 1799.267090 139.620987\n", "2022-08-31 22:00:00 7623.354980 -1417.829590 788.297424 -1198.392090 21.118551 ... 167.128998 1050.255005 157.198898 1600.380859 141.915787\n", "2022-08-31 23:00:00 6147.047852 1602.511841 -190.753265 -1160.363892 -24.619184 ... 168.154938 871.813843 157.211441 1456.708130 145.764175\n", "\n", "shape: (24, 72, 1), freq: h, size: 6.75 KB" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_single = sklearn_explainer.explain_single(\n", " foreground_series=test,\n", " foreground_future_covariates=future_covariates,\n", ")\n", "print(\"Test set end time:\", test.end_time())\n", "result_single.get_explanation()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is a `TimeSeries` where each row is a forecast horizon (t+1 through t+24) and each column is a feature's SHAP contribution at that horizon.\n", "\n", "We see that the first row is one hour ahead of the end time of the test set, confirming that we're looking at the forecast of the test set." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.5 Heatmap Across Horizons\n", "\n", "The heatmap is a powerful visualization unique to multi-horizon forecasting: it shows how feature importance *evolves* across the forecast horizon. The top panel shows the predicted values; the bottom panel shows SHAP contributions of the top features at each horizon:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap_object = result_single.get_shap_explanation_object()\n", "ax = shap.plots.heatmap(\n", " shap_object,\n", " instance_order=np.arange(shap_object.shape[0]),\n", " show=False,\n", ")\n", "ax.set_xlabel(\"Horizon lag (0 is the first forecasted step)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A clear pattern emerges: many target lags have peak influence at horizon lag = `lag + 24`, revealing that the model has learned a daily seasonality pattern. For instance, `lag-10` matters most at horizon lag 14 (-10 + 24 = 14), because 24 hours ago is the same time of day." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Probabilistic Explainability\n", "\n", "`ShapExplainer` can also explain the likelihood parameters of probabilistic forecasts. \n", "\n", "- For PyTorch models: All likelihoods are supported (e.g., `QuantileRegression`, `GaussianLikelihood`, ...). \n", "- For scikit-learn-like models: Quantile and poisson regression are supported.\n", "\n", "For example, with quantile regression, SHAP values are computed for each predicted quantile - letting you understand what drives not just the median forecast, but also the model's uncertainty bounds.\n", "\n", "### 5.1 Train a Probabilistic Model" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "905dce6f3e9f486ebe38bed5cc1ddcf1", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Training: | | 0/? 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "prob_preds = prob_model.historical_forecasts(\n", " predict_likelihood_parameters=True, **hfc_kwargs\n", ")\n", "prob_pred = concatenate(prob_preds)\n", "\n", "mic_val = mic(test, prob_pred, q_interval=(0.1, 0.9))\n", "miw_val = miw(test, prob_pred, q_interval=(0.1, 0.9))\n", "print(f\"MIC (target ~80%): {mic_val:.1%} | MIW: {miw_val:.2f}\")\n", "\n", "fig = test.plotly(label=\"actual\")\n", "prob_pred.plotly(fig=fig)\n", "fig.update_layout(yaxis_title=\"Consumption (MWh)\", autosize=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The three forecasted components correspond to the quantiles: `consumption_q0.100`, `consumption_q0.500`, and `consumption_q0.900`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.3 Explaining Quantile Forecasts\n", "\n", "We create an explainer and use `.explain_single()` to compute SHAP values for the last day's forecast. We can then inspect any quantile by specifying the `component`:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "prob_explainer = ShapExplainer(\n", " model=prob_model,\n", " background_series=test,\n", " background_future_covariates=future_covariates,\n", " batch_size=4096,\n", ")\n", "\n", "result_single = prob_explainer.explain_single(\n", " foreground_series=test,\n", " foreground_future_covariates=future_covariates,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.4 Heatmap for the Upper Bound (q=0.9)\n", "\n", "Let's visualize what features drive the 90th percentile - the upper bound of the prediction interval:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap_object = result_single.get_shap_explanation_object(component=\"consumption_q0.900\")\n", "ax = shap.plots.heatmap(\n", " shap_object,\n", " instance_order=np.arange(shap_object.shape[0]),\n", " show=False,\n", ")\n", "ax.set_xlabel(\"Horizon lag (0 is the first forecasted step)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The upper-bound forecast is driven by many of the same target lags, but with different magnitudes and patterns compared to the point forecast. Lags like `lag-14` and `lag-13` show strong influence at the `lag + 24` horizon, confirming the model learns daily seasonality for the uncertainty bounds too." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "In this notebook we demonstrated Darts' `ShapExplainer` to:\n", "\n", "- **Explain any Darts scikit-learn and PyTorch model** through a single, unified API.\n", "- **Global explanations**: identify which features matter most across many forecasts (beeswarm, bar, dependence plots).\n", "- **Local explanations**: understand individual predictions (waterfall, force plot) and how feature importance evolves across the forecast horizon (heatmap).\n", "- **Probabilistic explanations**: explain predicted quantiles to understand what drives uncertainty bounds.\n", "\n", "**Further reading:**\n", "\n", "- [ShapExplainer API reference](https://unit8co.github.io/darts/generated_api/darts.explainability.shap_explainer.html)\n", "- [Darts Explainability module](https://unit8co.github.io/darts/generated_api/darts.explainability.html)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.7" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "0011ced77c4d4b8094aa9ef2d8ae840b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HTMLStyleModel", "state": { "description_width": "", "font_size": null, "text_color": null } }, "172793dd7706474aabe5bcc08d48a99f": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "display": 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