{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Open exploration\n", "In this second tuturial, I will showcase how to use the ema_workbench for performing open exploration. This tuturial will continue with the same example as used in the previous tuturial.\n", "\n", "## some background\n", "In exploratory modeling, we are interested in understanding how regions in the uncertainty space and/or the decision space map to the whole outcome space, or partitions thereof. There are two general approaches for investigating this mapping. The first one is through systematic sampling of the uncertainty or decision space. This is sometimes also known as open exploration. The second one is to search through the space in a directed manner using some type of optimization approach. This is sometimes also known as directed search. \n", "\n", "The workbench support both open exploration and directed search. Both can be applied to investigate the mapping of the uncertainty space and/or the decision space to the outcome space. In most applications, search is used for finding promising mappings from the decision space to the outcome space, while exploration is used to stress test these mappings under a whole range of possible resolutions to the various uncertainties. This need not be the case however. Optimization can be used to discover the worst possible scenario, while sampling can be used to get insight into the sensitivity of outcomes to the various decision levers. \n", "\n", "## open exploration\n", "To showcase the open exploration functionality, let's start with a basic example using the Direct Policy Search (DPS) version of the lake problem [(Quinn et al 2017)](https://doi.org/10.1016/j.envsoft.2017.02.017). This is the same model as we used in the general introduction. Note that for convenience, I have moved the code for the model to a module called dps_lake_model.py, which I import here for further use. \n", "\n", "We are going to simultaneously sample over uncertainties and decision levers. We are going to generate 1000 scenarios and 5 policies, and see how they jointly affect the outcomes. A *scenario* is understood as a point in the uncertainty space, while a *policy* is a point in the decision space. The combination of a scenario and a policy is called *experiment*. The uncertainty space is spanned by uncertainties, while the decision space is spanned by levers. \n", "\n", "Both uncertainties and levers are instances of *RealParameter* (a continuous range), *IntegerParameter* (a range of integers), or *CategoricalParameter* (an unorder set of things). By default, the workbench will use Latin Hypercube sampling for generating both the scenarios and the policies. Each policy will be always evaluated over all scenarios (i.e. a full factorial over scenarios and policies). \n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sns\n", "from dps_lake_model import lake_model\n", "\n", "from ema_workbench import Constant, Model, RealParameter, ScalarOutcome\n", "\n", "model = Model(\"lakeproblem\", function=lake_model)\n", "\n", "# specify uncertainties\n", "model.uncertainties = [\n", " RealParameter(\"b\", 0.1, 0.45),\n", " RealParameter(\"q\", 2.0, 4.5),\n", " RealParameter(\"mean\", 0.01, 0.05),\n", " RealParameter(\"stdev\", 0.001, 0.005),\n", " RealParameter(\"delta\", 0.93, 0.99),\n", "]\n", "\n", "# set levers\n", "model.levers = [\n", " RealParameter(\"c1\", -2, 2),\n", " RealParameter(\"c2\", -2, 2),\n", " RealParameter(\"r1\", 0, 2),\n", " RealParameter(\"r2\", 0, 2),\n", " RealParameter(\"w1\", 0, 1),\n", "]\n", "\n", "# specify outcomes\n", "model.outcomes = [\n", " ScalarOutcome(\"max_P\"),\n", " ScalarOutcome(\"utility\"),\n", " ScalarOutcome(\"inertia\"),\n", " ScalarOutcome(\"reliability\"),\n", "]\n", "\n", "# override some of the defaults of the model\n", "model.constants = [\n", " Constant(\"alpha\", 0.41),\n", " Constant(\"nsamples\", 150),\n", " Constant(\"myears\", 100),\n", "]" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] pool started with 9 workers\n", "[MainProcess/INFO] performing 1000 scenarios * 5 policies * 1 model(s) = 5000 experiments\n", "100%|█████████████████████████████████████| 5000/5000 [00:20<00:00, 238.16it/s]\n", "[MainProcess/INFO] experiments finished\n", "[MainProcess/INFO] terminating pool\n" ] } ], "source": [ "from ema_workbench import MultiprocessingEvaluator, ema_logging\n", "\n", "ema_logging.log_to_stderr(ema_logging.INFO)\n", "\n", "# The n_processes=-1 ensures that all cores except 1 are used, which is kept free to keep using the computer\n", "with MultiprocessingEvaluator(model, n_processes=-1) as evaluator:\n", " # Run 1000 scenarios for 5 policies\n", " experiments, outcomes = evaluator.perform_experiments(scenarios=1000, policies=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visual analysis\n", "Having generated these results, the next step is to analyze them and see what we can learn from the results. The workbench comes with a variety of techniques for this analysis. A simple first step is to make a few quick visualizations of the results. The workbench has convenience functions for this, but it also possible to create your own visualizations using the scientific Python stack. \n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] no time dimension found in results\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ema_workbench.analysis import pairs_plotting\n", "\n", "fig, axes = pairs_plotting.pairs_scatter(\n", " experiments, outcomes, group_by=\"policy\", legend=False\n", ")\n", "fig.set_size_inches(8, 8)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Often, it is convenient to separate the process of performing the experiments from the analysis. To make this possible, the workbench offers convenience functions for storing results to disc and loading them from disc. The workbench will store the results in a tarbal with .csv files and separate metadata files. This is a convenient format that has proven sufficient over the years. \n", "\n", "```python\n", "from ema_workbench import save_results\n", "save_results(results, '1000 scenarios 5 policies.tar.gz')\n", "\n", "from ema_workbench import load_results\n", "results = load_results('1000 scenarios 5 policies.tar.gz')\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## advanced analysis\n", "In addition to visual analysis, the workbench comes with a variety of techniques to perform a more in-depth analysis of the results. In addition, other analyses can simply be performed by utilizing the scientific python stack. The workbench comes with\n", "\n", "* [Scenario Discovery](https://waterprogramming.wordpress.com/2015/08/05/scenario-discovery-in-python/), a model driven approach to scenario development\n", "* [Feature Scoring](https://doi.org/10.1016/j.envsoft.2018.06.011), a poor man's alternative to global sensitivity analysis\n", "* [Dimensional stacking](https://www.onepetro.org/conference-paper/SPE-174774-MS), a quick visual approach drawing on feature scoring to enable scenario discovery. This approach has received limited attention in the literature. The implementation in the workbench replaces the rule mining approach with a feature scoring approach. \n", "* [Regional sensitivity analysis](https://doi.org/10.1016/j.envsoft.2016.02.008)\n", "\n", "### Scenario Discovery\n", "A detailed discussion on scenario discovery can be found in an [earlier blogpost](https://waterprogramming.wordpress.com/2015/08/05/scenario-discovery-in-python/). For completeness, I provide a code snippet here." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] column model dropped from analysis because it has only one category\n", "[MainProcess/INFO] 5000 points remaining, containing 12497500 cases of interest\n", "[MainProcess/INFO] coverage: 0.6576200417536534, density: 0.984375, mass: 0.064, res_dim: 2,\n" ] } ], "source": [ "from ema_workbench.analysis import prim\n", "\n", "x = experiments\n", "y = outcomes[\"max_P\"] < 0.8\n", "prim_alg = prim.Prim(x, y)\n", "box1 = prim_alg.find_box()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "box1.show_tradeoff()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can inspect any of the points on the trade off curve using the inspect method. As shown, we can show the results either in a table format or in a visual format." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "coverage 0.876827\n", "density 0.823529\n", "id 43.000000\n", "k 420.000000\n", "mass 0.102000\n", "mean 0.823529\n", "n 510.000000\n", "res_dim 2.000000\n", "Name: 43, dtype: float64\n", "\n", " box 43 \n", " min max qp value qp value\n", "b 0.378259 0.449872 1.910158e-210 NaN\n", "q 3.261761 4.497977 1.764373e-78 NaN\n", "\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "box1.show_pairs_scatter(43)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### feature scoring\n", "Feature scoring is a family of techniques often used in machine learning to identify the most relevant features to include in a model. This is similar to one of the use cases for global sensitivity analysis, namely factor prioritisation. The main advantage of feature scoring techniques is that they impose no specific constraints on the experimental design, while they can handle real valued, integer valued, and categorical valued parameters. The workbench supports multiple techniques, the most useful of which generally is extra trees [(Geurts et al. 2006)](https://link.springer.com/article/10.1007/s10994-006-6226-1). \n", "\n", "For this example, we run feature scoring for each outcome of interest. We can also run it for a specific outcome if desired. Similarly, we can choose if we want to run in regression mode or classification mode. The later is applicable if the outcome is a categorical variable and the results should be interpreted similar to regional sensitivity analysis results. For more details, see the documentation." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ema_workbench.analysis import feature_scoring\n", "\n", "x = experiments\n", "y = outcomes\n", "\n", "fs = feature_scoring.get_feature_scores_all(x, y)\n", "sns.heatmap(fs, cmap=\"viridis\", annot=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the results, we see that max_P is primarily influenced by b, while utility is driven by delta, for inertia and reliability the situation is a little bit less clear cut. \n", "\n", "The foregoing feature scoring was using the raw values of the outcomes. However, in scenario discovery applications, we are typically dealing with a binary clasification. This might produce slightly different results as demonstrated below" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1
0
b0.497708
q0.302515
mean0.075032
stdev0.056321
delta0.054413
c10.002528
policy0.002517
w10.002407
r20.002336
c20.002117
r10.002109
\n", "
" ], "text/plain": [ " 1\n", "0 \n", "b 0.497708\n", "q 0.302515\n", "mean 0.075032\n", "stdev 0.056321\n", "delta 0.054413\n", "c1 0.002528\n", "policy 0.002517\n", "w1 0.002407\n", "r2 0.002336\n", "c2 0.002117\n", "r1 0.002109" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from ema_workbench.analysis import RuleInductionType\n", "\n", "x = experiments\n", "y = outcomes[\"max_P\"] < 0.8\n", "\n", "fs, alg = feature_scoring.get_ex_feature_scores(\n", " x, y, mode=RuleInductionType.CLASSIFICATION\n", ")\n", "fs.sort_values(ascending=False, by=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we ran extra trees feature scoring on a binary vector for *max_P*. the *b* parameter is still important, similar to in the previous case, but the introduction of the binary classifiaction now also highlights some addtional parameters as being potentially relevant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### dimensional stacking\n", "Dimensional stacking was suggested as a more visual approach to scenario discovery. It involves two steps: identifying the most important uncertainties that affect system behavior, and creating a pivot table using the most influential uncertainties. In order to do this, we first need, as in scenario discovery, specify the outcomes that are of interest. The creating of the pivot table involves binning the uncertainties. More details can be found in [Suzuki et al. (2015)](https://www.onepetro.org/conference-paper/SPE-174774-MS) or by looking through the code in the workbench. Compared to Suzuki et al, the workbench uses feature scoring for determining the most influential uncertainties. The code is set up in a modular way so other approaches to global sensitivity analysis can easily be used as well if so desired. \n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] model dropped from analysis because only a single category\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ema_workbench.analysis import dimensional_stacking\n", "\n", "x = experiments\n", "y = outcomes[\"max_P\"] < 0.8\n", "dimensional_stacking.create_pivot_plot(x, y, 2, nbins=3)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see from this visual that if B is high, while Q is high, we have a high concentration of cases where pollution stays below 0.8. The mean and stdev have some limited additional influence. By playing around with an alternative number of bins, or different number of layers, patterns can be coarsened or refined. \n", "\n", "### regional sensitivity analysis\n", "\n", "A fourth approach for supporting scenario discovery is to perform a regional sensitivity analysis. The workbench implements a visual approach based on plotting the empirical CDF given a classification vector. Please look at section 3.4 in [Pianosi et al (2016)](http://www.sciencedirect.com/science/article/pii/S1364815216300287#sec3.4) for more details." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ema_workbench.analysis import regional_sa\n", "\n", "sns.set_style(\"white\")\n", "\n", "# model is the same across experiments\n", "x = experiments.copy()\n", "y = outcomes[\"max_P\"] < 0.8\n", "fig = regional_sa.plot_cdfs(x, y)\n", "sns.despine()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above results clearly show that both B and Q are important. to a lesser extend, the mean also is relevant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More advanced sampling techniques\n", "\n", "The workbench can also be used for more advanced sampling techniques. To achieve this, it relies on [SALib](http://salib.readthedocs.io/en/latest/). On the workbench side, the only change is to specify the sampler we want to use. Next, we can use SALib directly to perform the analysis. To help with this, the workbench provides a convenience function for generating the problem dict which SALib provides. The example below focusses on performing SOBOL on the uncertainties, but we could do the exact same thing with the levers instead. The only changes required would be to set `lever_sampling` instead of `uncertainty_sampling`, and get the SALib problem dict based on the levers.\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] pool started with 10 workers\n", "[MainProcess/INFO] performing 12288 scenarios * 1 policies * 1 model(s) = 12288 experiments\n", "100%|███████████████████████████████████| 12288/12288 [00:45<00:00, 267.62it/s]\n", "[MainProcess/INFO] experiments finished\n", "[MainProcess/INFO] terminating pool\n", "/opt/anaconda3/lib/python3.12/site-packages/SALib/util/__init__.py:274: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n", " names = list(pd.unique(groups))\n" ] } ], "source": [ "from SALib.analyze import sobol\n", "\n", "from ema_workbench import Samplers\n", "from ema_workbench.em_framework.salib_samplers import get_SALib_problem\n", "\n", "with MultiprocessingEvaluator(model) as evaluator:\n", " sa_results = evaluator.perform_experiments(\n", " scenarios=1024, uncertainty_sampling=Samplers.SOBOL\n", " )\n", "\n", "experiments, outcomes = sa_results\n", "\n", "problem = get_SALib_problem(model.uncertainties)\n", "Si = sobol.analyze(\n", " problem, outcomes[\"max_P\"], calc_second_order=True, print_to_console=False\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have now completed the sobol analysis and have calculated the metrics. What remains is to visualize the metrics. Which can be done as shown below, focussing on St and S1. The error bars indicate the confidence intervals. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scores_filtered = {k: Si[k] for k in [\"ST\", \"ST_conf\", \"S1\", \"S1_conf\"]}\n", "Si_df = pd.DataFrame(scores_filtered, index=problem[\"names\"])\n", "\n", "sns.set_style(\"white\")\n", "fig, ax = plt.subplots(1)\n", "\n", "indices = Si_df[[\"S1\", \"ST\"]]\n", "err = Si_df[[\"S1_conf\", \"ST_conf\"]]\n", "\n", "indices.plot.bar(yerr=err.values.T, ax=ax)\n", "fig.set_size_inches(8, 6)\n", "fig.subplots_adjust(bottom=0.3)\n", "plt.show()" ] }, { "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": "3.12.2" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 4 }