{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 2: Sensitivity analysis for a NetLogo model with SALib and ipyparallel\n", "\n", "This provides a more advanced example of interaction between NetLogo and a Python environment, using the [SALib library](https://salib.readthedocs.io/en/latest/) [(Herman & Usher, 2017)](https://joss.theoj.org/papers/431262803744581c1d4b6a95892d3343); available through the pip package manager) to sample and analyze a suitable experimental design for a Sobol global sensitivity analysis. Furthermore, the [ipyparallel package (also available on pip)](http://ipyparallel.readthedocs.io/) is used to parallelize the simulations.\n", "\n", "All files used in the example are available from the pyNetLogo repository at https://github.com/quaquel/pyNetLogo." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set_style(\"white\")\n", "sns.set_context(\"talk\")\n", "\n", "import pynetlogo\n", "\n", "# Import the sampling and analysis modules for a Sobol variance-based\n", "# sensitivity analysis\n", "from SALib.sample import sobol as sobolsample\n", "from SALib.analyze import sobol" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SALib relies on a problem definition dictionary which contains the number of input parameters to sample, their names (which should here correspond to a NetLogo global variable), and the sampling bounds. Documentation for SALib can be found at https://salib.readthedocs.io/en/latest/." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [], "source": [ "problem = {\n", " \"num_vars\": 6,\n", " \"names\": [\n", " \"random-seed\",\n", " \"grass-regrowth-time\",\n", " \"sheep-gain-from-food\",\n", " \"wolf-gain-from-food\",\n", " \"sheep-reproduce\",\n", " \"wolf-reproduce\",\n", " ],\n", " \"bounds\": [\n", " [1, 100000],\n", " [20.0, 40.0],\n", " [2.0, 8.0],\n", " [16.0, 32.0],\n", " [2.0, 8.0],\n", " [2.0, 8.0],\n", " ],\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The SALib sampler will automatically generate an appropriate number of samples for Sobol analysis, using a revised Saltelli sampling sequence. To calculate first-order, second-order and total sensitivity indices, this gives a sample size of _n(2p+2)_, where _p_ is the number of input parameters, and _n_ is a baseline sample size which should be large enough to stabilize the estimation of the indices. For this example, we use _n_ = 1000, for a total of 14000 experiments." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "n = 1024\n", "param_values = sobolsample.sample(problem, n, calc_second_order=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sampler generates an input array of shape (_n(2p+2)_, _p_) with rows for each experiment and columns for each input parameter." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(14336, 6)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "param_values.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running the experiments in parallel using ipyparallel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ipyparallel is a standalone package (available through the pip package manager) which can be used to interactively run parallel tasks from IPython on a single PC, but also on multiple computers. On machines with multiple cores, this can significantly improve performance: for instance, the multiple simulations required for a sensitivity analysis are easy to run in parallel. Documentation for Ipyparallel is available at http://ipyparallel.readthedocs.io/en/latest/intro.html.\n", "\n", "Ipyparallel first requires starting a controller and multiple engines, which can be done from a terminal or command prompt, or conveniently from within a notebook." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting 4 engines with \n" ] } ], "source": [ "import ipyparallel as ipp\n", "\n", "cluster = ipp.Cluster(n=4)\n", "cluster.start_cluster_sync();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can connect the interactive notebook to the started cluster by instantiating a client, and checking that client.ids returns a list of 4 available engines." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 1, 2, 3]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rc = cluster.connect_client_sync()\n", "rc.ids" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the client setup, we can now interact with the cluster. We can for example get a direct view of all engines in the cluster." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [], "source": [ "direct_view = rc[:]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[None, None, None, None]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "\n", "# Push the current working directory of the notebook to a \"cwd\" variable on the engines that can be accessed later\n", "direct_view.push(dict(cwd=os.getcwd()), block=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[None, None, None, None]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Push the \"problem\" variable from the notebook to a corresponding variable on the engines\n", "direct_view.push(dict(problem=problem), block=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `%%px` command can be added to a notebook cell to run it in parallel on each of the engines. Here the code first involves some imports and a change of the working directory. We then start a link to NetLogo, and load the example model on each of the engines.\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9f3c0c2e95b5406881dbfc6380bae302", "version_major": 2, "version_minor": 0 }, "text/plain": [ "%px: 0%| | 0/4 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Avg. sheepAvg. wolves
0106.86138682.128713
1109.46534765.158416
2106.86138682.128713
3133.267327154.594059
4129.29703045.990099
\n", "" ], "text/plain": [ " Avg. sheep Avg. wolves\n", "0 106.861386 82.128713\n", "1 109.465347 65.158416\n", "2 106.861386 82.128713\n", "3 133.267327 154.594059\n", "4 129.297030 45.990099" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using SALib for sensitivity analysis\n", "\n", "We can then proceed with the analysis, first using a histogram to visualize output distributions for each outcome:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, len(results.columns), sharey=True)\n", "\n", "for i, n in enumerate(results.columns):\n", " ax[i].hist(results[n], 20)\n", " ax[i].set_xlabel(n)\n", "ax[0].set_ylabel(\"Counts\")\n", "\n", "fig.set_size_inches(10, 4)\n", "fig.subplots_adjust(wspace=0.1)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bivariate scatter plots can be useful to visualize relationships between each input parameter and the outputs. Taking the outcome for the average sheep count as an example, we obtain the following, using the scipy library to calculate the Pearson correlation coefficient (r) for each parameter, and the seaborn library to plot a linear trend fit." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy\n", "\n", "nrow = 2\n", "ncol = 3\n", "\n", "fig, ax = plt.subplots(nrow, ncol, sharey=True)\n", "\n", "y = results[\"Avg. sheep\"]\n", "\n", "for i, a in enumerate(ax.flatten()):\n", " x = param_values[:, i]\n", " sns.regplot(\n", " x=x,\n", " y=y,\n", " ax=a,\n", " ci=None,\n", " color=\"k\",\n", " scatter_kws={\"alpha\": 0.2, \"s\": 4, \"color\": \"gray\"},\n", " )\n", " pearson = scipy.stats.pearsonr(x, y)\n", " a.annotate(\n", " \"r: {:6.3f}\".format(pearson[0]),\n", " xy=(0.15, 0.85),\n", " xycoords=\"axes fraction\",\n", " fontsize=13,\n", " )\n", " if divmod(i, ncol)[1] > 0:\n", " a.get_yaxis().set_visible(False)\n", " a.set_xlabel(problem[\"names\"][i])\n", " a.set_ylim([0, 1.1 * np.max(y)])\n", "\n", "fig.set_size_inches(9, 9, forward=True)\n", "fig.subplots_adjust(wspace=0.2, hspace=0.3)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This indicates a positive relationship between the \"sheep-gain-from-food\" parameter and the mean sheep count, and negative relationships for the \"wolf-gain-from-food\" and \"wolf-reproduce\" parameters.\n", "\n", "We can then use SALib to calculate first-order (S1), second-order (S2) and total (ST) Sobol indices, to estimate each input's contribution to output variance as well as input interactions (again using the mean sheep count). By default, 95% confidence intervals are estimated for each index." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "Si = sobol.analyze(\n", " problem,\n", " results[\"Avg. sheep\"].values,\n", " calc_second_order=True,\n", " print_to_console=False,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a simple example, we first select and visualize the total and first-order indices for each input, converting the dictionary returned by SALib to a DataFrame. The default pandas plotting method is then used to plot these indices along with their estimated confidence intervals (shown as error bars)." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "tags": [] }, "outputs": [], "source": [ "Si_filter = {k: Si[k] for k in [\"ST\", \"ST_conf\", \"S1\", \"S1_conf\"]}\n", "Si_df = pd.DataFrame(Si_filter, index=problem[\"names\"])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "
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STST_confS1S1_conf
random-seed0.0507760.006568-0.0041140.017626
grass-regrowth-time0.1115510.0161640.0323160.030256
sheep-gain-from-food0.5431930.0676410.3593850.062889
wolf-gain-from-food0.2258400.0286510.1525840.045471
sheep-reproduce0.2435770.0347680.1426650.044973
wolf-reproduce0.2409730.0394850.1082230.042038
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" ], "text/plain": [ " ST ST_conf S1 S1_conf\n", "random-seed 0.050776 0.006568 -0.004114 0.017626\n", "grass-regrowth-time 0.111551 0.016164 0.032316 0.030256\n", "sheep-gain-from-food 0.543193 0.067641 0.359385 0.062889\n", "wolf-gain-from-food 0.225840 0.028651 0.152584 0.045471\n", "sheep-reproduce 0.243577 0.034768 0.142665 0.044973\n", "wolf-reproduce 0.240973 0.039485 0.108223 0.042038" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Si_df" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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, 4)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The \"sheep-gain-from-food\" parameter has the highest ST index, indicating that it contributes over 50% of output variance when accounting for interactions with other parameters. However, it can be noted that confidence bounds are still quite broad with this sample size, particularly for the S1 index (which indicates each input's individual contribution to variance).\n", "\n", "We can use a more sophisticated visualization to include the second-order interactions between inputs estimated from the S2 values." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import itertools\n", "from math import pi\n", "\n", "\n", "def normalize(x, xmin, xmax):\n", " return (x - xmin) / (xmax - xmin)\n", "\n", "\n", "def plot_circles(ax, locs, names, max_s, stats, smax, smin, fc, ec, lw, zorder):\n", " s = np.asarray([stats[name] for name in names])\n", " s = 0.01 + max_s * np.sqrt(normalize(s, smin, smax))\n", "\n", " fill = True\n", " for loc, name, si in zip(locs, names, s):\n", " if fc == \"w\":\n", " fill = False\n", " else:\n", " ec = \"none\"\n", "\n", " x = np.cos(loc)\n", " y = np.sin(loc)\n", "\n", " circle = plt.Circle(\n", " (x, y),\n", " radius=si,\n", " ec=ec,\n", " fc=fc,\n", " transform=ax.transData._b,\n", " zorder=zorder,\n", " lw=lw,\n", " fill=True,\n", " )\n", " ax.add_artist(circle)\n", "\n", "\n", "def filter(sobol_indices, names, locs, criterion, threshold):\n", " if criterion in [\"ST\", \"S1\", \"S2\"]:\n", " data = sobol_indices[criterion]\n", " data = np.abs(data)\n", " data = data.flatten() # flatten in case of S2\n", " # TODO:: remove nans\n", "\n", " filtered = [(name, locs[i]) for i, name in enumerate(names) if data[i] > threshold]\n", " filtered_names, filtered_locs = zip(*filtered)\n", " elif criterion in [\"ST_conf\", \"S1_conf\", \"S2_conf\"]:\n", " raise NotImplementedError\n", " else:\n", " raise ValueError(\"unknown value for criterion\")\n", "\n", " return filtered_names, filtered_locs\n", "\n", "\n", "def plot_sobol_indices(sobol_indices, criterion=\"ST\", threshold=0.01):\n", " \"\"\"plot sobol indices on a radial plot\n", "\n", " Parameters\n", " ----------\n", " sobol_indices : dict\n", " the return from SAlib\n", " criterion : {'ST', 'S1', 'S2', 'ST_conf', 'S1_conf', 'S2_conf'}, optional\n", " threshold : float\n", " only visualize variables with criterion larger than cutoff\n", "\n", " \"\"\"\n", " max_linewidth_s2 = 15 # 25*1.8\n", " max_s_radius = 0.3\n", "\n", " # prepare data\n", " # use the absolute values of all the indices\n", " # sobol_indices = {key:np.abs(stats) for key, stats in sobol_indices.items()}\n", "\n", " # dataframe with ST and S1\n", " sobol_stats = {key: sobol_indices[key] for key in [\"ST\", \"S1\"]}\n", " sobol_stats = pd.DataFrame(sobol_stats, index=problem[\"names\"])\n", "\n", " smax = sobol_stats.max().max()\n", " smin = sobol_stats.min().min()\n", "\n", " # dataframe with s2\n", " s2 = pd.DataFrame(sobol_indices[\"S2\"], index=problem[\"names\"], columns=problem[\"names\"])\n", " s2[s2 < 0.0] = 0.0 # Set negative values to 0 (artifact from small sample sizes)\n", " s2max = s2.max().max()\n", " s2min = s2.min().min()\n", "\n", " names = problem[\"names\"]\n", " n = len(names)\n", " ticklocs = np.linspace(0, 2 * pi, n + 1)\n", " locs = ticklocs[0:-1]\n", "\n", " filtered_names, filtered_locs = filter(sobol_indices, names, locs, criterion, threshold)\n", "\n", " # setup figure\n", " fig = plt.figure()\n", " ax = fig.add_subplot(111, polar=True)\n", " ax.grid(False)\n", " ax.spines[\"polar\"].set_visible(False)\n", "\n", " ax.set_xticks(locs)\n", " ax.set_xticklabels(names)\n", "\n", " ax.set_yticklabels([])\n", " ax.set_ylim(top=1.4)\n", " legend(ax)\n", "\n", " # plot ST\n", " plot_circles(\n", " ax,\n", " filtered_locs,\n", " filtered_names,\n", " max_s_radius,\n", " sobol_stats[\"ST\"],\n", " smax,\n", " smin,\n", " \"w\",\n", " \"k\",\n", " 1,\n", " 9,\n", " )\n", "\n", " # plot S1\n", " plot_circles(\n", " ax,\n", " filtered_locs,\n", " filtered_names,\n", " max_s_radius,\n", " sobol_stats[\"S1\"],\n", " smax,\n", " smin,\n", " \"k\",\n", " \"k\",\n", " 1,\n", " 10,\n", " )\n", "\n", " # plot S2\n", " for name1, name2 in itertools.combinations(zip(filtered_names, filtered_locs), 2):\n", " name1, loc1 = name1\n", " name2, loc2 = name2\n", "\n", " weight = s2.loc[name1, name2]\n", " lw = 0.5 + max_linewidth_s2 * normalize(weight, s2min, s2max)\n", " ax.plot([loc1, loc2], [1, 1], c=\"darkgray\", lw=lw, zorder=1)\n", "\n", " return fig\n", "\n", "\n", "from matplotlib.legend_handler import HandlerPatch\n", "\n", "\n", "class HandlerCircle(HandlerPatch):\n", " def create_artists(\n", " self, legend, orig_handle, xdescent, ydescent, width, height, fontsize, trans\n", " ):\n", " center = 0.5 * width - 0.5 * xdescent, 0.5 * height - 0.5 * ydescent\n", " p = plt.Circle(xy=center, radius=orig_handle.radius)\n", " self.update_prop(p, orig_handle, legend)\n", " p.set_transform(trans)\n", " return [p]\n", "\n", "\n", "def legend(ax):\n", " some_identifiers = [\n", " plt.Circle((0, 0), radius=5, color=\"k\", fill=False, lw=1),\n", " plt.Circle((0, 0), radius=5, color=\"k\", fill=True),\n", " plt.Line2D([0, 0.5], [0, 0.5], lw=8, color=\"darkgray\"),\n", " ]\n", " ax.legend(\n", " some_identifiers,\n", " [\"ST\", \"S1\", \"S2\"],\n", " loc=(1, 0.75),\n", " borderaxespad=0.1,\n", " mode=\"expand\",\n", " handler_map={plt.Circle: HandlerCircle()},\n", " )\n", "\n", "\n", "sns.set_style(\"whitegrid\")\n", "fig = plot_sobol_indices(Si, criterion=\"ST\", threshold=0.005)\n", "fig.set_size_inches(7, 7)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, the \"sheep-gain-from-food\" variable has strong interactions with the \"wolf-gain-from-food\" and \"wolf-reproduce\" inputs in particular. The size of the ST and S1 circles correspond to the normalized variable importances." ] }, { "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": "3.9.16" }, "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 }