{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [ "remove_cell" ] }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "# setup disply parameters\n", "from matplotlib import pylab as plt\n", "import seaborn as sns\n", "from matplotlib.ticker import StrMethodFormatter\n", "float_formatter = StrMethodFormatter('{x:0.03f}')\n", "from IPython.core.display import display, HTML\n", "display(HTML(\"\"))\n", "SMALL_SIZE = 14\n", "MEDIUM_SIZE = 16\n", "BIGGER_SIZE = 20\n", "\n", "plt.rc('font', size=SMALL_SIZE) # controls default text sizes\n", "plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title\n", "plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels\n", "plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize\n", "plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title\n", "plt.rc('figure', figsize=(18, 6)) # set figure size\n", "plt.rc(\"animation\", html=\"html5\")\n", "import random\n", "random.seed(203)\n", "import numpy as np\n", "np.random.seed(345)\n", "from rich import print" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [ "remove_cell" ] }, "outputs": [], "source": [ "from pathlib import Path" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "# Visualizing preference profiles\n", "In ANL 2024, different types of scenarios are used, see [the detailed description](http://tinyurl.com/ANAC2024docs) of ANL 2024 for more information. In this notebook, we will provide some code to visualize the different types." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "from negmas import SAOMechanism\n", "from anl.anl2024 import zerosum_pie_scenarios, monotonic_pie_scenarios, arbitrary_pie_scenarios\n", "\n", "scenario = monotonic_pie_scenarios(n_scenarios=2, n_outcomes=20)[0] #zerosum_pie_scenarios, arbitrary_pie_scenarios\n", "session = SAOMechanism(issues=scenario.issues, n_steps=30)\n", "A_utility = scenario.ufuns[0]\n", "B_utility = scenario.ufuns[1]\n", "#visualize((session, A_utility, B_utility))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "In the first line, we generate a `monotonic_pie_scenario` (or actually 2), which is one of three types of scenarios. The other two are `zerosum_pie_scenarios` and `arbitrary_pie_scenarios`. After extracting the corresponding utility functions, we can visualize the session in the same way we did in the previous notebook (running a negotiation).\n", "\n", "For completeness, we provide the code for the `visualize` function below. By removing the `session.run` statement, it is possible to see the scenario plotted, without a negotiation taking place. This is useful to see the shape of the scenario, and to understand the preferences of the agents.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from anl.anl2024.negotiators import Conceder, Boulware\n", "\n", "def visualize(negotiation_setup):\n", " (session, A_utility, B_utility) = negotiation_setup\n", "\n", " # create and add selller and buyer to the session\n", " AgentA = Boulware(name=\"A\")\n", " AgentB = Boulware(name=\"B\")\n", " session.add(AgentA, ufun=A_utility)\n", " session.add(AgentB, ufun=B_utility)\n", "\n", " # run the negotiation and show the results\n", " # session.run()\n", "\n", " session.plot(ylimits=(0.0, 1.01), show_reserved=True)\n", " plt.show()\n", "\n", "visualize((session, A_utility, B_utility))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "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" } }, "nbformat": 4, "nbformat_minor": 4 }