From 03a1c08906c2d887b740f8075d009cd45447be7c Mon Sep 17 00:00:00 2001 From: Sebastien GOYON <shinedday@gmail.com> Date: Wed, 3 Aug 2022 08:54:47 +0200 Subject: [PATCH] Add notebook to exploit csv produced by the class IHM --- opti compare.ipynb | 357 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 357 insertions(+) create mode 100644 opti compare.ipynb diff --git a/opti compare.ipynb b/opti compare.ipynb new file mode 100644 index 0000000..e07c771 --- /dev/null +++ b/opti compare.ipynb @@ -0,0 +1,357 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c5474789", + "metadata": {}, + "source": [ + "### **Import**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "241222aa", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "id": "3ec12f5b", + "metadata": {}, + "source": [ + "### **Reading data**" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "04623617", + "metadata": {}, + "outputs": [], + "source": [ + "path_ant = \"D:/work/stage m1/amak/amakaque/eval_Ant.csv\"\n", + "path_bee = \"D:/work/stage m1/amak/amakaque/eval_Bee.csv\"\n", + "path_a_bee = \"D:/work/stage m1/amak/amakaque/eval_A-Bee.csv\"\n", + "path_sm = \"D:/work/stage m1/amak/amakaque/eval_Spider-Monkey.csv\"\n", + "path_fa = \"D:/work/stage m1/amak/amakaque/eval_Firefly.csv\"\n", + "path_bfo = \"D:/work/stage m1/amak/amakaque/eval_BFO.csv\"\n", + "path_smac = \"D:/work/stage m1/amak/amakaque/eval_Smac.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "aa356a65", + "metadata": {}, + "outputs": [], + "source": [ + "def rawToList(path):\n", + " nbr_eval = []\n", + " raw_eval = pandas.read_csv(path, header=None, index_col=0, squeeze=True).to_dict().get(1)\n", + " for key in raw_eval.keys():\n", + " if key == \"cycle\":\n", + " pass\n", + " else:\n", + " nbr_eval += [int(raw_eval.get(key))]\n", + "\n", + " solution = []\n", + " raw_sol = pandas.read_csv(path, header=None, index_col=0, squeeze=True).to_dict().get(2)\n", + " for key in raw_sol.keys():\n", + " if key == \"cycle\":\n", + " pass\n", + " else:\n", + " solution += [float(raw_sol.get(key))]\n", + " \n", + " return nbr_eval, solution" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4598d1e4", + "metadata": {}, + "outputs": [], + "source": [ + "# ant\n", + "nbr_eval_ant, solution_ant = rawToList(path_ant)\n", + "\n", + "# bee\n", + "nbr_eval_bee, solution_bee = rawToList(path_bee)\n", + "\n", + "# a_bee\n", + "nbr_eval_a_bee, solution_a_bee = rawToList(path_a_bee)\n", + "\n", + "# sm\n", + "nbr_eval_sm, solution_sm = rawToList(path_sm)\n", + "\n", + "# fa\n", + "nbr_eval_fa, solution_fa = rawToList(path_fa)\n", + "\n", + "# bfo\n", + "nbr_eval_bfo, solution_bfo = rawToList(path_bfo)\n", + "\n", + "# smac\n", + "nbr_eval_smac, solution_smac = rawToList(path_smac)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "53692e3f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[50, 12879, 25856, 38830, 51885, 64824, 78081, 91025, 104154, 117473, 130838, 144344, 157732, 171029, 184374, 197849, 211199, 224640, 238034, 251598, 264938, 278248, 291617, 304901, 318235, 331616, 345106, 358506, 371782, 385147, 398522, 411901, 425372, 438769, 452193, 465695, 479247, 492394, 505768, 519365, 532581, 545938, 559275, 572566, 586033, 599075, 612496, 625988, 639266, 652649, 666323, 679701, 693165, 706581, 719947, 733358, 746751, 760217, 773535, 786856, 800207, 813318, 826825, 840412, 853878, 867184, 880534, 894049, 907363, 921013, 934580, 948216, 961605, 975041, 988307]\n" + ] + } + ], + "source": [ + "print(nbr_eval_bfo)" + ] + }, + { + "cell_type": "markdown", + "id": "f8176435", + "metadata": {}, + "source": [ + "### **Plot**" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "327ec989", + "metadata": {}, + "outputs": [], + "source": [ + "cycle = max(len(nbr_eval_ant), len(nbr_eval_bee))\n", + "\n", + "x_ticks = []\n", + "x_value = []\n", + "\n", + "step = 1_000\n", + "for i in range(0, cycle+1, step):\n", + " x_value += [int(i/1000)]\n", + " x_ticks += [i]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ecdbf148", + "metadata": {}, + "outputs": [], + "source": [ + "def build_best_sol(sols):\n", + " max_sol = [sols[0]]\n", + " \n", + " for sol in sols[1:]:\n", + " if max_sol[-1] > sol:\n", + " max_sol.append(sol)\n", + " else:\n", + " max_sol.append(max_sol[-1])\n", + " return max_sol\n", + "\n", + "max_sol_ant = build_best_sol(solution_ant)\n", + "max_sol_bee = build_best_sol(solution_bee)\n", + "max_sol_a_bee = build_best_sol(solution_a_bee)\n", + "max_sol_sm = build_best_sol(solution_sm)\n", + "max_sol_fa = build_best_sol(solution_fa)\n", + "max_sol_bfo = build_best_sol(solution_bfo)\n", + "max_sol_smac = build_best_sol(solution_smac)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "de473f93", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x24f2a9d5a00>" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [15, 10]\n", + "plt.grid(True)\n", + "plt.xticks(x_ticks, x_value)\n", + "plt.xlabel('1e3 cycle')\n", + "\n", + "plt.plot([i for i in range(len(nbr_eval_ant))], nbr_eval_ant, label=\"Ant\")\n", + "plt.plot([i for i in range(len(nbr_eval_bee))], nbr_eval_bee, label=\"Bee\")\n", + "plt.plot([i for i in range(len(nbr_eval_a_bee))], nbr_eval_a_bee, label=\"a-Bee\")\n", + "plt.plot([i for i in range(len(nbr_eval_sm))], nbr_eval_sm, label=\"SM\")\n", + "plt.plot([i for i in range(len(nbr_eval_fa))], nbr_eval_fa, label=\"FA\")\n", + "plt.plot([i for i in range(len(nbr_eval_bfo))], nbr_eval_bfo, label=\"bfo\")\n", + "plt.plot([i for i in range(len(nbr_eval_smac))], nbr_eval_smac, label=\"smac\")\n", + "\n", + "plt.suptitle(\"Evaluation over time\")\n", + "plt.legend(bbox_to_anchor=(1.05, 1),loc='upper left', borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "9d3fbb02", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x24f2ac0aa00>" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [15, 10]\n", + "plt.grid(True)\n", + "plt.xticks(x_ticks, x_value)\n", + "plt.xlabel('1e3 cycle')\n", + "\n", + "plt.plot([i for i in range(len(solution_ant))], solution_ant, label=\"Ant\")\n", + "plt.plot([i for i in range(len(solution_bee))], solution_bee, label=\"Bee\")\n", + "plt.plot([i for i in range(len(solution_a_bee))], solution_a_bee, label=\"a_Bee\")\n", + "plt.plot([i for i in range(len(solution_sm))], solution_sm, label=\"SM\")\n", + "plt.plot([i for i in range(len(solution_fa))], solution_fa, label=\"FA\")\n", + "plt.plot([i for i in range(len(solution_bfo))], solution_bfo, label=\"bfo\")\n", + "plt.plot([i for i in range(len(solution_smac))], solution_smac, label=\"smac\")\n", + "\n", + "plt.suptitle(\"Solution over time\")\n", + "plt.legend(bbox_to_anchor=(1.05, 1),loc='upper left', borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "940ee38c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-1.0, 200000.0)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [15, 10]\n", + "plt.grid(True)\n", + "plt.xlabel('Function evaluation')\n", + "\n", + "plt.plot(nbr_eval_ant, solution_ant, label=\"Ant\", color=\"b\")\n", + "plt.plot(nbr_eval_ant, max_sol_ant, color=\"b\", linestyle=\"--\")\n", + "\n", + "plt.plot(nbr_eval_bee, solution_bee, label=\"Bee\", color=\"#fc5a03\")\n", + "plt.plot(nbr_eval_bee, max_sol_bee, color=\"#fc5a03\", linestyle=\"--\")\n", + "\n", + "plt.plot(nbr_eval_a_bee, solution_a_bee, label=\"a-Bee\", color=\"#98fc03\")\n", + "plt.plot(nbr_eval_a_bee, max_sol_a_bee, color=\"#98fc03\", linestyle=\"--\")\n", + "\n", + "plt.plot(nbr_eval_sm, solution_sm, label=\"spider monkey\", color=\"#610DDE\")\n", + "plt.plot(nbr_eval_sm, max_sol_sm, color=\"#610DDE\", linestyle=\"--\")\n", + "\n", + "\n", + "plt.plot(nbr_eval_bfo, solution_bfo, label=\"bfo\", color=\"#800000\")\n", + "plt.plot(nbr_eval_bfo, max_sol_bfo, color=\"#800000\", linestyle=\"--\")\n", + "\n", + "plt.plot(nbr_eval_fa, solution_fa, label=\"firefly\", color=\"#DDA0DD\")\n", + "plt.plot(nbr_eval_fa, max_sol_fa, color=\"#DDA0DD\", linestyle=\"--\")\n", + "\n", + "plt.suptitle(\"Solution over time\")\n", + "plt.legend(bbox_to_anchor=(1.05, 1),loc='upper left', borderaxespad=0.)\n", + "\n", + "plt.ylim(-1, 200_000)\n", + "# plt.xlim(-1, 50000)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c31e9684", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} -- GitLab