From 6bb17373031c30d5c82f738e3ddeddf186782c20 Mon Sep 17 00:00:00 2001 From: yezhengmao1 Date: Mon, 17 Mar 2025 10:19:13 +0000 Subject: [PATCH] [lynx] or_tools --- lynx/or_tools.ipynb | 185 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 185 insertions(+) create mode 100644 lynx/or_tools.ipynb diff --git a/lynx/or_tools.ipynb b/lynx/or_tools.ipynb new file mode 100644 index 0000000..72cbd07 --- /dev/null +++ b/lynx/or_tools.ipynb @@ -0,0 +1,185 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.rcParams[\"font.family\"] = \"Times New Roman\"\n", + "plt.rcParams[\"font.size\"] = 16\n", + "\n", + "g_label_fontsize = 16\n", + "\n", + "colors = [\n", + " \"#455D7A\",\n", + " \"#233142\",\n", + " \"#F95959\",\n", + "]\n", + "\n", + "edgecolors = [\n", + " \"#FFFFFF\",\n", + " \"#FFFFFF\",\n", + " \"#FFFFFF\",\n", + "]\n", + "\n", + "hatches = [\"\\\\\\\\\", \"\", \"\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(\n", + " figsize=(7, 14 / 5), ncols=1, nrows=1, constrained_layout=True, dpi=300\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "labels_name = [\n", + " \"ORTools\",\n", + " \"XXX\",\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "x_data = [2, 4, 6, 8, 10, 12, 14, 16, 18, 20]\n", + "data_a = [53, 53, 53, 53, 53, 53, 53, 53, 53, 100]\n", + "data_b = [53, 53, 53, 53, 53, 53, 53, 53, 53, 100]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "legend_labels = [\n", + " \"ORTools\",\n", + " \"XXX\",\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(13.333333333333346, 0.5, '% Optimal Solution')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.plot(x_data, data_a, marker=\"o\", color=colors[0], label=legend_labels[0])\n", + "ax.plot(x_data, data_b, marker=\"x\", color=colors[1], label=legend_labels[1])\n", + "\n", + "ax.set_ylim(0, 105)\n", + "\n", + "ax.grid(True)\n", + "\n", + "ax.set_ylabel(\"% Optimal Solution\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.legend(\n", + " ncol=3,\n", + " loc=\"upper center\",\n", + " frameon=True,\n", + " shadow=False,\n", + " fontsize=g_label_fontsize,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig.savefig(\"or_tool.pdf\", bbox_inches=\"tight\", dpi=1000)\n", + "fig" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.12.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}