{ "cells": [ { "cell_type": "code", "execution_count": 28, "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": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\"5068\": 3,\n", " \"5069\": 4,\n", " \"5070\": 3,\n", " \"5071\": 9,\n", " \"5072\": 7,\n", " \"5073\": 1,\n", " \"5074\": 2,\n", " \"5075\": 2,\n", " \"5076\": 5,\n", " \"5077\": 2,\n", " \"5078\": 4,\n", " \"5079\": 5,\n", " \"5080\": 6,\n", " \"5081\": 5,\n", " \"5082\": 2,\n", " \"5083\": 3,\n", " \"5084\": 1,\n", " \"5085\": 1,\n", " \"5086\": 1,\n", " \"5087\": 1,\n", " \"5088\": 1,\n", " \"5089\": 1,\n", " \"5090\": 3,\n", " \"5091\": 1,\n", " \"5092\": 1,\n", " \"5093\": 2,\n", " \"5094\": 2,\n", " \"5095\": 3,\n", " \"5096\": 2,\n", " \"5097\": 2,\n", " \"5098\": 4,\n", " \"5099\": 8,\n", " \"5100\": 4,\n", " \"5101\": 1,\n", " \"5102\": 1,\n", " \"5103\": 4,\n", " \"5104\": 3,\n", " \"5105\": 2,\n", " \"5106\": 1,\n", " \"5107\": 2,\n", " \"5108\": 2,\n", " \"5109\": 2,\n", " \"5110\": 2,\n", " \"5111\": 3,\n", " \"5112\": 3,\n", " \"5113\": 4,\n", " \"5114\": 3,\n", " \"5115\": 9,\n", " \"5116\": 7,\n", " \"5117\": 1,\n", " \"5118\": 2,\n", " \"5119\": 2,\n", " \"5120\": 5,\n", " \"5121\": 2,\n", " \"5122\": 4,\n", " \"5123\": 5,\n", " \"5124\": 6,\n", " \"5125\": 8,\n", " \"5126\": 5,\n", " \"5127\": 5,\n", " \"5128\": 1,\n", " \"5129\": 1,\n", " \"5130\": 1,\n", " \"5131\": 1,\n", " \"5132\": 1,\n", " \"5133\": 1,\n", " \"5134\": 3,\n", " \"5135\": 2,\n", " \"5136\": 1,\n", " \"5137\": 2,\n", " \"5138\": 2,\n", " \"5139\": 3,\n", " \"5140\": 2,\n", " \"5141\": 2,\n", " \"5142\": 4,\n", " \"5143\": 8,\n", " \"5144\": 5,\n", " \"5145\": 1,\n", " \"5146\": 1,\n", " \"5147\": 3,\n", " \"5148\": 4,\n", " \"5149\": 1,\n", " \"5150\": 2,\n", " \"5151\": 1,\n", " \"5152\": 2,\n", " \"5153\": 2,\n", " \"5154\": 2,\n", " \"5155\": 2,\n", " \"5156\": 3,\n", " \"5157\": 3,\n", " \"5158\": 4,\n", " \"5159\": 3,\n", " \"5160\": 9,\n", " \"5161\": 7,\n", " \"5162\": 6,\n", " \"5163\": 6,\n", " \"5164\": 2,\n", " \"5165\": 5,\n", " \"5166\": 2,\n", " \"5167\": 4,\n", " \"5168\": 7,\n", " \"5169\": 7,\n", " \"5170\": 7,\n", " \"5171\": 6,\n", " \"5172\": 4,\n", " \"5173\": 10,\n", " \"5174\": 10,\n", " \"5175\": 13,\n", " \"5176\": 12,\n", " \"5177\": 2,\n", " \"5178\": 242,\n", " \"5179\": 242,\n", " \"5180\": 241,\n", " \"5181\": 146,\n", " \"5182\": 50,\n", "}" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "dist_data = {}\n", "for i in range(0, 520):\n", " dist_data[i] = 0" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "x_data = []\n", "y_data = []\n", "for x, y in raw_data.items():\n", " if int(x) >= 50:\n", " dist_data[int(x) // 10] += y\n", " else:\n", " dist_data[int(x)] += y\n", "\n", "\n", "for x, y in dist_data.items():\n", " x_data.append(x)\n", " y_data.append(y)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(40, 800, 'Operators without complex dependency')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.plot(x_data, y_data, color=colors[1])\n", "\n", "ax.set_ylabel(\"Count\")\n", "ax.set_xlabel(\"Distance\")\n", "\n", "ax.set_ylim(0, 5000)\n", "ax.set_yticks([0, 2000, 4000])\n", "ax.set_yticklabels([\"0\", \"2000\", \"4000\"], rotation=90, ha=\"center\", va=\"center\")\n", "\n", "ax.set_xticks(range(0, 600, 100))\n", "ax.set_xticklabels([\"0\", \"1000\", \"2000\", \"3000\", \"4000\", \"5000\"])\n", "\n", "ax.fill_between(x_data[:20], y_data[:20], 0, alpha=0.3, color=colors[1])\n", "ax.fill_between(x_data[20:], y_data[20:], 0, alpha=0.3, color=colors[2])\n", "\n", "ax.annotate(\n", " \"Operators with complex dependency\",\n", " xy=(5, 2500),\n", " xytext=(40, 3000),\n", " color=colors[2],\n", " arrowprops=dict(facecolor=colors[2], edgecolor=colors[2], linewidth=1),\n", ")\n", "\n", "ax.annotate(\n", " \"Operators without complex dependency\",\n", " xy=(380, 100),\n", " xytext=(40, 800),\n", " color=colors[2],\n", " arrowprops=dict(facecolor=colors[2], edgecolor=colors[2], linewidth=1),\n", ")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig.savefig(\"op_distribution.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 }