paper_note/lynx/or_tools.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random\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",
    "    \"#233142\",\n",
    "    \"#F95959\",\n",
    "]\n",
    "\n",
    "edgecolors = [\n",
    "    \"#FFFFFF\",\n",
    "    \"#FFFFFF\",\n",
    "]\n",
    "\n",
    "hatches = [\"\", \"\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x840 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(14 / 3, 14 / 5), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"(A,8,-)\",\n",
    "    \"(A,-,8)\",\n",
    "    \"(A,2,4)\",\n",
    "    \"(A,2,8)\",\n",
    "    \"(A,4,2)\",\n",
    "    \"(B,-,8)\",\n",
    "    \"(B,4,2)\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# MFU\n",
    "data_a = {\n",
    "    labels_name_a[0]: [39.3, 44.4],  # modela 8DP\n",
    "    labels_name_a[1]: [39.3, 43.6],  # modela 8TP\n",
    "    labels_name_a[2]: [33.8, 44.6],  # modela 2DP 4TP\n",
    "    labels_name_a[3]: [38.0, 42.6],  # modela 2DP 8TP\n",
    "    labels_name_a[4]: [36.9, 44.7],  # modela 4DP 2TP\n",
    "    labels_name_a[5]: [43.4, 49.4],  # modelb 8TP\n",
    "    labels_name_a[6]: [37.6, 38.0],  # modelb 4DP 2TP\n",
    "}\n",
    "\n",
    "data_b = [\n",
    "    612,\n",
    "    623,\n",
    "    617,\n",
    "    628,\n",
    "    614,\n",
    "    713,\n",
    "    716,\n",
    "]\n",
    "data_c = [\n",
    "    212,\n",
    "    227,\n",
    "    223,\n",
    "    217,\n",
    "    214,\n",
    "    266,\n",
    "    262,\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"ILP (MFU)\", \"Lynx (MFU)\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "bar_width = 0.2\n",
    "group_spaing = 0.15\n",
    "\n",
    "group_positions = {}\n",
    "current_pos = 0\n",
    "\n",
    "x_label_cnt = len(data_a.keys())\n",
    "x_label_group_cnt = 2\n",
    "\n",
    "for idx in range(x_label_cnt):\n",
    "    group_positions[idx] = []\n",
    "    for _ in range(x_label_group_cnt):\n",
    "        group_positions[idx].append(current_pos)\n",
    "        current_pos += bar_width\n",
    "    current_pos += group_spaing\n",
    "\n",
    "group_centers = {}\n",
    "for idx, positions in group_positions.items():\n",
    "    group_centers[idx] = sum(positions) / len(positions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Time (s)')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_set = set()\n",
    "for idx, (x_label, y_data) in enumerate(data_a.items()):\n",
    "    positions = group_positions[idx]\n",
    "\n",
    "    for i, (pos, value, color, edgecolor, hatch, label) in enumerate(\n",
    "        zip(\n",
    "            positions,\n",
    "            y_data,\n",
    "            colors,\n",
    "            edgecolors,\n",
    "            hatches,\n",
    "            legend_labels,\n",
    "        )\n",
    "    ):\n",
    "        if label in label_set:\n",
    "            local_label = None\n",
    "        else:\n",
    "            local_label = label\n",
    "            label_set.add(local_label)\n",
    "\n",
    "        ax.bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            label=local_label,\n",
    "            hatch=hatch,\n",
    "            edgecolor=edgecolor,\n",
    "        )\n",
    "\n",
    "ax.set_xticks(list(group_centers.values()))\n",
    "ax.set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax.set_ylim(0, 110)\n",
    "ax.set_yticks([0, 50, 100])\n",
    "ax.set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax.tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize - 5, pad=1)\n",
    "ax.tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "ax.set_ylabel(\"MFU (%)\", fontsize=g_label_fontsize)\n",
    "ax.set_xlabel(\"# (model, DP, TP)\")\n",
    "\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "ax2.plot(\n",
    "    list(group_centers.values()), data_b, \"^--\", color=colors[0], label=\"ILP (Time)\"\n",
    ")\n",
    "ax2.plot(\n",
    "    list(group_centers.values()), data_c, \"v--\", color=colors[1], label=\"Lynx (Time)\"\n",
    ")\n",
    "ax2.set_ylim(0, 880)\n",
    "ax2.set_yticks([0, 200, 400, 600, 800])\n",
    "ax2.set_yticklabels([\"0\", \"200\", \"400\", \"600\", \"800\"], rotation=90, va=\"center\")\n",
    "ax2.tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize)\n",
    "ax2.set_ylabel(\"Time (s)\", fontsize=g_label_fontsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f573089b920>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=2,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    fontsize=g_label_fontsize - 4,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x840 with 2 Axes>"
      ]
     },
     "execution_count": 45,
     "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
}