{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 51,
   "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",
    "    \"#5D7599\",\n",
    "    \"#233142\",\n",
    "    \"#F95959\",\n",
    "]\n",
    "\n",
    "edgecolors = [\n",
    "    \"#FFFFFF\",\n",
    "    \"#FFFFFF\",\n",
    "    \"#FFFFFF\",\n",
    "]\n",
    "\n",
    "hatches = [\"\\\\\\\\\", \"\", \"\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
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PfvSjiPj8m6+uvvrqPT4DAACQXj7tI9u2bYtx48al1OvWrRujRo3ardcGAACqLl/2kYYNG8awYcNS6lu3bo2TTz45li1bVqk+t912W7k5zzjjjPj6179eY3MCAAD5paZ3qoiI/fffP6W2YcOGePPNNzPuWVMEReS4l19+OW29Oj+Qbdq0SamVlpbGG2+8kXHPncmHMwAAQG3kXr68rVu3ptT69euXhUkAAKB2yOedZOvWrfHd7343tmzZEk2aNIkHH3wwZ1P2AQCgNsqnfWTChAmxZMmSlPqQIUOiffv2u/XaAABA1eXTPvKjH/0o7ecfH374YRx//PGxaNGinb7/tddei5/+9Kdljw877LC45557anxOAAAgf+yOoIh0O1XE5ztLtgmKyGHLli2rMKGxOj+QrVu3TlufN29exj0rkg9nAACA2si9fKqlS5eWe9ywYcMYMGBAlqYBAID8lu87yY9//ON46623IiLi17/+ddrUeQAAIDvybR+5+eab09bPOuus3XpdAACg6vJtH+ncuXP8+Mc/Tvvcu+++G3369IkZM2akfX7ZsmUxdOjQ2LJlS0REHHXUUTFt2rRo2LDhbpsXAABItpKSkvj73/+e9rkk7lSVISgihy1evLjC56rzA9mqVau09YULF2bcsyL5cAYAAKiN3MuXt2bNmli5cmW52hlnnOGDRwAA2E3yeSeZPn163HbbbRERcfrpp8eZZ565x64NAADsWj7tIzNnzkz7Db177713nHjiiWWP161bFw899FCce+65ccghh0Tbtm2jqKgo2rdvH0cccURcffXV8fbbb++2OQEAgM/l0z7yL2PHjq3wy3jWrl0bAwcOjAkTJpSrr1mzJgYOHBgffvhhRHz+ecqzzz4be++9926fFwAASK7ly5fHZ599lva5pO5UuyIoIocVFxenrTdq1CgaN26ccd+ioqK09RUrVmTcsyL5cAYAAKiN3MuXN3PmzHKPCwoK4rLLLsvSNAAAkP/ydSdZv359jBw5MkpLS6NDhw5x55137pHrAgAAlZdP+8h9992Xtn7KKadEvXr1Yt68efHf//3f8eUvfzmGDx8eEyZMiLfeeitWrlwZn332WXz00UcxZ86cuP7666Nbt24xfPjwlGBtAACg5uTTPvIvdevWjcceeyx69OiR9vlt27bFueeeG//3//7fKCkpiRUrVkT//v1j/vz5UVRUFLfffns8/PDDvtAHAADYpYp2qoiItm3bZtw3279ztjOCInLY0qVL09aru+BW9AO5Oz7Ey4czAABAbeRevrwpU6aUe3zGGWdEt27dsjMMAADUAvm6k1x44YWxbNmyKCwsjAcffDC+9KUv7ZHrAgAAlZcv+0hJSUlMnTo17XNHHXVUXHrppdG9e/e45557YvPmzdGoUaPo0KFDNGnSpMKeDz30UHTt2jXmzJmzW2YGAIDaLl/2kf/UtGnTePbZZ+PQQw+t8DU33XRTDBkyJI499th4++23o1evXjF37ty45JJL9siMAABA8lW0U0VUb6/K9k61M4IictiGDRvS1nfXkl/R9aojH84AAAC1kXv5f9u0aVP8+c9/Lntct27d+OlPf5rFiQAAIP/l405y//33x6RJkyIiYsyYMXHsscfu9msCAABVly/7yOuvvx7r1q1L+9wPf/jDuP3226N58+ZxzTXXxJtvvhmbNm2KDz74IDZs2BD/+Mc/4tJLL4299tor5b1r166NAQMGxIwZM3bL3AAAUJvlyz6STsuWLeO5556LPn36VPiaJ598MhYtWhT9+vWL2bNnR9euXffYfAAAQPLtbMdp0KBBxn1zYaeqiKCIHPbpp5+mrVfnhzEiok6dOmnrW7durVbfdPLhDAAAUBu5l/+3+++/v9wCP3r06PjKV76SxYkAACD/5dtOUlxcHN///vcjIqJ3795x7bXX7tbrAQAAmcuXfeS5557b6fPXXHNNLF68OMaNGxfdu3cv91yXLl1i/PjxMXPmzGjRokXKezdt2hSnnXZafPTRRzU6MwAA1Hb5so9UpFmzZvHcc8/FN7/5zZ2+bsaMGXHxxRfHtm3b9tBkAABAPqhop6pfv34UFBRk3DdXdqp0BEXksIp+IKubBrljx4609c8++6xafdPJhzMAAEBt5F7+c5999lncdNNNZY87d+4c11xzTRYnAgCA2iGfdpKSkpIYMWJEbNiwIRo1ahQPPfRQ1K1bd7ddDwAAqJ582UfeeOONtPXDDz885s+fH+PGjYtGjRrttEefPn3iySefjHr16qU8t3r16hgxYkRNjAoAAPz/8mUf2ZkGDRrEI488Eueee+5OX3fXXXdF//79Y9WqVXtoMgAAIOlqw071nwRF5LDS0tK09eqmQZaUlKStFxUVVatvOvlwBgAAqI3cy3/ut7/9bRQXF0fE5ymQ99xzT87OCgAA+SSfdpL/9//+X/zv//5vRESMHz8+DjzwwN12LQAAoPryZR9555130taHDBkSHTp0qHSfI444In7yk5+kfW769Okxffr0jOYDAABS5cs+siszZsyIJ554IurWrRt9+vSp8HUvvvhiHHnkkfHuu+/uwekAAICkqi071RcJishhjRs33i19t2zZkrZe3USUdPLhDAAAUBu5l49Yu3ZtXHPNNWWPr7322jjmmGOyOBEAANQe+bKTvPrqq3HttddGRMSpp566y2/HAgAAsi9f9pGFCxemrXfq1KnKva644opo3rx52ud+8YtfVLkfAACQXr7sIztz8803x8CBA2P9+vXx6KOPxosvvhhXXnllha9///3348gjj4zZs2fvwSkBAIAkqg071X8SFJHDmjRpkrZe0Q9UZW3dujVtvbqJKOnkwxkAAKA2ci8f8YMf/CDWrVsXERFf//rX48c//nGWJwIAgNojH3aSTz/9NL773e/Gtm3bYp999om77767xq8BAADUvHzYR7Zt2xYbN25M+9w+++xT5X6NGjWKiy++OO1z06ZNK/s8BQAAqJ582EcqsmPHjrjoooti9OjRUVJSEhMmTIghQ4ZEYWFh/PznP4/f/e53Ua9evbTvXbduXZx44onx8ssv77F5AQCA5MnnnaoigiJy2O76gdy0aVPaerNmzarVN518OAMAANRGtf1efurUqfHAAw9ERMR+++0XDz74YBQUFGR5KgAAqD3yYSe5/PLL4913342CgoL43e9+V+G37wIAALklH/aRikIiIiLatm2bUc9zzz03bb20tDRmzpyZUU8AAKC8fNhH0tmxY0ecfvrpceedd0ZExGWXXRbf/e53y73mzDPPjGeeeabCmTZs2BAnnnhi/P3vf9/d4wIAAAmVrzvVzgiKyGF777132np1fyA3bNiQtt6xY8dq9U0nH84AAAC1UW2+l1+6dGmcc845ERHRvHnzeOqpp6JFixZZngoAAGqXpO8kTzzxRNx1110REXHFFVfEgAEDarQ/AACw+yR9H4mI+PTTTyt8LtPPPDp27Bjdu3dP+9zf/va3jHoCAADl5cM+8p9KS0tj5MiR8cgjj0RExP777x8///nP0762X79+MWvWrGjfvn3a5zdu3BiDBw+O9evX77Z5AQCA5MrHnWpXBEXksM6dO6etV5Q8Ulkff/xx2nqHDh2q1TedfDgDAADURrX1Xn7btm1x+umnx9q1a6NevXoxefLkCv+3AAAAdp+k7yRf/Kbdm2++OQoKCjL65+yzz07bv6LXAwAA1Zf0fSQiYq+99qrwuaZNm2bc98QTT0xbX7FiRcY9AQCAf8uHfeQ/3XDDDfHQQw+VPf7Zz34WRUVFFb7+4IMPjlmzZkWnTp3SPv/BBx/E6NGja3pMAAAgD1S0U+3YsaNaYRG5/HcwgiJyWNeuXdPWV69eHdu3b8+47+rVq9PWK1qkqyMfzgAAALVRbb2X//73vx8vvvhiFBYWxv333x99+/bN9kgAAFArJX0nWbVqVY32AwAA9pyk7yMREY0aNarwuXr16mXct1u3bmnra9euzbgnAADwb/mwj3zR3/72txg7dmzZ43322SeGDRu2y/ftv//+8fzzz1f4R1f33ntvzJ07t8bmBAAA8sO+++5bYWD28uXLM+6by38HIygihzVv3jzatm2bUi8pKYmPPvoo474rV65MW+/Zs2fGPSuSD2cAAIDaqDbey//mN7+Ju+66KyIibr/99vjOd76T5YkAAKD2qo07CQAAkBvyYR9p3LhxhWERW7duzbhvRX+09tlnn2XcEwAA+Ld82Ee+6Pvf/36UlJSUPT711FOjbt26lXpvp06d4plnnomWLVumff7mm2+ukRkBAID80qVLl7T1ZcuWZdwzl3/nTFBEjjvkkEPS1pcuXZpRvy1btsSaNWtS6q1atYqvfOUrGfXclXw4AwAA1Ea16V7+8ccfj8suuywiIq699tr43ve+l9V5AACA2rWTAAAAuSUf9pH9998/bX3dunUZ92zTpk3aeosWLTLuCQAAlJcP+0hExAsvvBCvvPJKudqAAQOq1KNz587x6KOPpg2XmDx5cmzevLlaMwIAAPmnpneqiIgPP/wwpVZYWBiHH354xj1riqCIHHfSSSelrS9evDijfsXFxWnrffr0yahfZeTDGQAAoDaqLffys2fPjtNPPz127NgRl112WYwdOzar8wAAAJ+rLTsJAACQe/JhHzn44IPT1jM9Q0REkyZN0tYr+oZfAACg6vJhH4mIeOihh1JqFe0pO9O3b98YN25cSn3r1q3x0ksvZTIaAACQx2p6p9q8eXOsWrUqpd61a9cKPzfZkwRF5LghQ4akrb/22msZ9Vu4cGHa+uDBgzPqVxn5cAYAAKiNasO9/Ntvvx0nn3xyfPrppzFy5Mi47bbbsjYLAABQXpJ3ktLS0hr557777qtSfwAAoGYkeR/5l6OPPjpt/e233864Z6NGjdLWM/ljLwAAIL182EciImbNmpVSa9u2bUa9Ro8eHR07dkypL1q0KKN+AABA/ho4cGDUr18/pZ7pTrVo0aK0v5eVK3/TLigix+23337RtWvXlPrcuXMz6vfWW2+l1OrWrRunnnpqRv0qIx/OAAAAtVG+38u/9957ceKJJ8b69evjm9/8Ztx7771RUFCQlVkAAIBU+b6TAAAAuSsf9pGBAwemrf/tb3/LuOemTZvS1o899tiMewIAAOXlwz4SEbF06dKUWro/1qqMevXqxVlnnZVSX7duXUb9AACA/NWwYcMYMGBASr0md6qIiO985zsZ9atpgiISYMSIESm1119/PaNvhkqXeDJw4MBo0aJFRrNVVj6cAQAAaqN8vZf/4IMP4vjjj4/ly5fHoEGD4uGHH446ders8TkAAICdy9edBAAAyH1J30e++tWvRo8ePVLq06ZNy7jnxx9/nFJr3759fO1rX8u4JwAAkCrp+0hEpJ013U5RWX379k2pNWvWLON+AABA/kq3UxUXF2cUNpdupzrooIOie/fuGc1W0wRFJMCFF14YTZs2LVf75JNPYvbs2VXu9eKLL6bURo0alelolZYPZwAAgNooH+/lP/zwwzj++ONjyZIlceyxx8bkyZOjqKioWj1/8YtfVOsXKwEAgPTycScBAACSIR/2kfPOOy+l9uGHH1b47Ve78s4771TqGgAAQPXkwz7Stm3blNqKFSsy7rfPPvuk1Nq1a5dxPwAAIH8NGzYs9t9//5T6008/XeVe//u//5tSy6XfORMUkQBf+tKX4sILL0ypT548uUp95s6dGytXrixXO+yww2LQoEHVmq8y8uEMAABQG+XbvfwHH3wQ/fr1i/fffz8OP/zwePLJJ6Nhw4bV6nnXXXfFmDFjfAsxAADsBvm2kwAAAMmRD/vI2WefHS1btkyp33///Rn1e+WVV8o9rlu3blxwwQUZ9QIAACqWD/vI4YcfnlJ7+eWXM+63ZcuWco8LCwvjqKOOyrgfAACQv+rUqRM//OEPU+pV3alWr14dr776arlau3btYuTIkdWaryYJikiIUaNGRaNGjcrVqvoD+dhjj6XUrrvuumrNVRX5cAYAAKiN8uVevri4OI477rhYvHhx9OrVK55++ulo0qRJxv1KSkri1ltvje9973vRtWvXOPTQQ2twWgAA4F/yZScBAACSJ+n7SMOGDeOaa65JqU+cODE2btxY5X6PPvpouccXXXRRtG/fPuP5AACAiiV9H/mv//qvlNrjjz+ecb8FCxaUe3z00UdH69atM+4HAABUz/bt21NqJSUlWZgkvbPPPjv22WefcrWnnnoqJYRuZ6ZMmZJypquuuiqKiopqZMaaICgiIdq1axdjx44tV1u0aFHMmDGjUu/fsmVL3HPPPeVq3/rWt+Lkk0+u9AxTpkyJHj16RFFRUXTs2DFuuOGGKv1LmwtnAAAAqi4X7uWru4+8++67ceyxx0ZxcXH06dMnnn322WjWrFml3ltaWhrbt2+PTZs2xbJly2LOnDlxyy23xCGHHBJXXHFFlJSUxPDhwys9CwAAUDX5sJMAAADJlA/7yEUXXRQ9e/YsV1u7dm3ceuutle4REfHSSy/FG2+8Ufa4ffv2cf3111epBwAAUHlJ30eGDRsW+++/f7naE088EQsXLqz09b9o0qRJ5R6PHj06oz4AAEDN2LZtW0rts88+q7H+s2bNimOOOSbq168f7dq1iyuuuKJKIQ/169dP+Sxk06ZN8cc//rHSPX7961+Xe9y7d++48MILK/3+PaGgtLS0NNtDUDnbtm2Lo48+Ol555ZWy2gknnBDPPvvsLt/7s5/9LK666qqyx23atInXXnut0onuf/rTn+Lb3/52Sv2SSy6J22+/vVI9IrJ7BgAAIHNJ3kfeeuutGDhwYKxatapS16uqgoKC+OCDD2LffffdLf0BAIBk7yTVMXHixDj77LNT6j7eAwCAPScf9pF33303evXqFRs3biyrFRUVxdy5c6Nr1667fP9nn30WvXv3jrfeeisiPv9sZMqUKTFkyJBKzwAAAFRd0veRxx57LL71rW+Vq/Xt2zeee+65qFOnTqV6RETMnj07jjrqqLLPRwYNGhRPP/10pd8PAADUvC5dusT8+fPL1U466aT4y1/+Uu3eL730Uhx33HEpYRSDBw+OqVOnVqnXqaeeGpMnTy57/LWvfS3+/ve/R926dXf6voceeqjcF4o2atQoXn755ejWrVuVrr+7CYpImOLi4ujZs2esW7eurDZx4sQYOXJkhe+ZOXNmDBo0KLZu3RoRn6egPP/889GnT59KXzfdv7AREYWFhbF8+fJo06ZNzp8BAAConiTuI7Nnz46TTz451q9fX+nrVdVxxx0Xzz///G7rDwAAfC6JO0l1CYoAAIDckA/7yJQpU2LYsGGxY8eOslrnzp1j1qxZ0apVqwrfV1JSEmeffXbcf//9ZbWrr746fvrTn1b62gAAQOaSvo9cfPHFcccdd5Sr/fd//3fceeedUVhYuMv3L168OI455phYvnx5RETst99+8fLLL+/Wz2cAAIBda9asWXzyySflat27d48333yz2r1PPvnkeOqpp9I+N2fOnOjdu3ele3388cfRs2fPeP/998tq48aNi2uuuabC98yfPz+OOeaYsj2soKAgHn300fjmN79Z6evuKbveqsgpnTp1iieffDIaN25cVrvgggvKpZl80R//+Mc45ZRTyhb8Jk2axOTJk6scsLBo0aK09ZKSknL/clRGts4AAABUT9L2kaeffjoGDBiwW0MiIiJGjBixW/sDAACfS9pOAgAA5I982EeGDh0a99xzTxQUFJTVFixYEAMGDIiFCxemfc+aNWti2LBh5UIiLrvsMiERAACwByV9Hxk/fnzK71fdfffd8Y1vfCMWL15c4ftKS0vjkUceid69e5eFRLRr1y7++te/CokAAIAs++tf/5oSEhER8fbbb8dbb71V7f4V7SO7ei6dZs2axdNPPx1t27Ytq1177bXxm9/8Ju3rn3/++ejfv39ZSMRee+0VEyZMyMmQiIiIglJfOZRIc+bMiaFDh8ZHH31UVhs6dGgMGzYs2rdvH8XFxXH//ffHCy+8UPZ8586dY9KkSdG9e/cqX69r164xb968lHp1vi1rT58BAACoGUnYRyZPnhzf+c53Ytu2bVW+XlXUr18/Vq5cGU2bNt2t1wEAAP4tCTtJTZk4cWKcffbZKXUf7wEAQHbkwz4yZcqUOPPMM2Pjxo1ltXr16sUZZ5wRgwYNinbt2sXatWtj1qxZ8cADD5QFcterVy9uueWWuOSSS6p8TQAAoPqSvI+UlpbGj370o7jpppuipKSkrF5UVBQnnXRSfP3rX4999903ioqKYu3atfHaa6/F1KlTY/78+WWv7d+/fzz88MNCIgAAIEs2bdoUy5Yti2eeeSZ+8pOflPuc4Ytat24dN9xwQ/Tt2zf22WefaNiwYZWvdcopp8Rf/vKXtM/NmTMnevfuXeWeCxcujCFDhsQ777xTVuvfv38MHz489ttvv/joo49i0qRJ8ec//7ns+fbt28eDDz4Y/fv3r/L19hRBEQm2cuXK+MEPfhAPP/zwTl/XtGnTuPzyy2PMmDFRVFSU0bUeeeSROO2001Lql1xySdx+++0Z9YzYs2cAAABqTq7vI2eddVb87ne/y+h6VXHaaafFpEmTdvt1AACA8nJ9J6kpgiIAACD35MM+smDBghg9enQ8/vjju3xtQUFBDB48OG666ab46le/mvE1AQCA6kv6PvLmm2/GlVdeGU8//XSl33PQQQfFlVdeGcOHD486depkdF0AACBz999/f4wcObJaPV544YXo169fpV//8ssvR79+/VK+OHTw4MExderUjOfYuHFj/OQnP4k77rgjduzYUeHr6tevH+eff35cd911Of+looIi8sD8+fPjvvvui+effz7ee++92LRpU7Rs2TJ69OgRp5xySowYMaJGfhCnTJkS48aNi3nz5kXbtm3jwgsvjDFjxkRhYWFizgAAANSsfNhHAACA5LKTAAAA2ZIP+8gbb7wRjz76aEybNi2WLFkSa9asiTp16kSrVq2iS5cu0a9fvxg2bFgccMAB1b4WAABQc5K+jyxatCieeuqpeOaZZ6K4uDhWr14d69ati0aNGkWLFi1i3333jb59+8bxxx8fffv2jYKCgmqfBQAAyMzHH38cS5curVaP/fbbLxo1alSl98yaNSvGjBkTr776auy9994xfPjwuP7666N+/frVmiUiYsmSJTFhwoSYNm1avPPOO7Fhw4bYe++9o0uXLnHSSSfFWWedFa1bt672dfYEQREAAAAAAAAAAAAAAAAAAAAACeFrjgAAAAAAAAAAAAAAAAAAAAASQlAEAAAAAAAAAAAAAAAAAAAAQEIIigAAAAAAAAAAAAAAAAAAAABICEERAAAAAAAAAAAAAAAAAAAAAAkhKAIAAAAAAAAAAAAAAAAAAAAgIQRFAAAAAAAAAAAAAAAAAAAAACSEoAgAAAAAAAAAAAAAAAAAAACAhBAUAQAAAAAAAAAAAAAAAAAAAJAQgiIAAAAAAAAAAAAAAAAAAAAAEkJQBAAAAAAAAAAAAAAAAAAAAEBCCIoAAAAAAAAAAAAAAAAAAAAASAhBEQAAAAAAAAAAAAAAAAAAAAAJISgCAAAAAAAAAAAAAAAAAAAAICEERQAAAAAAAAAAAAAAAAAAAAAkhKAIAAAAAAAAAAAAAAAAAAAAgIQQFAEAAAAAAAAAAAAAAAAAAACQEIIiAAAAAAAAAAAAAAAAAAAAABJCUAQAAAAAAAAAAAAAAAAAAABAQgiKAAAAAAAAAAAAAAAAAAAAAEgIQREAAAAAAAAAAAAAAAAAAAAACSEoAgAAAAAAAAAAAAAAAAAAACAhBEUAAAAAAAAAAAAAAAAAAAAAJISgCAAAAAAAAAAAAAAAAAAAAICEEBQBAAAAAAAAAAAAAAAAAAAAkBCCIgAAAAAAAAAAAAAAAAAAAAASQlAEAAAAAAAAAAAAAAAAAAAAQEIIigAAAAAAAAAAAAAAAAAAAABICEERAAAAAAAAAAAAAAAAAAAAAAkhKAIAAAAAAAAAAAAAAAAAAAAgIQRFAAAAAAAAAAAAAAAAAAAAACSEoAgAAAAAAAAAAAAAAAAAAACAhBAUAQAAAAAAAAAAAAAAAAAAAJAQgiIAAAAAAAAAAAAAAAAAAAAAEkJQBAAAAAAAAAAAAAAAAAAAAEBCCIoAAAAAAAAAAAAAAAAAAAAASAhBEQAAAAAAAAAAAAAAAAAAAAAJISgCAAAAAAAAAAAAAAAAAAAAICEERQAAAAAAAAAAAAAAAAAAAAAkhKAIAAAAAAAAAAAAAAAAAAAAgIQQFAEAAAAAAAAAAAAAAAAAAACQEIIiAAAAAAAAAAAAAAAAAAAAABLi/wPl65H7EFCohgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(14, 14 / 4), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"ModelA\\n8DP\",\n",
    "    \"ModelA\\n8TP\",\n",
    "    \"ModelB\\n8TP\",\n",
    "    \"ModelA\\n2DP$\\\\times$4TP\",\n",
    "    \"ModelA\\n2DP$\\\\times$8TP\",\n",
    "    \"ModelA\\n4DP$\\\\times$2TP\",\n",
    "    \"ModelB\\n4DP$\\\\times$2TP\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# MFU\n",
    "data_a = {\n",
    "    labels_name_a[0]: [41.0, 34.2, 44.4],  # modela 8DP\n",
    "    labels_name_a[1]: [26.2, 36.8, 43.6],  # modela 8TP\n",
    "    labels_name_a[2]: [30.1, 39.6, 49.4],  # modelb 8TP\n",
    "    labels_name_a[3]: [37.1, 30.4, 44.6],  # modela 2DP 4TP\n",
    "    labels_name_a[4]: [39.6, 37.3, 42.6],  # modela 2DP 8TP\n",
    "    labels_name_a[5]: [40.4, 30.5, 44.7],  # modela 4DP 2TP\n",
    "    labels_name_a[6]: [-1, 31.7, 38.0],  # modelb 4DP 2TP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LM 1.08 XLA 1.3\n",
      "LM 1.66 XLA 1.18\n",
      "LM 1.64 XLA 1.25\n",
      "LM 1.2 XLA 1.47\n",
      "LM 1.08 XLA 1.14\n",
      "LM 1.11 XLA 1.47\n",
      "LM -38.0 XLA 1.2\n"
     ]
    }
   ],
   "source": [
    "for y_data in data_a.values():\n",
    "    print(f\"LM {round(y_data[2]/y_data[0], 2)} XLA {round(y_data[2]/y_data[1], 2)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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 = 3\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": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'MFU (%)')"
      ]
     },
     "execution_count": 58,
     "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",
    "    up_base =[i for i in y_data if i > 0][0]\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",
    "        if value == -1:\n",
    "            ax.text(\n",
    "                pos,\n",
    "                1,\n",
    "                \"$\\\\times$OOM\",\n",
    "                rotation=90,\n",
    "                ha=\"center\",\n",
    "                va=\"bottom\",\n",
    "                color=\"red\",\n",
    "            )\n",
    "            continue\n",
    "        up_v = round(value/up_base, 2)\n",
    "        if up_v == 1:\n",
    "            up_v = 1\n",
    "        ax.text(\n",
    "            pos,\n",
    "            value + 2,\n",
    "            f\"{str(up_v)}$\\\\times$\",\n",
    "            ha=\"center\",\n",
    "            fontweight=\"bold\",\n",
    "            color=colors[1],\n",
    "            rotation=90,\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, 100)\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, pad=1)\n",
    "ax.tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax.set_ylabel(\"MFU (%)\", fontsize=g_label_fontsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f3f6c478680>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=3,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    bbox_to_anchor=(0.5, 0.95),\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wGrZu3ao33nhDrVq1UtmyZRUfH698+fKpYsWK6tSpkyZPnqz09PSA3V+S1qxZo0GDBqlZs2YqU6aM4uPjFR8fr/Lly6tRo0Z68cUXtXLlyoDW4G9nzpzRxIkTJUkOh0P9+/fPGuvZs2fWPw5cyjAMjR07Nmg1AkAkI2uQNcgaAIBAI2+QN6yeN3yxbt06l2OVKlUKYiUAYD9kDDKG1TMGexoAEN7IGmQNsgYAIJDIGmQNsgYAIBjIHGQOq2cOX/B5DQDwgAEAAPyiV69ehiRDkrF48eKs64sWLcq6fvnX559/7pd7r1mzJmvOChUqGOfPnzet69KvXr16+XTPjIwM45NPPjGqVq3qsr/Lv8qUKWOMGjXKOHfunI8dX7Rlyxajffv2hsPhuOL9K1WqZCxcuNCYOHGi6bi3FixYYNSrV8/tv4dmzZoZq1ev9upeZv89mzRp4nXtVzJ+/Pis+7Rt2zbH+MMPP2zaY8GCBY0zZ84ErC4AiERkDbIGWYOsAQCBRt4gb1gtb7z88sum9fkrv7h67Uky5syZ45d7AEAkIGOQMayWMdzBngYAhA+yBlmDrEHWAIBAImuQNcgaZA0ACAYyB5nDapmDz2sAQPiIEgAACKjmzZurdu3apmNDhw71yz0uneepp55SdHS0X+Z1ZdeuXWrWrJnuu+8+/fHHH5Kkxo0b64MPPtCCBQv0zTffaPjw4WrYsGG25+3Zs0f9+/fXTTfdpK1bt/pcx5gxY1SjRg3Nnj1bhmHI4XCoTZs2Gj9+vObPn68ZM2boiSeeUFJSkiTpzz//VJs2bfTpp5/6fG9JSk1NVd++fXXbbbdp9erVKlWqlJ555hl98cUXSk5O1rRp0/Svf/1LefLkyfa8xYsXq2HDhho3bpxf6gikUaNGZf35scceyzH+6KOPmj7v2LFj+uSTTwJWFwDgIrLGRWQNJ7IGAMDfyBsXkTecrJQ3vLVr1y7NmDHDdKxMmTJq3bp1kCsCAPshY1xExnCyUsZgTwMAwh9Z4yKyhhNZAwDgT2SNi8gaTmQNAEAgkDkuInM4WSlzeIvPawCAh0J4SAUAALbi6hRHwzCMGTNmuDzN7vLHemrHjh1GdHS0IckoVKiQcerUKZd1Xfrl7SmOa9asMa666qqseUqWLGnMnz/f5ePnz59vlCxZ0vRk4R9//NGrGgzDMAYMGJBtvnLlyhlLliwxfezJkyeN7t27X/F0RU+kpKQYN910kyHJcDgcxrPPPuvypORt27YZNWrUML3nkCFDPLpvME+OXrJkSdY9KleubGRmZpo+7tZbbzXtrU6dOgGpCwAiFVnDHFmDrAEA8B/yhjnyRvjmjUD9hoqMjAyjZcuWLv+ex48f79P8ABBpyBjmyBjhmzGuhD0NAAgvZA1zZA2yBgDAP8ga5sgaZA0AgH+ROcyROcI3c/B5DQAIHxwUAQCAn+T25vz8+fNG+fLlTd+o3H777T7d9/HHH8+a6/nnn8+1Ll/fnP/yyy9GUlJS1hyFCxc2tm7desXn7dq1yyhVqlSOGhISEox169Z5XMcrr7ySbZ6KFSsau3btuuLznnrqKb+8OU9PTzcaNGiQ9byJEyde8TknTpzI9pwLXw6Hw/j222/dvncw/0GgS5cuWfd4//33XT7u008/dfl3unLlyoDUBgCRiKzhGlmDrAEA8A/yhmvkjfDMG4H44EFaWprRo0cPl3/HrVu3dvmhSQCAOTKGa2SM8MwYV8KeBgCEF7KGa2QNsgYAwHdkDdfIGmQNAID/kDlcI3OEZ+bg8xoAED44KAIAAD/J7c25YRjGiBEjXL5h2bhxo1f3PHr0qJGQkGBIMuLi4oz9+/fnWpcvb86PHz9uVK5cOdsc06dPd/v569atM2JiYnLUUbp0aSMlJcXteebMmWM4HI6s58fExBirVq1y67np6elG7dq1fX5zPnDgwKznPP30024/748//jDy5s2b476FCxc2Tp486dYcwfoHgT179mT990pMTDROnDjh8rHp6elGiRIl/LYJBAAwR9bIHVmDrAEA8B15I3fkjfDLG/7+4MGyZcty/futX7++230CAC4iY+SOjBF+GSM37GkAQPgha+SOrEHWAAD4hqyRO7IGWQMA4B9kjtyROcIvc/B5DQAIH1ECAABB0bdvXxUqVMh07J133vFqznHjxunUqVOSpB49eqhEiRJe13cl//nPf7Rt27as72vUqKFu3bq5/fxatWrp0UcfzXF97969evrpp92a4+TJk3r44YdlGEa2uurVq+fW82NjYzV48GD3CnYhOTlZw4YNkyQVLlxYL7/8stvPrVKlirp27Zrj+j///KOxY8f6VJe/jR07VufPn5ck9erVS4mJiS4fGxsbqwceeMB07LPPPtPRo0cDUiMAIDuyBlmDrAEACDTyBnnDKnlj7969+vzzz7VmzRrt3r1bJ06c0Llz52QYhjIyMnTmzBkdOHBA69at0+eff65nn31W1atXV+PGjbVu3TrTOfv27aslS5YoISEhyN0AgP2RMcgYVskYEnsaAGBFZA2yBlkDABBIZA2yBlkDABAMZA4yh1UyB5/XAIDg46AIAACCJCEhQY888ojp2Keffqrdu3d7NF96erpGjhwpSXI4HBowYIDPNbqyceNGffTRR9muPfDAA3I4HB7NM3jwYBUrVizH9YkTJ2rx4sVXfP7zzz+vPXv2ZH2fJ08ePfnkkx7V0LZtW5UvX96j51zq5Zdfztoc6Nq1qwoUKODR8+vXr296ffTo0V7X5G/p6emaMGGCJOdrq3///ld8zkMPPaTo6Ogc11NTUzVx4kS/1wgAyImsQdaQyBoAgMAib5A3JGvkje3bt+uee+5RvXr1VK5cOSUlJSlPnjyKiopSTEyM8ufPr5IlS6pOnTq655579Pbbb+u3334znatx48b68ccf9dFHHylv3rxB7gQAIgMZg4whWSNjsKcBANZE1iBrSGQNAEDgkDXIGhJZAwAQeGQOModkjczB5zUAIPg4KAIAgCB67LHHFBcXl+P6uXPnNHz4cI/mmj59uvbv3y9JateunapWreqXGs0MHjxYGRkZ2a517NjR43mSkpL04IMPmo699dZbuT5327ZtGjNmTLZrnTt3VtGiRT2qISoqSk2aNPHoOResW7dOP/74Y9b3d9xxh8dzlCpVyvT6rl27tH37dq/q8reZM2fq0KFDkqRWrVqpSpUqV3xO6dKl1aFDB9OxcePGZTt5EwAQOGQNsgZZAwAQaOQN8oYV8oY/REdH67///a+mTZumRo0ahbocALA9MgYZwwoZgz0NALAusgZZg6wBAAgksgZZg6wBAAgGMgeZwwqZwx/4vAYAeIaDIgAACKISJUqoR48epmMTJkzQsWPH3J7r3XffzfrzwIEDfS3Npb///ltff/11tmslS5ZUuXLlvJrPVf/z5893eRKgJH3wwQfKzMzMds2bN8eSVLNmTa+ed/nmQPXq1T2eI3/+/C7Hli1b5vF8gXDhdFDJuaHkrkcffdT0+vbt2zV//nyf6wIAXBlZg6xB1gAABBp5g7xhhbxRqVIlffrpp1q4cKGWL1+e9bVs2TLNmzdPX375pUaOHKkBAwaocePGpr95IiMjQ2+//bbKlSunBg0a6MMPP1RaWloIugGAyEDGIGNYIWOwpwEA1kXWIGuQNQAAgUTWIGuQNQAAwUDmIHNYIXPweQ0ACD4OigAAIMgGDBggh8OR4/qpU6dyvPlz5fvvv896I1u/fn3deuutfq3xUpMnT85xgqMvJ0Zee+21uummm0zHZs6caXr9+PHjmjRpUo7r9erV86qGq666yqvnLVq0KNv35cqVk8Ph8OirZcuWLuffu3evV3X505o1a7Rq1SpJzjfpt99+u9vPbdGihctTpt19bQMAfEfWIGu4QtYAAPgLeYO84Uo45A1JKlOmjO699161aNFCt9xyS9bXrbfeqtatW+uuu+5S//79NWzYMC1dulQpKSn67LPP1Lx5c9P5Vq5cqYceekhVqlTJ8SEWAID/kDHIGK6EQ8ZgTwMArI+sQdZwhawBAPAHsgZZwxWyBgDAn8gcZA5XwiFzSHxeAwBCgYMiAAAIsqpVq6p9+/amYx988IFSU1OvOMewYcOy/vzMM8/4rTYz33zzTY5rZcqU8WnOpk2bml5fsmSJ6fU5c+bo1KlT2a4lJCSocuXKPtXhif3792vnzp0BvceRI0cCOr87Lj01un///oqK8iwu9uvXz/T63LlztXv3bp9qAwC4h6xB1nCFrAEA8BfyBnnDlXDIG97Imzev7rnnHi1atEjJycmqVKmS6eN27dqlu+66Sy+88EKQKwSAyEDGIGO4Eg4Zgz0NALA+sgZZwxWyBgDAH8gaZA1XyBoAAH8ic5A5XAmHzOENPq8BAL6LCXUBAABEooEDB+rbb7/Ncf3gwYOaPHmyHnroIZfPXbdunZKTkyU5T/bt1KlTwOo8fvy41q1bl+N6YmKiT/PWqlXL9PrKlSt1/vx5xcRkjyhmb9qLFCliehpmoPz00085ri1evDhHrb4oUaKE3+byxuHDh/XZZ59JkvLnz68+ffp4PEevXr30/PPP6/Tp09muZ2RkaPz48Xrttdf8UisAIHdkDbKGGbIGAMCfyBvkDTOhzhv+0KxZM23YsEGdO3fW/PnzTR/zxhtvqEiRInrqqaeCXB0A2B8Zg4xhJtQZgz0NALAPsgZZwwxZAwDgL2QNsoYZsgYAwN/IHGQOM6HOHP7A5zUAwDscFAEAQAjccsstatCggX7++eccY++++64eeOABlyf2XnqC49NPP+3xyb6e2LBhgwzDyHE9Li7Op3ldvTlPS0vT4cOHVbJkyWzXzd6cJyUl+VSDp8xOPa5evbqKFCkS1DoCacKECUpLS5Mk9ezZ06u/46SkJHXv3l0ffvhhjrGPPvpIL7/8smJjY32uFQCQO7IGWSMckTUAwF7IG+QNO0tISNA333yjxo0ba/Xq1aaPeeaZZ9S4cWPVqVMnyNUBgL2RMcgY4Yg9DQCwD7IGWSMckTUAwD7IGmSNcETWAAD7IXOQOeyMz2sAgOcCt5oDAIBcDRw40PT6tm3b9NVXX5mO/f333/r8888lOU8x9OZkX09s27bN9PrZs2d9mrdy5couT2A8cuRItu9TU1O1ffv2HI/z9SRJT6WkpOS4dvz48aDWEEgZGRkaN25c1vdjx46Vw+Hw6svsHwMk5ymlX375ZbBaAoCIR9Yga4QTsgYA2BN5g7xhZ3nz5tXUqVNd/gaPzMxMDRgwIMhVAUBkIGOQMcIJexoAYD9kDbJGOCFrAID9kDXIGuGErAEA9kXmIHPYGZ/XAADPcFAEAAAhcuedd+qaa64xHRs6dKjp9REjRuj8+fOSpH79+ik+Pj5g9UnSsWPHTK+fOnXKp3mjoqJcvrk+ceJEtu8PHz5s+rgzZ874VIOnzN6cu6rNir755hvTkyr9bcyYMQG/BwDAiaxB1ggnZA0AsCfyBnnD7qpUqaJ//etfLseXLl2qLVu2BLEiAIgMZAwyRjhhTwMA7IesQdYIJ2QNALAfsgZZI5yQNQDAvsgcZA674/MaAOA+82N1AABAwEVFRWnAgAF65JFHcoytXLlSS5cuVZMmTbKuHT9+XB999JEk5wl5/fv3D3iN6enpptcvfwPtjQIFCpjOc/mb9stPdfRnDZ4w2wxYv369GjRoENQ6AmXkyJFZf/7www913XXX+TTfkiVL9OKLL+a4vmzZMv3222+6/vrrfZofAHBlZA2yRjghawCAPZE3yBuRoG/fvpo0aZLL8dmzZ6tKlSrBKwgAIgAZg4wRTtjTAAD7IWuQNcIJWQMA7IesQdYIJ2QNALAvMgeZIxLweQ0AcA8HRQAAEEK9evXSSy+9ZHoa4DvvvJPtzfn48eN18uRJSVLv3r1VtGjRgNdXqFAh0+s7duzwee6kpCTt2bMnx/XChQtn+/7s2bOmzz969KjPNXiiQIECOa6tWrXKdHPFan777TctWbJEknTdddfpgQce8HnOOnXq6L333jM9/XLMmDEaPXq0z/cAAFwZWYOsEQ7IGgBgb+QN8obdNWzYUPny5XP5G0V+//33IFcEAJGBjEHGCAfsaQCAfZE1yBrhgKwBAPZF1iBrhAOyBgDYH5mDzGF3fF4DANwTFeoCAACIZPHx8S5PY/z++++1adMmSdK5c+f0wQcfSHKe/vj0008Hpb7L3yhfsHXrVmVkZPg0d3R0dI5rSUlJKl26dLZrrjYIjh49qgMHDvhUgyeuuuqqHNeWL18etPsH0qhRo7L+/Oijj/plzvj4ePXu3dt0bOrUqTp16pRf7gMAyB1ZIzuyRmiQNQDA3sgb2ZE37Cc6OlrXXHONy/Fg/jcEgEhCxsiOjBEa7GkAgH2RNbIja4QGWQMA7IuskR1ZIzTIGgBgf2SO7Mgc9sPnNQDAPRwUAQBAiD366KPKly9fjuuGYWjo0KGSpBkzZmjv3r2SpI4dO6py5cpBqe3aa681vZ6Wlqbt27f7NPfp06dzXLvxxhtzXHO1QSBJa9eu9akGTxQpUiTHtT///DPrxGVfbdu2TefPn/fLXJ44fvy4pk6dKklKTExUz549/Tb3I488IofDkeP6yZMnNW3aNL/dBwCQO7LGRWQNsgYAIDDIGxeRN4KfN4Ihf/78LsfMPoACAPAPMsZFZAz2NAAA/kfWuIisQdYAAPgfWeMisgZZAwAQOGSOi8gcfF4DACIVB0UAABBihQsXVp8+fUzHZsyYod27d2vYsGFZ1wYOHBis0nTDDTcoKSnJdCw5Odmnuc3enLdu3TrHtcKFCys+Pt50jmXLlvlUgyfMNg4kafz48X6Zv2/fvhoyZIhf5vLExIkTs/5b9OrVS4mJiX6bu3LlymrRooXp2NixY/12HwBA7sgaF5E1yBoAgMAgb1xE3gh+3giGgwcPuhwrVapUECsBgMhCxriIjMGeBgDA/8gaF5E1yBoAAP8ja1xE1iBrAAACh8xxEZmDz2sAQKTioAgAAMLA008/bXqa3blz53T33Xdr48aNkqRGjRqpYcOGQasrKipKt956q+nY3LlzvZ73/Pnz+ueff3Jcb9++fY5r0dHRql+/vuk806ZNU0ZGhtd1mNXlSu3atU1P2/z888+1cuVKn+67YcMGLV++XNWrV/dpHk8ZhqExY8ZIkhwOhx599FG/3+ORRx4xvf7rr7/qxx9/9Pv9AADmyBpOZA2yBgAgcMgbTuSN4OaNYDh9+nTWb1cx06BBgyBWAwCRh4zhRMZgTwMAEBhkDSeyBlkDABAYZA0nsgZZAwAQWGQOJzIHn9cAgEjFQREAAISBq6++Wp06dTIdu/SN3zPPPBOskrL07t3b9HpycrJOnDjh1Zx//vmnzp07l+1a/fr1Xb45bdy4sen1ffv26dtvv/WqBjPp6ekux2JjY003RjIyMnT//fcrLS3N6/s+++yzio6OVpMmTbyewxvz5s3Ttm3bJEktWrRQ1apV/X6PDh06uDypkdOjASB4yBpkDbIGACDQyBvkjVDkjWCYO3euy7+b2NhY3X777UGuCAAiCxmDjMGeBgAgkMgaZA2yBgAgkMgaZA2yBgAgGMgcZA4+rwEAkY2DIgAACBMDBw7Mdfzaa69Vhw4dglTNRR07dlTp0qVzXD979qw+/PBDr+b87bffclzr16+fy8e72riQpAEDBuj06dNe1XG5s2fP5jrep08f0+u///67evfu7dWJkjNmzNAPP/ygdu3aqXjx4h4/3xfvvfde1p8DcWq0JMXExLjc4Pniiy+0f//+gNwXAJATWYOsQdYAAAQaeYO8Eey8kZmZGdD5DcPQ8OHDXY536dJFJUqUCGgNAAAyBhmDPQ0AQGCRNcgaZA0AQCCRNcgaZA0AQDCQOcgcfF4DACIXB0UAAOAnl54AmNtpgK7Uq1cv11P8BgwYoKgoz5duV7W4W2NMTIyeffZZ07EPPvhA58+f97imuXPnZvu+atWq6t69u8vH16xZUy1atDAd27FjhwYMGOBxDWaOHTuW6/g999yjMmXKmI59+umn6tmzZ47TKXOzatUqPfTQQ5Kk/v37u/UcwzDcunYlv/zyixYuXChJKl68uNq1a+fxHO7q0aOH6fX09HSNGjUqYPcFALsha7iPrOFE1iBrAICnyBvuI284hTJvSPLpt2q4Y+zYsfr5559Nx/LmzavXX389oPcHALsgY7iPjOHEngZ7GgDgCbKG+8gaTmQNsgYAeIKs4T6yhhNZg6wBAN4gc7iPzOHE5zX4vAYAXMBBEQAA+MmZM2dM/+wJVyc5FitWTD179vS5Lneum+nXr5/q1q2b4/ru3bs1ZswYj+pJTU3Vt99+m+3aO++8o+jo6Fyf99///tfl2Pjx4/Xiiy+6df9jx45pwoQJpmO//vprrs+NjY11uVEhSZ988onq1aun9evXX7GO6dOnq2XLljp58qTatWunli1bXvE5kvmmiicbAhe89NJLWX/u2LGjYmJiPJ7DXVWrVlWVKlVMx0aPHq2jR48G7N4AYCdkDfeQNZzIGk5kDQDwDHnDPeQNp1DnDUkBXee/+eYbPfHEEy7H33rrLVWsWDFg9wcAOyFjuIeM4RTqjMGeBgBYD1nDPWQNJ7KGE1kDANxH1nAPWcOJrOFE1gAAz5E53EPmcAp15pD4vAYAhBUDAAD4xU033WRIMiQZY8aM8WqOzMxMo1q1alnzXPgaMmSIX+q69KtevXoezbN+/XojLi4uxzyJiYnGtm3b3J7n1Vdfzfb8f//7324/t2/fvqa9XPjq2bOncfz4cZfP/+WXX4zq1au7fH7Tpk2N8+fPZz3+0KFDOebIzMw02rRpk2sd0dHRRps2bYzp06cbmzdvNk6dOmWcPn3a+OOPP4wPP/ww23+ThIQEY/v27W7/HbRu3TrH/a677jq3n28YhrF8+fJsz58yZYpHz/dG7969Xf59DRgwIOD3BwA7IGu4h6xB1iBrAID3yBvuIW+EPm9c0LJlS9P6mzRp4tV8hmEY58+fN958800jT548Lv9++vbt6/X8ABCJyBjuIWOEPmOwpwEA1kTWcA9Zg6xB1gAA75A13EPWIGuQNQDAN2QO95A5Qp85LuDzGgAQPjgoAgAAP0hPTzfy58+f9ebj4Ycf9nqu//u//8v2RiZfvnzGkSNH/FLXpV/58+c30tPTPZrv448/Np3ruuuuMw4fPnzF5y9fvtyIj4/Pet7NN99snD592u37nzp1yrj22mtzfWNcsmRJ46WXXjI2bNhgHD9+3Dh69KixbNky49///rcRExOTtTHh6vmVKlUybr/9dqN8+fJG1apVTes4ePCgUapUqVzrcPdr1qxZbvdvGIZRoUKFHHPEx8e7/d/y7NmzRtWqVbM9/5NPPvGoBm88/vjjLv8OYmJijLVr1wa8BgCwMrIGWYOskTuyBgD4jrxB3rBK3rjg9OnTRmJiomlNDRs2NM6dO+fRfGfPnjWmTJli1K5dO9d+BwwYYGRmZno0NwBEMjIGGcMqGYM9DQCwJrIGWYOskTuyBgD4hqxB1iBr5I6sAQD+QeYgc1glc1zA5zUAILxwUAQAAH7wwQcfZHsDUqxYMSMlJcWrudLS0oySJUtmzdW/f3+v6xo5cmSub5QmTpzo8Zzvvvuu6VxXX321sXLlSpfP+/TTT40CBQpke2Oe24mLrvz5559G6dKlvX4z/MILLxgTJ07M9TF58+Y1HnrooVxPp/ztt9+M4sWL+/TG/K233vKo98WLF7uca9y4cVd8/vnz54177rknx3ObNWvm8ZtxT5j9I8TlX+XKlTP++uuvgNUAAFZH1iBrkDVcI2sAgH+QN8gbVsgbF2RmZhoPPfRQrrXFxcUZN954o9GjRw/jzTffND788ENj5syZxg8//GAkJycbX331lTFp0iRj0KBBRuvWrY2kpKRc56tQoYLx/fffe9QvAICMQcawRsZgTwMArIusQdYga7hG1gAA35E1yBpkDdfIGgDgP2Q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",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"end_to_end_mfu.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",
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