{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "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": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "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": 23,
   "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": 24,
   "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, 37.2, 47.9],  # 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": 25,
   "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 1.21 XLA 1.29\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": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'MFU (%)')"
      ]
     },
     "execution_count": 28,
     "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": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7c985e38c0>"
      ]
     },
     "execution_count": 29,
     "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": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aNWtcOjc9Pd2oVauW1zfnAwYMyD7n6aefdvm8P/74w4iNjc113cKFCxsnT550qY9A/YPAnj17sv++EhISjBMnTjh9bXp6upGcnOyzRSAAgDmyRt7IGmQNAID3yBt5I2+EXt7w9QcPVqxYkefPt169ei6PEwBwERkjb2SM0MsYeWFNAwBCD1kjb2QNsgYAwDtkjbyRNcgaAADfIHPkjcwRepmDz2sAQOiIEAAACIjevXsrKSnJtO2dd97xqM9x48bp1KlTkqRu3bopOTnZ4/qu5D//+Y+2bduW/bx69erq0qWLy+fXrFlTjz32WK7je/fu1dNPP+1SHydPntQjjzwiwzBy1FW3bl2Xzo+OjtagQYNcK9iJpUuXatiwYZKkwoUL65VXXnH53MqVK6tz5865jv/zzz8aO3asV3X52tixY3X+/HlJUo8ePZSQkOD0tdHR0XrwwQdN2/773//q6NGjfqkRAJATWYOsQdYAAPgbeYO8YZW8sXfvXn322Wdat26ddu/erRMnTujcuXMyDEMZGRk6c+aMDhw4oA0bNuizzz7Tc889p2rVqqlRo0basGGDaZ+9e/fW8uXLFR8fH+DRAID9kTHIGFbJGBJrGgBgRWQNsgZZAwDgT2QNsgZZAwAQCGQOModVMgef1wCAwGOjCAAAAiQ+Pl6PPvqoadunn36q3bt3u9Vfenq6Ro4cKUlyOBzq37+/1zU688svv+ijjz7KcezBBx+Uw+Fwq59BgwapWLFiuY5PnDhRy5Ytu+L5L7zwgvbs2ZP9PF++fHryySfdqqFNmzYqV66cW+dc6pVXXsleHOjcubMKFizo1vn16tUzPT569GiPa/K19PR0TZgwQVLWe6tv375XPOfhhx9WZGRkruOpqamaOHGiz2sEAORG1iBrSGQNAIB/kTfIG5I18sb27dt17733qm7duipbtqwSExOVL18+RUREKCoqSgUKFFCJEiVUu3Zt3XvvvXr77bf166+/mvbVqFEjff/99/roo48UGxsb4JEAQHggY5AxJGtkDNY0AMCayBpkDYmsAQDwH7IGWUMiawAA/I/MQeaQrJE5+LwGAAQeG0UAABBAjz/+uGJiYnIdP3funIYPH+5WX9OnT9f+/fslSW3btlWVKlV8UqOZQYMGKSMjI8exDh06uN1PYmKiHnroIdO2t956K89zt23bpjFjxuQ4dvfdd6to0aJu1RAREaHGjRu7dc4FGzZs0Pfff5/9/I477nC7j5IlS5oe37Vrl7Zv3+5RXb42c+ZMHTp0SJLUsmVLVa5c+YrnlCpVSu3btzdtGzduXI6dNwEA/kPWIGuQNQAA/kbeIG9YIW/4QmRkpJ599llNmzZNDRs2DHY5AGB7ZAwyhhUyBmsaAGBdZA2yBlkDAOBPZA2yBlkDABAIZA4yhxUyhy/weQ0AcA8bRQAAEEDJycnq1q2baduECRN07Ngxl/t69913s/88YMAAb0tz6u+//9bs2bNzHCtRooTKli3rUX/Oxr9w4UKnOwFK0gcffKDMzMwcxzy5OZakGjVqeHTe5YsD1apVc7uPAgUKOG1bsWKF2/35w4XdQaWsBSVXPfbYY6bHt2/froULF3pdFwDgysgaZA2yBgDA38gb5A0r5I2KFSvq008/1eLFi7Vy5crsx4oVK7RgwQJ98cUXGjlypPr3769GjRqZfvNERkaG3n77bZUtW1b169fXhx9+qLS0tCCMBgDCAxmDjGGFjMGaBgBYF1mDrEHWAAD4E1mDrEHWAAAEApmDzGGFzMHnNQAg8NgoAgCAAOvfv78cDkeu46dOncp18+fMN998k30jW69ePd16660+rfFSkydPzrWDozc7Rl577bW66aabTNtmzpxpevz48eOaNGlSruN169b1qIarrrrKo/OWLFmS43nZsmXlcDjcerRo0cJp/3v37vWoLl9at26d1qxZIynrJv322293+dzmzZs73WXa1fc2AMB7ZA2yhjNkDQCAr5A3yBvOhELekKTSpUvrvvvuU/PmzXXLLbdkP2699Va1atVKd911l/r27athw4bpu+++U0pKiv773/+qWbNmpv2tXr1aDz/8sCpXrpzrQywAAN8hY5AxnAmFjMGaBgBYH1mDrOEMWQMA4AtkDbKGM2QNAIAvkTnIHM6EQuaQ+LwGAAQDG0UAABBgVapUUbt27UzbPvjgA6Wmpl6xj2HDhmX/+ZlnnvFZbWa++uqrXMdKly7tVZ9NmjQxPb58+XLT4/PmzdOpU6dyHIuPj1elSpW8qsMd+/fv186dO/16jSNHjvi1f1dcumt03759FRHhXlzs06eP6fH58+dr9+7dXtUGAHANWYOs4QxZAwDgK+QN8oYzoZA3PBEbG6t7771XS5Ys0dKlS1WxYkXT1+3atUt33XWXXnzxxQBXCADhgYxBxnAmFDIGaxoAYH1kDbKGM2QNAIAvkDXIGs6QNQAAvkTmIHM4EwqZwxN8XgMAvBcV7AIAAAhHAwYM0Jw5c3IdP3jwoCZPnqyHH37Y6bkbNmzQ0qVLJWXt7NuxY0e/1Xn8+HFt2LAh1/GEhASv+q1Zs6bp8dWrV+v8+fOKisoZUcxu2osUKWK6G6a//Pjjj7mOLVu2LFet3khOTvZZX544fPiw/vvf/0qSChQooF69erndR48ePfTCCy/o9OnTOY5nZGRo/Pjxev31131SKwAgb2QNsoYZsgYAwJfIG+QNM8HOG77QtGlTbdq0SXfffbcWLlxo+po333xTRYoU0VNPPRXg6gDA/sgYZAwzwc4YrGkAgH2QNcgaZsgaAABfIWuQNcyQNQAAvkbmIHOYCXbm8AU+rwEAnmGjCAAAguCWW25R/fr1tWrVqlxt7777rh588EGnO/ZeuoPj008/7fbOvu7YtGmTDMPIdTwmJsarfp3dnKelpenw4cMqUaJEjuNmN+eJiYle1eAus12Pq1WrpiJFigS0Dn+aMGGC0tLSJEndu3f36GecmJiorl276sMPP8zV9tFHH+mVV15RdHS017UCAPJG1iBrhCKyBgDYC3mDvGFn8fHx+uqrr9SoUSOtXbvW9DXPPPOMGjVqpNq1awe4OgCwNzIGGSMUsaYBAPZB1iBrhCKyBgDYB1mDrBGKyBoAYD9kDjKHnfF5DQBwn/9mcwAAkKcBAwaYHt+2bZu+/PJL07a///5bn332maSsXQw92dnXHdu2bTM9fvbsWa/6rVSpktMdGI8cOZLjeWpqqrZv357rdd7uJOmulJSUXMeOHz8e0Br8KSMjQ+PGjct+PnbsWDkcDo8eZv8YIGXtUvrFF18EakgAEPbIGmSNUELWAAB7Im+QN+wsNjZWU6dOdfoNHpmZmerfv3+AqwKA8EDGIGOEEtY0AMB+yBpkjVBC1gAA+yFrkDVCCVkDAOyLzEHmsDM+rwEA7mGjCAAAguTOO+/UNddcY9o2dOhQ0+MjRozQ+fPnJUl9+vRRXFyc3+qTpGPHjpkeP3XqlFf9RkREOL25PnHiRI7nhw8fNn3dmTNnvKrBXWY3585qs6KvvvrKdKdKXxszZozfrwEAyELWIGuEErIGANgTeYO8YXeVK1fWv/71L6ft3333nbZs2RLAigAgPJAxyBihhDUNALAfsgZZI5SQNQDAfsgaZI1QQtYAAPsic5A57I7PawCA68y31QEAAH4XERGh/v3769FHH83Vtnr1an333Xdq3Lhx9rHjx4/ro48+kpS1Q17fvn39XmN6errp8ctvoD1RsGBB034uv2m/fFdHX9bgDrPFgI0bN6p+/foBrcNfRo4cmf3nDz/8UNddd51X/S1fvlwvvfRSruMrVqzQr7/+quuvv96r/gEAV0bWIGuEErIGANgTeYO8EQ569+6tSZMmOW2fO3euKleuHLiCACAMkDHIGKGENQ0AsB+yBlkjlJA1AMB+yBpkjVBC1gAA+yJzkDnCAZ/XAADXsFEEAABB1KNHD7388sumuwG+8847OW7Ox48fr5MnT0qSevbsqaJFi/q9vqSkJNPjO3bs8LrvxMRE7dmzJ9fxwoUL53h+9uxZ0/OPHj3qdQ3uKFiwYK5ja9asMV1csZpff/1Vy5cvlyRdd911evDBB73us3bt2nrvvfdMd78cM2aMRo8e7fU1AABXRtYga4QCsgYA2Bt5g7xhdw0aNFD+/PmdfqPIb7/9FuCKACA8kDHIGKGANQ0AsC+yBlkjFJA1AMC+yBpkjVBA1gAA+yNzkDnsjs9rAIBrIoJdAAAA4SwuLs7pbozffPONNm/eLEk6d+6cPvjgA0lZuz8+/fTTAanv8hvlC7Zu3aqMjAyv+o6MjMx1LDExUaVKlcpxzNkCwdGjR3XgwAGvanDHVVddlevYypUrA3Z9fxo1alT2nx977DGf9BkXF6eePXuatk2dOlWnTp3yyXUAAHkja+RE1ggOsgYA2Bt5Iyfyhv1ERkbqmmuucdoeyL9DAAgnZIycyBjBwZoGANgXWSMnskZwkDUAwL7IGjmRNYKDrAEA9kfmyInMYT98XgMAXMNGEQAABNljjz2m/Pnz5zpuGIaGDh0qSZoxY4b27t0rSerQoYMqVaoUkNquvfZa0+NpaWnavn27V32fPn0617Ebb7wx1zFnCwSStH79eq9qcEeRIkVyHfvzzz+zd1z21rZt23T+/Hmf9OWO48ePa+rUqZKkhIQEde/e3Wd9P/roo3I4HLmOnzx5UtOmTfPZdQAAeSNrXETWIGsAAPyDvHEReSPweSMQChQo4LTN7AMoAADfIGNcRMZgTQMA4HtkjYvIGmQNAIDvkTUuImuQNQAA/kPmuIjMwec1ACBcsVEEAABBVrhwYfXq1cu0bcaMGdq9e7eGDRuWfWzAgAGBKk033HCDEhMTTduWLl3qVd9mN+etWrXKdaxw4cKKi4sz7WPFihVe1eAOs4UDSRo/frxP+u/du7cGDx7sk77cMXHixOy/ix49eighIcFnfVeqVEnNmzc3bRs7dqzPrgMAyBtZ4yKyBlkDAOAf5I2LyBuBzxuBcPDgQadtJUuWDGAlABBeyBgXkTFY0wAA+B5Z4yKyBlkDAOB7ZI2LyBpkDQCA/5A5LiJz8HkNAAhXbBQBAEAIePrpp013szt37pzuuece/fLLL5Kkhg0bqkGDBgGrKyIiQrfeeqtp2/z58z3u9/z58/rnn39yHW/Xrl2uY5GRkapXr55pP9OmTVNGRobHdZjV5UytWrVMd9v87LPPtHr1aq+uu2nTJq1cuVLVqlXzqh93GYahMWPGSJIcDocee+wxn1/j0UcfNT3+888/6/vvv/f59QAA5sgaWcgaZA0AgP+QN7KQNwKbNwLh9OnT2d+uYqZ+/foBrAYAwg8ZIwsZgzUNAIB/kDWykDXIGgAA/yBrZCFrkDUAAP5F5shC5uDzGgAQrtgoAgCAEHD11VerY8eOpm2X3vg988wzgSopW8+ePU2PL126VCdOnPCozz///FPnzp3LcaxevXpOb04bNWpkenzfvn2aM2eORzWYSU9Pd9oWHR1tujCSkZGhBx54QGlpaR5f97nnnlNkZKQaN27scR+eWLBggbZt2yZJat68uapUqeLza7Rv397pTo3sHg0AgUPWIGuQNQAA/kbeIG8EI28Ewvz5853+bKKjo3X77bcHuCIACC9kDDIGaxoAAH8ia5A1yBoAAH8ia5A1yBoAgEAgc5A5+LwGAIQ3NooAACBEDBgwIM/2a6+9Vu3btw9QNRd16NBBpUqVynX87Nmz+vDDDz3q89dff811rE+fPk5f72zhQpL69++v06dPe1TH5c6ePZtne69evUyP//bbb+rZs6dHO0rOmDFD3377rdq2bavixYu7fb433nvvvew/+2PXaEmKiopyusDz+eefa//+/X65LgAgN7IGWYOsAQDwN/IGeSPQeSMzM9Ov/RuGoeHDhztt79Spk5KTk/1aAwCAjEHGYE0DAOBfZA2yBlkDAOBPZA2yBlkDABAIZA4yB5/XAIDwxUYRAAD4yKU7AOa1G6AzdevWzXMXv/79+ysiwv2p21ktrtYYFRWl5557zrTtgw8+0Pnz592uaf78+TmeV6lSRV27dnX6+ho1aqh58+ambTt27FD//v3drsHMsWPH8my/9957Vbp0adO2Tz/9VN27d8+1O2Ve1qxZo4cffliS1LdvX5fOMQzDpWNX8tNPP2nx4sWSpOLFi6tt27Zu9+Gqbt26mR5PT0/XqFGj/HZdALAbsobryBpZyBpkDQBwF3nDdeSNLMHMG5K8+lYNV4wdO1arVq0ybYuNjdUbb7zh1+sDgF2QMVxHxsjCmgZrGgDgDrKG68gaWcgaZA0AcAdZw3VkjSxkDbIGAHiCzOE6MkcWPq/B5zUA4AI2igAAwEfOnDlj+md3ONvJsVixYurevbvXdbly3EyfPn1Up06dXMd3796tMWPGuFVPamqq5syZk+PYO++8o8jIyDzPe/bZZ522jR8/Xi+99JJL1z927JgmTJhg2vbzzz/neW50dLTThQpJ+uSTT1S3bl1t3LjxinVMnz5dLVq00MmTJ9W2bVu1aNHiiudI5osq7iwIXPDyyy9n/7lDhw6Kiopyuw9XValSRZUrVzZtGz16tI4ePeq3awOAnZA1XEPWyELWyELWAAD3kDdcQ97IEuy8Icmv8/xXX32lfv36OW1/6623VKFCBb9dHwDshIzhGjJGlmBnDNY0AMB6yBquIWtkIWtkIWsAgOvIGq4ha2Qha2QhawCA+8gcriFzZAl25pD4vAYAhBQDAAD4xE033WRIMiQZY8aM8aiPzMxMo2rVqtn9XHgMHjzYJ3Vd+qhbt65b/WzcuNGIiYnJ1U9CQoKxbds2l/t57bXXcpz/73//2+Vze/fubTqWC4/u3bsbx48fd3r+Tz/9ZFSrVs3p+U2aNDHOnz+f/fpDhw7l6iMzM9No3bp1nnVERkYarVu3NqZPn278/vvvxqlTp4zTp08bf/zxh/Hhhx/m+DuJj483tm/f7vLPoFWrVrmud91117l8vmEYxsqVK3OcP2XKFLfO90TPnj2d/rz69+/v9+sDgB2QNVxD1iBrkDUAwHPkDdeQN4KfNy5o0aKFaf2NGzf2qD/DMIzz588bQ4YMMfLly+f059O7d2+P+weAcETGcA0ZI/gZgzUNALAmsoZryBpkDbIGAHiGrOEasgZZg6wBAN4hc7iGzBH8zHEBn9cAgNDBRhEAAPhAenq6UaBAgeybj0ceecTjvv7v//4vx41M/vz5jSNHjvikrksfBQoUMNLT093q7+OPPzbt67rrrjMOHz58xfNXrlxpxMXFZZ938803G6dPn3b5+qdOnTKuvfbaPG+MS5QoYbz88svGpk2bjOPHjxtHjx41VqxYYfz73/82oqKishcmnJ1fsWJF4/bbbzfKlStnVKlSxbSOgwcPGiVLlsyzDlcfs2bNcnn8hmEY5cuXz9VHXFycy3+XZ8+eNapUqZLj/E8++cStGjzxxBNPOP0ZREVFGevXr/d7DQBgZWQNsgZZI29kDQDwHnmDvGGVvHHB6dOnjYSEBNOaGjRoYJw7d86t/s6ePWtMmTLFqFWrVp7j7d+/v5GZmelW3wAQzsgYZAyrZAzWNADAmsgaZA2yRt7IGgDgHbIGWYOskTeyBgD4BpmDzGGVzHEBn9cAgNDCRhEAAPjABx98kOMGpFixYkZKSopHfaWlpRklSpTI7qtv374e1zVy5Mg8b5QmTpzodp/vvvuuaV9XX321sXr1aqfnffrpp0bBggVz3JjnteOiM3/++adRqlQpj2+GX3zxRWPixIl5viY2NtZ4+OGH89yd8tdffzWKFy/u1Y35W2+95dbYly1b5rSvcePGXfH88+fPG/fee2+uc5s2ber2zbg7zP4R4vJH2bJljb/++stvNQCA1ZE1yBpkDefIGgDgG+QN8oYV8sYFmZmZxsMPP5xnbTExMcaNN95odOvWzRgyZIjx4YcfGjNnzjS+/fZbY+nSpcaXX35pTJo0yRg4cKDRqlUrIzExMc/+ypcvb3zzzTdujRcAQMYgY1gjY7CmAQDWRdYga5A1nCNrAID3yBpkDbKGc2QNAPAdMgeZwwqZ4wI+rwEAoYeNIgAA8MKBAweMl19+2YiMjMx1M1KtWjVj4cKFHi20DhkyxJBkREZGerRIevDgQePVV1/N3rXQ2SNfvnzGkCFD3N4l8vPPP89xo33hERERYdxxxx3GuHHjjEWLFhnz5s0zhg8fbjRo0CD7NQ6Hw3j66afd3nXwUn///bdx4403unUjHBUVZYwYMcIwDMPpzXlSUpLxwgsvGAcPHnSpjl27dhl16tRx+6Y8MjLSrZvpo0ePGrNnzzaSk5Ov+He5bds2Iy0tLcf5f/31lzFu3DijRo0aTs+/+eabjcmTJxtbt271yT8OZGZmGkeOHDEWLVpkNGvWzKWfS8GCBY2BAwca69evd2t3TwCwM7IGWYOsYY6sAQC+Q94gb1ghb+zevdvYsWOHsWnTJmPKlCnGzTff7HbNnjyioqKMJk2aGFOmTPHrhykBwI7IGGQMK2QM1jQAwLrIGmQNsoY5sgYA+AZZg6xB1jBH1gAA3yJzkDmskDn4vAYAhD42igAAwE0tW7Y0rr/+eqNUqVKGw+G44g1K/vz5jWuuuca4/vrrjdGjR7t0jZSUFCM+Pt645557/FbXpQ+Hw2GULl3aqFq1qtGyZUuXrrdv3z6jV69eRr58+Vy+Rps2bYyNGze6PKa8pKamGi+99JKRP3/+K167WrVqxg8//JB97uU352XKlDHee+894+TJk27Xce7cOWPo0KHGVVdd5dLP4ZZbbjE2bNjgcv/u/l1eePTq1cswDMN47bXX3D43IiLCmD59uts/i0v54uZ+0qRJXtUAAFZF1shC1shC1jBH1gAA75A3spA3soR63jAMwyhXrpxP5v/LM0lcXJyRmJholChRwqhevbrRokULo0ePHsZbb71lzJ8/3+NvaQGAcEXGyELGyBLqGYM1DQCwHrJGFrJGFrKGObIGAHiOrJGFrJGFrGGOrAEA3iNzZCFzZAn1zGEYfF4DAKzAYRiGIQAA4LKtW7cqPT3do3OLFSumYsWKufTanTt3KjExUUlJSX6v61L58uXTtdde6/LrDxw4oFmzZmnp0qXavHmz9u3bp7Nnz6pAgQIqUqSIatSooYYNG+qee+5R2bJlva7vcv/884+mTp2qBQsW6Oeff9bhw4cVGRmpMmXKqF69err33nvVtm1bRUREZJ8zadIk9erVS9WrV9czzzyjLl26KDo62qs6zp49q1mzZmn+/PnasGGD9uzZo/T0dBUtWlSlSpVS48aNddddd6lhw4Zu9bt582aP6klKSlKpUqV06NAhHTp0yO3zS5curUKFCnl0bcnzun1ZAwBYFVkjJ7JGFrJGTmQNAPAOeSMn8kaWUM0bAADrIGPkRMbIEqoZgzUNALAeskZOZI0sZI2cyBoA4DmyRk5kjSxkjZzIGgDgPTJHTmSOLKGaOQAA1sBGEQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABYRceWXAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIBSwUQQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIBFsFEEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACARbBRBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgEWwUQQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIBFsFEEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACARbBRBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgEWwUQQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIBFsFEEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACARbBRBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgEWwUQQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIBFsFEEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACARbBRBAAAAAAAAAAAAAA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",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 30,
     "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",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}