paper_note/lynx/end_to_end_mfu.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "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": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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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": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"ModelA\\n8DP\\n-\",\n",
    "    \"ModelA\\n-\\n8TP\",\n",
    "    \"ModelB\\n-\\n8TP\",\n",
    "    \"ModelA\\n2DP\\n$\\\\times$4TP\",\n",
    "    \"ModelA\\n2DP\\n$\\\\times$8TP\",\n",
    "    \"ModelA\\n4DP\\n$\\\\times$2TP\",\n",
    "    \"ModelB\\n4DP\\n$\\\\times$2TP\",\n",
    "    \"ModelC\\n1DP$\\\\times$8EP\\n$\\\\times$8TP\",\n",
    "    \"ModelC\\n2DP$\\\\times$8EP\\n$\\\\times$8TP\",\n",
    "    \"ModelD\\n1DP$\\\\times$8EP\\n$\\\\times$8TP\",\n",
    "    \"ModelD\\n2DP$\\\\times$8EP\\n$\\\\times$8TP\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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",
    "    labels_name_a[7]: [9.3, 1, 1],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: [4.0, 1, 1],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[9]: [15.1, 1, 1],  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: [4.2, 1, 1],  # modeld 1DP 8TP 8EP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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",
      "LM 0.11 XLA 1.0\n",
      "LM 0.25 XLA 1.0\n",
      "LM 0.07 XLA 1.0\n",
      "LM 0.24 XLA 1.0\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": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'MFU (%)')"
      ]
     },
     "execution_count": 48,
     "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": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f6e48797770>"
      ]
     },
     "execution_count": 49,
     "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": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Dhg2NU6dOub0/Z/3888+5PimzY8eObn2i580C6b1ojhYJsvIXSAzjxieruvMLJIF+bgaDQHqtzzDoqWHQU2fRU9cE+rkZbLg2paXeQEutQUsDF9eltJSW0lJn0VLA+0IFAECQSEtL06ZNm3Jta926tVv7atGiRa7vU1JS9MUXX7i0jyJFirh1bGe98MILWr16taKiokzH//nPf2rQoEFu779o0aJuP/dmb7zxhh544AHTsdTUVP3+97+35DgAAAAAgOBy9uxZTZs2TZJUu3Zt7dy5U/3791dISEi+zytfvryWL1+uF154weFjZsyYoZMnT7o0H+7zs3GfD9gLLc2NlgLwhf/85z+aMGGCJKlZs2YaOnSo5cfwZk/DwsI0ceJEzZkzR6Gh5m8peeuttzRx4kS3j2FVTz/44ANVqVLFdGzfvn165ZVXLDkOAN+jpbdHS2F3MTExebZ16tTptverVvFmA0qWLKnPPvtMf/jDH0zHr127pm7dumnLli1uH8OKBsTFxWn27NkOx99++23t2LHD5f2eP39e7du31+7du3O27d69W23bttWZM2fcmKlz9u/fr1atWun48eM521atWqWnn35amZmZbu2zoL0X7bq+ffu6/dxAPjeDQaC91ifRU4meOoOeui6Qz81gxLUpLbUaLbUOLQ1MXJfmRku9g5Zah5YCwY+FIgAAQWPbtm3KyMjIta106dJu7cvsjRD79+93aR+RkZFuHdsVbdu21apVq1SoUCHT8ZkzZ2rq1Klu7TsiIsKDmd0QEhKS7xtc1qxZo+3bt1tyLAAAAABA8Fi6dKmuXLmiuLg4bdq0SdWqVXP6uSEhIZo6dap+97vfmY5fu3ZNn3zyiUvz4T4/G/f5gL3Q0rxoKQBvOn/+vHr16qXMzEyVKFFCCxYscPgLwp7wRU/79OmjOXPmOBwfOXKkVqxY4da+reppZGSkxowZ43B85syZOnz4sCXHAuA7tNQ5tBTBqEiRIipbtqxPjuXtBoSGhmrmzJnq37+/6fiVK1fUpUsXt/99WdWA9u3bq3nz5qZjmZmZeuONN1ze59ChQ/XNN9/k2f7tt9+qXbt2OnfunMv7vJ1ffvlFrVq1UnJycp6xjz/+WJMmTXJrv4H2XjSr/rvfTsOGDVWhQgW3nhvI52YwCLTX+iR6eh09zR89dV0gn5sFBdemzgvk85WWmqOlrqGleXFdmhcttRYttRYtBYIfC0UAAILG0aNH82wzuzFwhtnqsKdPn3ZpH75aSbZ169aaPn26w/ERI0bo//7v/1zer5VvtmnRooXuvPNOh+Pvv/++ZccCAAAAAASHf/3rX5Kk+fPnq2LFii4/PyQkRHPmzDG9x5ekzZs3u7w/X+A+H4CVaKk5WgrAW1544QUdPHhQkvThhx+qcuXKXjmOr3rau3dvjRw50uH4wIEDc32Sk7Os7GmPHj1UsmRJ07HMzEzNmDHDsmMB8A1a6hxaimBVqlQpnxzHFw0ICQnRjBkzHL4J/ty5c+rdu7eysrJc3reVDRg0aJDDsU2bNmnv3r0u7W/8+PGqVauW6dg333yj9u3b6/z58y7tMz9JSUlq1aqV6fvGJKlZs2b5flptfgrqe9EkqWnTpm49L5DPzWAQaK/1Xd+nt9HTvOhpbvQ0f/TUfVybOieQz1daao6Wuo6W5sZ1KS29jpbmRkvzR0sB72GhCABA0EhLS8uzbefOnW7ty+xGpVy5cm7tyxf+8Ic/6IknnjAdu3Llinr16uXWDaeVOnXq5HDMnZt5AAAAAEDwyszM1I4dO9S5c2e1adPG7f3ExsbqueeeMx1z9APFQMB9PgAr0FJaCsC3li1bprlz50qSevXqpe7du/t3QhYZN26c7rvvPtOx1NRUPfvssz6eUW4RERFq27atw/FNmzb5cDYAPEVL/YOWIpBERUX5ewqWKlSokBYsWKDixYubjn/xxRd67733fDyr3B599FEVKlTI4birDYiLi1NiYqLuuOMO0/GvvvpKHTp00MWLF13ar5lff/1VLVu21K+//mo6/uCDD+qzzz5TdHS0W/svyO9FGzNmjAYMGODXOVh9btpdQX+tj57mRU9voKf5o6fu49rU92ipY7SUlgYKrktp6a1o6Q20NH+0FPAeFooAAASNEiVK5Nn2r3/9S1evXnV5X/v378+z7eGHH3ZnWj4zffp0FSlSxHTsu+++05IlS3w8o9waN27scOzkyZM6cuSID2cDAAAAAAhkP//8sy5evKhhw4Z5vK+uXbuabk9JSfF4397EfT4AT9FSWgrAd5KTkzVw4EBJUrVq1TR9+nQ/z8g6YWFhmjVrlsNPNfr000+1Y8cOH88qt/x6unv3br8vDATAObSUlgKSFBkZ6e8pWK5SpUr6y1/+4nB8/PjxunDhgg9nlFvRokVVp04dh+O7du1yeZ/x8fFKTExU1apVTce//PJLPfbYY7p06ZLL+77u6NGjatmypZKSkkzHGzdurLVr1zr8hFpnFOT3otWpU0f169f36xy8cW7aGa/10VMz9DQbPc0fPXUf16a+R0sdo6W0NFBwXUpLzdDSbLQ0f7QU8B4WigAABI26devm2ZaWlqa//vWvLu9r69atub5v0qSJatas6fbcfCEuLk5DhgxxOD5u3Di/vnmjevXq+Y4H+g09AAAAAMB3IiIiNG3aND300EMe7+vee+9VsWLF8mwP9E+A4T4fgKdoKS0F4BuGYahv3746ffq0wsLCtGjRIhUtWtTf07JUgwYN1KNHD4fjo0eP9uFs8sqvp9euXTP9hCgAgYWW0lLgutDQ4HxL68CBAx3+MkVqaqqmTZvm2wndIr8GuHtvWrlyZSUmJqpSpUqm41u3blWnTp10+fJll/ednJysVq1a6eDBg6bj9957r9avX2/6WoYrCvp70QKBN85Nu+K1vmz0NC96Sk+dQU/dw7Wpf9BSc7TU/2hpNq5Ls9HSvGgpLXUGLQW8IzjvXAAABdL9999v+ulw48eP1549e5zez5UrV/J8ktyoUaM8np8vDB48WOHh4aZjP/30k1avXu3jGd1wu5X7rl275qOZAAAAAAACXY0aNfT8889bsq/Q0FBVqFAhz/a4uDhL9u9N3OcD8AQtzUZLAXjbu+++q40bN0qSXn/9dTVp0sTPM/KOl156yeHYhg0b9MMPP/hwNrnRU8D+aCktBa4LCwvz9xS8onDhwvneo0+ZMsWv/87ya4An86pWrZoSExNNX1OQpM2bN6tLly4ufXLn8ePH1apVK9NP7pSyF+bZuHGj6aeEuor3ovmft85NO+K1vmz0lJ7SU/fQU/dwbeoftNQcLfU/WpqN69JstJSW0lL30FLAO1goAgAQNKKjo9W1a9c8269evaoOHTro2LFjTu1nypQpSk1Nzfm+R48eat++vWXz9Ka4uDh17NjR4fi//vUvH84mt3PnzuU7Xq5cOR/NBAAAAABQ0JQqVSrPtvr16/thJq7hPh9AIKGl1qOlgP3t2bNHI0aMkJT9SUFvvPGGn2fkPY0aNdI999zjcDxQexoaGqrY2FgfzgaAq2jpDbQUCG59+vRRoUKFTMdOnjypxMREH8/ohvwa4Om9aY0aNZSYmOhwPxs2bNATTzyh9PT02+4rJSVFrVu31t69e03H77rrLm3atMn0NQx3FKT3ovXo0UN9+/b19zTy8Oa5WdDZ9bU+iZ7SU3rqDnqKW9FSWnodLXUeLfUOrku9g5aao6X+R0sB72ChCABAUBkxYoTpCq5HjhxRq1atdODAgXyfv2vXLo0bNy7n+3vvvVcfffSR5fP0ps6dOzscW7Vqla5cueLD2dxw4sQJh2MhISFc1AMAAAAAvMZspfrmzZv7YSau4z4fQKCgpdajpYC9Xb16VT179tSVK1dUtGhRLVy4MGg/ZfC6/Hq6dOlSH84kt/x6WrZs2aD/7wLYGS3NjZYCwS02NlYPPfSQw/FbP4nSl/JrQPny5T3ef+3atbV582aHi86sWbNG3bp1U0ZGhsN9pKamqnXr1vrxxx9Nx+vUqaPExETLF7YpKO9FO3v2rL+nYMrb52ZBZufX+ugpPZXoqavoKW5FS2mpREtdRUu9g+tS76CljtFS/6KlgHewUAQAIKjUrl1bI0eONB3bt2+fHnjgAW3dutV0/NixY+rSpUvOm4IffPBBbdq0SdHR0V6brzfktxLdhQsXtG3bNh/O5obt27c7HEtISFBUVJQPZwMAAAAAKEiOHj2a6/vo6Gi1bt3aT7NxDff5AAIFLbUeLQXsbeTIkfrhhx8kSe+//76qV6/u5xl5X349PXDggPbv3+/D2dyQX0+bNm3qw5kAcBUtzY2WAsEvvwasXbvWhzO54dKlS9q9e7fDcasacLtPAV25cqW6d++ua9eu5Rk7ffq0HnnkEe3Zs8f0uTVr1lRiYqLKli1ryVxvVlDei3a7X4TxB1+dmwWVnV/rk+gpPaWnrqCncISW0lJa6jxa6j1cl1qPluaPlvoPLQW8h4UiAABBZ9SoUQ5vDk+dOqU2bdroH//4R67tqampatOmjY4cOSJJ6t69uzZu3KiSJUt6fb5WK1eunCpWrOhwPL8La29avXq1w7EOHTr4cCYAAAAAgIIkNTU1z2rkPXr0CMgf0pnhPh9AIKCl3kFLAfvavHmzpkyZIin7Z0q9e/f284x8o2HDhgoPD3c47o+eXr16VRs3bnQ4Tk+BwEVLzdFSILglJCQ4HEtOTtbJkyd9OJtsGzZsUHp6uulYVFSUWrZsadmxGjRooA0bNqhEiRKm48uXL9fTTz+tzMzMnG1nzpxRmzZt9P3335s+p3r16tqyZYtXP3Uy2N+LdvLkyYD8BRJfnpsFjd1f65PoKT2lp66gp3CEltJSWuo8WuodXJd6By29PVrqH7QU8B4WigAABJ3w8HAtX75cDRs2NB3PyMjQgAED9MorrygrK0vHjx9Xy5Yt9dNPPykiIkLTpk3T4sWLbXWDeStHf3bJP28sWbduncMbucjISPXv39/HMwIAAAAAFBRffPFFru9DQkI0ZMgQP83GPdznA/A3Wmo9WgrYV1pamvr06SPDMFS5cmXNmDHD31PymYiICNWpU8fhuD96OmfOHKWkpJiOlS1bVl27dvXxjAA4g5bSUqCgyu/eVPJPA9566y2HY/369VNUVJSlx2vUqJHWrVunYsWKmY4vXbpUvXr1UlZWls6ePau2bdtq165dpo+tUqWKtmzZovj4eEvneKtgfy/arFmzZBiGv6eRh6/PzYIk2F/rk+ipRE/9gZ7CbmgpLQ1EtLRg4brUO2jp7dFS/6ClgPewUAQAICgVK1ZMGzdu1D333OPwMZMmTVKnTp3UtGlT7dmzRwkJCfr222/1/PPP+3Cm3lG5cmWHYz///LMPZyKdPXtWgwcPdjg+ePDgfOcLAAAAAIAnPvnkk1zf9+jRQ/Xr1/fPZNzEfT4Af6Ol1qKlgL09++yzOnbsmEJDQ7Vw4UIVL17c31PyqUDq6a+//qrXX3/d4fjo0aMVExPjwxkBcBYtpaVAQVW6dGkVKVLE4bivGzB9+nR9/fXXpmMxMTEaNWqUV457//33a82aNQ77snjxYvXu3Vvt27fXzp07TR9TqVIlbdmyxWf3z8H6XrRdu3Zp/Pjx/p5GHv46NwuKYHitj55mo6eBg57CjmhpNloaOGhpwcN1qfVoqfNoqW/RUsC7WCgCABC0YmNjlZiYqAceeMDhYz777DMdOHBAzZs3144dO3TXXXf5cIbeU7FiRYdjaWlpPpvHpUuX9NRTT+nAgQOm4w0bNuSCHgAAAADgNRcuXNCnn36a8314eLjGjRvnxxm5h/t8AP5ES61FSwF7mz9/vpYsWSJJGj58uJo2bernGfleoPQ0NTVVXbp00alTp0zH27dvrz/+8Y8+mw8A59FSWgoUdPl9KqYvG7Bu3Tq99NJLDsc//PBDlStXzmvHf+ihh7R69WqHn765aNEi7dixw3SsQoUKSkxMVLVq1bw2PzPB8F60S5cu6ejRo9q4caNeeOEFPfTQQ7p06ZK/p5WLv8/NYBcsr/VJ9PQ6euof9BTBgpZmo6X+QUsLNq5Lrefv85WW+gctBSCxUAQAIMiVKFFCiYmJevzxx/N93NatW/Xcc88pIyPDRzPzrqJFizocO3v2rE/msH//frVs2VLr1683Ha9UqZJWr17Np48AAAAAALxm/vz5OnfuXM73w4YN0x133OHHGbmH+3wA/kRLrUNLAXtLSkrS4MGDJUn33Xefxo4d6+cZ+Ucg9PTbb7/Vgw8+qO+++850vEGDBlqyZInCwsJ8Mh8AzqOl2WgpULD5uwGZmZl699131bFjR6Wnp5s+Zty4cXrmmWe8PpfmzZtr5cqVioyMdPo5cXFxSkxMVI0aNbw4M8cC8b1ohw8fVkhIiFNfRYoUUaVKldS2bVtNmzZNV65c8fr8nBVI52YwC5bX+iR6ejN6ag16ioKIlt5AS61BS+EsrkutE0jnKy21Bi0F4Kpwf08AAABvi4qK0scff6yBAwdq9uzZDh83c+ZM7dmzR8uXL1fZsmV9OEPrRUVFORy7+YbaXaNHj9YDDzyg2rVrq3r16ipbtqwKFy6s1NRU/fDDD/r44481b948hxfzrVu31sKFCxUXF+fxXAAAAAAAMJOenq5JkyblfF+7dm2NHj3ajzNyH/f5APyFljqPlgLBLSsrS7169dK5c+dUpEgRLVq0SOHhBfPtFt7u6ZAhQ1S/fn3Vrl1bVatWVZkyZRQWFqaUlBTt3LlT//rXv7RkyRIZhmH6/O7du+vvf/97vm/MBOAftPQGWgoUbN5swPbt2zVmzBjdddddqlWrluLj41WiRAlduXJFR48e1YYNGzRr1izt2bPH9PnR0dGaPn26+vbt69E8XNG6dWutWLFCXbp00dWrV/N9bJkyZbR582bVrl3bR7MzVxDfi+YpO56bwSiYXuuT6Omt6GnBYMdzE4GNluZGSwsGO56bwYbrUufZ8XylpQWDHc9NIJgVzJ+2AQAKnK1bt2r16tUKDw9XQkKCduzYYfq47du3q0mTJlq7dq1q1arl41laJysry+GYFW+2mT9/vubPn+/y86pVq6Y///nP+tOf/qTQ0FCP5wEAAAAAgCN///vflZSUJEkKCwvTRx99pIiICP9Oyk3c5wPwF1rqPFoKBLeJEyfqyy+/lCS9++67qlmzpp9n5D/e7ul7773n1vPq1aunESNG6Omnn/Z4DgC8g5beQEuBgs2bDThw4IDGjh3r8vPCwsL05JNPauzYsapTp45Hc3BH+/bttXDhQnXr1s3hYwoXLqxNmzapbt26PpyZY4H0XrS4uDgtXbrUqcdeuXJFKSkp+t///qdly5Zp//79XpnTrex6bgabYHqtT6KnZuipZ+gpCiJamhct9QwthTO4LnWeXc9XWuoZWgrAVSwUAQAIepMnT9bw4cMVFhamZcuW6Xe/+51Gjhypt99+2/TxBw8eVJMmTfTZZ5/pgQce8PFsrXH58mWHY9HR0R7vf+rUqTp69Kh2796tn376SceOHTN9XEhIiOrWrauHH35Y7dq1U6dOnRQWFubx8QEAAAAAyM+pU6dyfdrA2LFj9fDDD/txRp7hPh+AP9BS19BSIHj997//zXmj0xNPPKEBAwb4eUb+5e2ezps3T99++62+//57/fzzzzpx4oTp48LCwtSgQQM9/PDD6tixox555BGPjw3Ae2hpbrQUKNi82YBWrVrpd7/7nb799lv93//9n/bt26dLly6ZPrZEiRJq0qSJHn74YfXs2VNVqlTx6NieSE9P15w5c5x6zJQpU3w0K8cC7b1oERERbr1m8+abb2r06NGaMGGC5XO6lV3PzWASbK/1SfTUDD31DD1FQURL86KlnqGluB2uS11j1/OVlnqGlgJwFQtFAACCVmZmpp5//nnNmDFDISEhmjdvnjp16iRJeuutt1S3bl394Q9/UHp6ep7nnj59Wu3atdO6devUpEkTX0/dY2fOnHE4Vq5cOY/337lzZ1WtWjXn+6tXryo5OVlpaWm6evWqihYtqpIlS6p06dKKjIz0+HgAAAAAALjixRdf1OnTpyVlr1I/cuRIP8/IM9znA/AHWuoaWgoEp0uXLqlnz57KyMhQfHy8Zs2a5e8p+Z23e9q7d2/17t075/tLly4pOTlZZ8+eVUZGhooVK5bT08KFC3t8PADeR0vzoqVAwebNBlSqVEkvvvhirm2pqak6ceKELly4oLCwMJUsWTLnKyQkxKPjWSEjI0PdunXTmjVrbvvYqVOnKjw8XJMmTfLBzPIKtveihYeHa/z48Tpy5IgWLFjg1WPZ8dwMNsH2Wp9ET29FT/2HnsLOaGlutNR/aGnBwXWpa+x4vtJS/6GlQMHFQhEAgKCUmZmp7t276+OPP5YkDRkyRD179sz1mN69e6tKlSrq0qWL6c3ZuXPn1K5dO23fvl3169f3xbQtc+TIEYdj3lh9LSIiQtWqVVO1atUs3zcAAAAAAK5YuXJlzg+7qlWrpoULF9r+h03c5wPwNVrqOVoKBIeXXnpJ+/bty3lzWKlSpfw9Jb/zdU+jo6NVo0YNy/cLwHdoaV60FCi4DMPQsWPHHI57owGxsbGKjY21fL9WuHbtmrp3766VK1c6/ZzJkyerUKFCPvl0zJsF83vR/vznP3v9F0jMBPK5GWyC8bU+epobPQ0M9BR2Q0tzo6WBgZYGN65LrRHI5ystDQy0FCh4Qv09AQAArGYYhvr06ZNzwV69enW99dZbpo9t3ry5tm3bpgoVKpiOnz9/Xh07dlRaWprX5usNv/zyi8OxOnXq+HAmAOBbn3/+uUJCQjz66tu3r7//GADgV7QUgJ0dPXpU/fv3lySVKlVKa9euVenSpf08K89xnw/Al2gpAGRbvXq1Zs6cKSn7DVWtW7f284wCAz0F4Apaao6WAgXXkSNHTD+F8rqC1IDMzEz17NlTy5cvNx0vWbKkwsPNPwtv4sSJGjVqlDenl0uwvxft7rvvVvHixf09DXhJsL7WR09voKf0FHAXLb2BltJSeB/XpcGPltJSAP7DQhEAgKAzYcIELVq0KOf78ePHKyIiwuHj69Wrp23btqlq1aqm44cPH9awYcOsnqZXfffddw7HGjdu7MOZAAAAAADgGxkZGerevbtOnTqlwoULa8WKFapdu7a/p2UJ7vMB+AotBYAbBgwYkPO/J0+e7PZiiv369TPdv6PHB7IzZ87o0KFDDsfpKYBb0dK8aClQsO3atcvhWHR0tOrVq+fD2fhPVlaWevfurSVLlpiOlyxZUps3b9bixYsd/hLJm2++qXHjxnlzmjmC/b1oISEhAfXJp7BOML/WR0+z0VN6CniClmajpbQU3sd1afCjpbQUgH+xUAQAIKh8/fXXuVaSi4+PV9euXW/7vOrVq2vLli2qXLmy6fjs2bP17bffWjZPb/r555915swZ07GQkBA1a9bMtxMCAAAAAMAHBg8erO3btys0NFTz588Pmvtf7vMB+BItBYAbUlJS/D2FgLNjxw6HYzExMbr33nt9OBsAdkBL86KlQMGWXwMeeughhYWF+XA2/pGVlaV+/frpn//8p+l48eLFtWHDBt1zzz3q2rWrFixY4PDvZfTo0Zo4caI3p1tg3otWkD7ltiAJ1tf6JHoq0dPr6CngPlpKS6+jpfA2rkuDGy3NRksB+BMLRQAAgsrgwYOVlZWV8/0TTzzhcMW5W1WtWlUbNmxQbGys6fjkyZMtmaO3ffbZZw7HGjVqpPj4eB/OBgAAAAAA75s+fbpmzpwpSZo2bZqeeuopP8/IOtznA/AVWgoAuJ38etq+fft8P20JAJCNlgIFW34N6Ny5sw9n4h+GYWjgwIGaP3++6XixYsW0fv16JSQk5Gzr3r275s2bp9BQ87c7jxw5UpMmTfLKfKWC8160WbNmae7cuf6eBiwUzK/1SfSUnuZGTwH30FJaejNaCm/hujS40dLcaCkAf2GhCABA0Pj888+1c+fOXNtat27t0j5q166tZcuWmV7or1ixQpcvX/Zojr6wdOlSh2M9evTw4UwAAAAAAPC+VatWaciQIZKksWPHatCgQX6ekbW4zwfgC7QUAHA7mZmZWrFihcNxegoAt0dLgYLt559/1p49e0zHChUqpCeffNLHM/ItwzD0pz/9SbNnzzYdj4mJ0dq1a3X//ffnGevZs6f+8Y9/KCQkxPS5r7zyiqZOnWrldCXxXjTYV7C/1kdP6emt6CngOlpKS29FS+ENXJfSUloKAL7BQhEAgKCxaNGiPNvq1avn8n6aNWumMWPG5Nl+9epV/ec//3Fnaj7zww8/6OuvvzYdi4qKUr9+/Xw8IwDwrRYtWsgwDI++WD0TQEFHSwHYyY4dO9S9e3dlZmZqyJAhGjVqlL+nZCnu8wH4Ai2lpQDgjNWrV+vYsWOmYxUrViwQn4wFAJ6ipUDBdv0TVM08+eSTiouL8+FsfO+FF15w+HdQpEgRrVmzRg8++KDD5/fp00ezZs1y+EskL774ot5//31L5nod70WDHQX7a30SPaWnY/Jsp6eA62gpLb0VLYXVuC6lpbQUAHyHhSIAAEFj27Zteba5e3M1bNgwValSJc/2AwcOuLU/Xxk/frzDsT/96U8qWbKkD2cDAAAAAID37NmzRx06dNClS5fUp08fTZkyxd9Tshz3+QC8jZbSUgCOebqI4vWvOXPmuLT/QDVx4kSHY6+88orCwsJ8OBsAdkFLc6OlQMF18uRJffTRR6ZjoaGhGj58uI9n5Fv5/XJHVFSUVq1apaZNm952PwMGDNCHH37o8JdIBg8erBkzZng015vxXjTYTUF4rY+e0lN6CniOltJSWgpv47qUltJSAPAtFooAAASNo0eP5tkWGRnp1r4KFy6svn375tl++vRpt/bnCzt37tTSpUtNx0qUKKHXXnvNxzMCAAAAAMA7fvnlF7Vr105paWl6/PHHNXv2bIc/NLQr7vMBeBstpaUA4KyPP/5YX3/9telY9erV9eyzz/p4RgBgP7QUKNjGjh2rCxcumI717NlTDRo08PGMfOeVV17R1KlTTcciIyO1cuVKtWzZ0un9/fGPf9S0adMcjg8aNMjhL+u4qqC/F+26rVu36vHHH9fVq1f9PRXkoyC81ifRU3pKTwEr0NKppmO0lJbCGlyX0lJaSksB+B4LRQAAgobZJ4OcOXPG7f01a9Ysz7YSJUq4vT9vSk9PV//+/R1+Oso777yjUqVK+XhWAAAAAABY7/Dhw2rVqpWSk5PVtm1bLV68OOg+cZP7fADeRktpKQA46/Tp0xo8eLDpWEhIiP7+97+rUKFCPp4VANgLLQUKti+//FIffvih6VhsbKwmT57s4xn5zmuvvaZJkyaZjkVEROiTTz7RI4884vJ+n3vuOYefSGsYhgYOHKi5c+e6vF+zfd2qoLwX7bqsrCwNGTJEly9fVkREhL+nAwcKwmt9Ej2lpzfQU8B9tJSWXkdL4Q1cl9JSWkpLAfgHC0UAAIJGXFxcnm3Hjx93e3/x8fF5tpUvX97t/XnT888/rz179piOderUSf379/fxjAAAAAAAsN6RI0fUqlUr/frrr2ratKlWrFjh8Q+t3n77bW3atMmiGVqD+3wA3kRLaSkAOCszM1M9e/Z0+PO2wYMHq3Xr1j6eFQDYCy0FCrbjx4/r6aefVlZWlun4zJkzVbZsWR/PyjfGjBmjCRMmmI4VLlxYy5YtU7t27dze/9ChQx3+cophGBowYIAWLlzo9v6lgv1etOtmz56t77//Xj169PD3VOBAQXmtj57S05vRU8A9tJSW3oyWwmpcl2ajpbSUlgLwBxaKAAAEjcaNG+fZ9tVXX7m9vytXruT6PjQ0VA8++KDTz3d082e1iRMnatasWaZjdevW1YIFC9zar6NP2rvdGAAAAAAA3nD48GE1b95cBw8eVOPGjfXZZ58pOjrao33OnDlTw4cPV+nSpW/7WO7zAQQDWkpLAQQHX/TUMAw999xzWrdunel4ixYt9M4777i9b3fGAMBKtBQo2HzRgHPnzqlTp046cuSI6fhrr72mJ554wq19O/p3Hij//sePH6+xY8eajhUqVEhLlizRY4895vFxXn75ZU2cONF0LCsrS3379tXixYvd3n+gvRfN11JSUvTqq68qMjJSjz/+uFPPCfRzM9j4+7U+iZ56Gz01R08RbGipd9FSc7QUVuK6NBstpaW0FIC/sFAEACBodO7cOc+2VatWub2/vXv35vr+oYcecml1v6tXr7p9bGeNGzdOI0eONB2rXr261qxZo2LFirm17/T0dLfGAAAAAACwWlJSklq0aKFDhw4pISFB69evV9GiRd3eX1ZWlv72t79p0KBBuuuuu3TPPffc9jnc5wOwO1pKSwEED2/3NDMzUwMHDtTMmTNNx++77z4tX75c4eHhbu2fngIIBLQUCEzXrl3Ls80bv+zh7QakpqbqkUce0c6dO03H//CHP+jNN990e/+O/p0Hwr//d955R6+//rrpWHh4uBYvXmz6Hi93DR8+XOPGjTMdy8zMVK9evbRs2TK39h1o70Uz+/cheeeXMwzDUL9+/ZSWlqbHHnvM6ddSAvncDDaB8FqfRE+9iZ46Rk/hK1ybOieQz1da6hgthVW4Ls1GS2mpREsB+A8LRQAAgkbXrl1VvXr1XNtWr16t/fv3u7W/JUuW5Pp+2LBhLj0/LS3NreM64/z58+revbtGjx5tOl63bl198cUXqlKlitvHuHTpksOxCxcuuL1fAAAAAABcsW/fPjVt2lRJSUl64IEHtHHjRpUoUcKp5xqGoWvXrunChQs6duyYvvnmG73zzjtq0KCB/vznPysrK0vPPPOMU/viPh+AndFSWgoguHizpydOnFCbNm300UcfmY43bdpUmzZtUsmSJd0+Bj0FEAhoKRCYMjIy8mzzxhvPvdmA//73v0pISHD4yyNDhw7VzJkzFRIS4vYxHDUgEP7916hRw3QRnLCwMC1cuFBPPvmk5cd84403NGrUKNOxmJgYVa1a1a39Btp70W79pNLrzP7deOovf/mL1qxZI0nq0aOH088L5HMzmATKa30SPfUmeuoYPYWvcG3qnEA+X2mpY7QUVuC6NBstpaXX0VIA/sJCEQCAoBEeHq5Jkybl2paVlaXf//73yszMdGlfO3bs0PLly3O+b9u2rTp27OjSPg4fPuzS451hGIaWLVumunXr6t///rfpY3r16qVvvvlG8fHxHh3rxIkTDseOHDni0b4BAAAAAHDGDz/8oKZNm+ro0aOSsu/XS5YsqZCQEKe+QkNDVahQIRUtWlQVK1bU/fffr5dffll79uyRJIWEhKhnz55OzYX7fAB2RUtpKYDg442eXrt2TbNmzdKdd96pLVu25BkPCQnRyy+/rMTERKc/ZcgRegogENBSIDCdP38+z7Zz585ZfhxvNODs2bN6+eWX9cADD5juPyYmRosWLdKUKVM8+uURyXEDAuHff+fOnbVw4UKFhYXlbAsNDdW8efP01FNPee24Y8eO1YgRI3Jti4mJ0dq1a9WoUSO39hlo70U7deqU6Xar/4289957Ob+QU6xYMT322GNOPzeQz81gEUiv9Un01JvoqTl66v9zsyDh2tQ5gXy+0lJztNT/52Yw4LqUltJSWgogcLBQBAAgqDzxxBMaNGhQrm1ffPGF/vSnPykrK8upfRw6dEhPPvmkDMOQJFWrVk3z5893eS6bN292OHb27FmX9nX27FnNnj1b99xzj7p27ZpzQ32zO+64Q8uXL9f8+fNVpEgRl+d7q++++87h2Lfffuvx/gEAAAAAyM+OHTvUokULpaSkeO0YzZs3V6VKlZx6LPf5AOyIltJSAMHJyp6mpKTo3XffVe3atTVw4EDTT91q2LChtmzZokmTJpl+apSr6CmAQEBLgcCUnJycZ9uxY8csPcalS5e0Y8cO07ErV664/CnRP/30k4YPH64qVaronXfeMf3FgieeeEI//PCDnn76abfmfLOMjAz93//9n8O5OPqkR1966qmnNHv27Jxf/pkzZ45Lv+DjrgkTJuR8emd0dLQ+++wzNWnSxKN9BtJ70X766SfT7RcvXtShQ4dc3t+tzpw5owEDBmjIkCE52x5//HFFRkY69Xw7nJt2F2iv9dFT76OnudHTwDk3CwquTW/PDucrLc2NlgbOuWlnXJfSUlpKSwPl3ASQzfOfOgEAEGDeffddnT9/XgsWLMjZNmvWLB09elTTp09XtWrVTJ93/ZPnnn322ZyV2cqXL69169apXLlyLs1h06ZN+V7oN2zYUFWrVlWDBg1Up04dVatWTRUqVFBMTIxCQkJ08eJFJScna//+/frqq6/0zTffOLxBrVOnjgYPHqzf//73Kly4sEvzdCQtLU2zZs1yOD5v3jwNGzbM4085AQAAAADAzPr16/XEE094/QdKvXr1cupx3OcDsCNaSksBBKd58+bl+8vNJUuWVM2aNXX33XerTp06qlq1quLi4hQTE6OsrCxduHBBR44c0b59+7R9+3Z99913Dj8l6b777tOQIUPUo0cPhYZa8zkkSUlJWrJkicPxGTNmqFevXpb1GwDM0FIgMK1bt850oZY9e/bohx9+0N133+3xMbKysvTCCy84/GTGr7/+WkWLFlX9+vV11113qXbt2qpcubLKlCmjqKgopaen69y5czp06JB+/PFHffHFFzpw4IDpvsLCwtSxY0f9+c9/1sMPP+zx3K+bPn26Lly4YDqWnp6umTNn6sUXX7TseO7q06ePLl++rEKFCql3794+O+5f//pXhYaG6pFHHlGzZs0s2WcgvBdt3759+uSTTxyOP/XUU3rvvfdUv3792y6WaRiGMjIydO7cOZ08eVL79+9XYmKi/vGPf+T55PQePXo4PUe7nJt2FWiv9dFT36Gn9PRmgXRuBjuuTZ1jl/OVltLSmwXSuWlHXJfSUlpKS6XAOjcBSCHG9aVrAAAIIoZhaMSIEZo0aVKuVd0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      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 50,
     "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
}