paper_note/lynx/end_to_end_mem.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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8efNUqVKloNUDAGXFbj3eMAzdd999bh+0VaxY0fTywgBgd3bp882bN3eLZWVl6cUXX/Q616pVq1y2O3furMaNG/tcGwCEg1C9Fd7JkydNb6Pt63mqSZMmpmsNlc9eQ/P/AkLO559/bhqvV6+eT/kaNWqkcuXKucW//vprn/J5wg5rAIBACPf+2KhRI40YMaJUckVERJhO0iYkJJRKfgAIhnDv856YPn26li9fLkl6+umn1blz56DVAgBlyW49fs6cOVq9erVb/MEHH1SNGjXKpAYACCV26fMdO3Y0vZXTc889p+3bt3ucJzc3VwsWLHCJjR071u/6ACDU+XKVorKwYsUKFRQUuMV9PU+VL19e9evXd4uvXr1ahYWFPuUsTQxWwCPr1q0zjV966aU+5YuMjFTdunXd4jt37tTJkyd9ylkSO6wBAAKB/uiqatWqbrGWLVsGoRIAKB127/Pbt2/XE088Ien3b6s988wzZV4DAASLnXr8+fPnNX78eLd4VFSU6a1BAOBCYJc+X6FCBdPbr+bl5emmm27S0aNHPcozbdo0lzoHDhyoG2+8sdTqBAB4p7TPU5LUsGFDt1h2dra2bNnic87SwmAFPLJ+/XrTuD+/GDVr1nSLGYahzZs3+5yzOHZYAwAEAv3Rldn9Pbt06RKESgCgdNi5z+fl5enOO+9Ubm6uKlWqpPfeey9kv8UBAIFgpx4/a9YsHTp0yC2elJTk0/2ZAcAO7NTnn3jiCdPX6ocPH9b111+vffv2Fbv/Tz/9pH/961/O7TZt2mjmzJmlXicAwHOBGKwwO09Jv58Hgo3BCpTo6NGjltOq/vxixMfHm8Z37Njhc04rdlgDAAQC/dHdkSNHXLYrVKigbt26BakaAPCP3fv8k08+qa1bt0qSXnnlFdNvNQCAXdmtx0+ePNk0PnTo0IAeFwBCld36fJMmTfTkk0+aPrZnzx516tRJq1atMn386NGj6tu3r3JzcyVJV111lVasWKEKFSoErF4AQPGKioq0bds208fC8TzlCQYrUKIDBw5YPubPL4bVvTH37t3rc04rdlgDAAQC/dHVyZMndfz4cZfYwIED+UMdQNiyc5//6quvNG3aNEnSgAEDdNddd5XZsQEgFNipx69evdr0m8pVqlRRz549ndunTp3SvHnzdM8996h169ZKSEhQdHS0ateurY4dO+qZZ57R9u3bA1YnAJQlO/X5P4wdO9byyyuZmZnq3r27Zs2a5RI/efKkunfvrsOHD0v6/bX/8uXLVaVKlYDXCwCwlpaWpvz8fNPHwvU8VRIGK1Ci1NRU03hsbKwqVqzoc97o6GjTeHp6us85rdhhDQAQCPRHV6tXr3bZdjgcGjlyZJCqAQD/2bXPZ2VlaciQITIMQ3Xr1tXrr79eJscFgFBipx4/e/Zs03jv3r1Vrlw57dixQ3//+9916aWXatCgQZo1a5a2bt2q48ePKz8/X8eOHdOGDRs0ceJEtWzZUoMGDXIbmAaAcGOnPv+HqKgoLVq0SFdccYXp4+fPn9c999yjf/zjHyoqKlJ6erq6du2qnTt3Kjo6WjNmzND8+fP5AgwAhACr85QkJSQk+Jw32O85FYfBCpTor5dE/4O/L16sfjEC8YevHdYAAIFAf3S1ePFil+2BAweqZcuWwSkGAEqBXfv8Aw88oKNHjyoiIkLvvfeeLr744jI5LgCEErv0+KKiIi1ZssT0sauuukqPPPKIWrVqpZkzZ+rcuXOKjY1V3bp1ValSJcuc8+bNU4sWLbRhw4aA1AwAZcEuff6vKleurOXLl+vKK6+0fM5LL72kpKQkXXvttdq+fbvatWunH3/8USNGjCiTGgEAJbM6T0n+nauCfZ4qDoMVKFF2drZpPFAv4KyO5w87rAEAAoH++H9ycnL0ySefOLejoqL0r3/9K4gVAYD/7Njn586dqwULFkiSxowZo2uvvTbgxwSAUGSXHr9p0yadOnXK9LHHH39cM2bMUNWqVTVu3Dht2bJFOTk5OnjwoLKzs/Xzzz/rkUce0UUXXeS2b2Zmprp166ZVq1YFpG4ACDS79Hkz1atX19dff61OnTpZPuezzz7Tvn371KVLF3333Xdq0aJFmdUHAChZceeN8uXL+5w3FM5TVhisQIl+++0307g/vxSSFBkZaRrPy8vzK68ZO6wBAAKB/vh/5s6d6/LiLDk5WZdddlkQKwIA/9mtz6empurhhx+WJLVv317PPvtsQI8HAKHMLj3+66+/LvbxcePG6cCBAxo/frxatWrl8ljz5s01ffp0rV69WtWqVXPbNycnR7fddpuOHTtWqjUDQFmwS5+3EhcXp6+//lq33HJLsc9btWqVHnroIZ0/f76MKgMAeMLqPBUTEyOHw+Fz3lA5T5lhsAIlsvrF8HcytrCw0DSen5/vV14zdlgDAAQC/fF3+fn5eumll5zbTZo00bhx44JYEQCUDjv1+aKiIg0ePFjZ2dmKjY3VvHnzFBUVFbDjAUCos0uP37x5s2m8Q4cO2rlzp8aPH6/Y2Nhic3Tq1EmfffaZypUr5/ZYRkaGBg8eXBqlAkCZskufL0758uX18ccf65577in2eW+88Ya6du2qEydOlFFlAICSXAjnqb9isAIlMgzDNO7vZGxRUZFp3OoSL/6wwxoAIBDoj7978803lZqaKun3idiZM2eGbK0A4A079fl///vf+vbbbyVJ06dPV+PGjQN2LAAIB3bp8bt27TKNJyUlqW7duh7n6dixo5566inTx7766it99dVXPtUHAMFilz5fklWrVmnp0qWKiooq9tYga9euVefOnbVnz54yrA4AYOVCOU/9GYMVKFHFihUDkjc3N9c07u8kkxk7rAEAAoH++Pu9l/98dYpnn31W11xzTRArAoDSY5c+v3HjRudtP/r161fiN9oA4EJglx6/d+9e03j9+vW9zjV69GhVrVrV9LEXXnjB63wAEEx26fPFmTx5srp3766srCwtXLhQa9eu1T//+U/L5+/fv1+dO3fWd999V4ZVAgDMXAjnqb9isAIlqlSpkmnc6h+2p6zuhePvJJMZO6wBAAKB/ig9+uijOnXqlCTpxhtv1JNPPhnkigCg9Nihz//222+68847df78eV1yySV66623Sv0YABCO7NDjz58/r7Nnz5o+dskll3idLzY2Vg899JDpYytWrHC+7geAcGCHPm+lsLBQDz74oJKTk1VUVKRZs2YpKSlJERERev755/XOO++Y3t5Jkk6dOqWePXtq/fr1ZVYvAMCdnc9TVhisQIkC9YuRk5NjGo+Li/Mrrxk7rAEAAuFC749LlizRu+++K0lq0KCB3nvvPTkcjiBXBQClxw59/rHHHtOePXvkcDj0zjvvWH4TGQAuNHbo8VZDFZKUkJDgU06rqxoZhqHVq1f7lBMAgsEOfd5MYWGhBgwYoNdff12SNHLkSN15550uz7nrrrv05ZdfWtaUnZ2tnj17atu2bYEuFwBgwa7nqeIwWIESValSxTTu7y9Gdna2abxevXp+5TVjhzUAQCBcyP3xyJEjuvvuuyVJVatW1bJly1StWrUgVwUApSvc+/zSpUv1xhtvSPr98u7dunUr1fwAEM7CvcdLv1+VyIqvr83r1aunVq1amT72/fff+5QTAILBDn3+rwzD0JAhQ/Txxx9Lkho2bKjnn3/e9LldunTRmjVrVLt2bdPHz549qz59+igrKytg9QIArNnxPFUSBitQoiZNmpjGrSaGPHX69GnTeN26df3Ka8YOawCAQLhQ++P58+c1YMAAZWZmqly5ckpJSbH8bwEA4Szc+/yfv3U8efJkORwOn36GDRtmmt/q+QAQDsK9x0vSRRddZPlY5cqVfc7bs2dP03h6errPOQGgrNmhz//VpEmTNG/ePOf2c889p+joaMvnX3755VqzZo3q169v+vjBgweVnJxc2mUCADxgdZ4qLCz0a7gilD9bYLACJWrRooVpPCMjQwUFBT7nzcjIMI1bvUjyhx3WAACBcKH2x4cfflhr165VRESE5s6dq8TExGCXBAABEe59/sSJE6WaDwDsJNx7vCTFxsZaPlauXDmf87Zs2dI0npmZ6XNOAChrdujzf/b9999r7Nixzu1LLrlE/fv3L3G/hg0b6ptvvrH8QO3tt9/Wjz/+WGp1AgA8U6dOHcth6LS0NJ/zhvJnCwxWoERVq1Y1va9lUVGRjh075nPe48ePm8bbtm3rc04rdlgDAATChdgfX331Vedl5WfMmKE77rgjyBUBQOBciH0eAC4UdujxFStWtByuyMvL8zmv1YeR+fn5PucEgLJmhz7/Zw8//LCKioqc2/369VNUVJRH+9avX19ffvmlqlevbvr45MmTS6VGAIB3mjdvbho/evSozzlD+T0nBivgkdatW5vGjxw54lO+3NxcnTx50i1eo0YNXXbZZT7lLIkd1gAAgXAh9cdPP/1UI0eOlCQ9++yzGj58eFDrAYCycCH1eQC40Nihxzds2NA0furUKZ9z1qxZ0zRerVo1n3MCQDDYoc9L0sqVK/XDDz+4xLp16+ZVjiZNmmjhwoWmwxgpKSk6d+6cXzUCALxX2ucpSTp8+LBbLCIiQh06dPA5Z2lhsAIe6dWrl2n8wIEDPuVLTU01jXfq1MmnfJ6wwxoAIBAulP743XffacCAASosLNTIkSNdLj8JAHZ2ofR5ALgQ2aHHX3755aZxX9cgSZUqVTKNW33TGQBClR36vCTNmzfPLWbV/4uTmJio8ePHu8Xz8vK0bt06X0oDAPihtM9T586dM70tbIsWLSxf45clBivgkaSkJNP4Tz/95FO+vXv3msb79OnjUz5P2GENABAIF0J/3L59u2666Sb99ttvGjJkiKZNmxa0WgCgrIVznzcMo1R+Zs+e7VV+AAgX4dzj/3D11Vebxrdv3+5zTqvbi/jyIR4ABJMd+rwkrVmzxi1mdpsTTyQnJ6tevXpu8X379vmUDwDgu+7duysmJsYt7ut5at++fabvy4TKZ68MVsAjDRo0ML0/5Y8//uhTvq1bt7rFoqKi1K9fP5/yecIOawCAQLB7f/zll1/Us2dPZWVl6ZZbbtHbb78th8MRlFoAIBjs3ucB4EJmhx7fvXt30/j333/vc86cnBzT+LXXXutzTgAIBjv0ecn8kvBmH8R5oly5cho6dKhb3J9bSAEAfFOhQgXTWzuV5nlKku644w6f8pU2BivgscGDB7vFNm3a5NM3uswmlbp37x7we13aYQ0AEAh27Y8HDx7U9ddfr7S0NPXo0UPz589XZGRkmdcBAMFm1z4PAAj/Hv8///M/uuKKK9ziK1as8Dnn6dOn3WK1a9dW06ZNfc4JAMES7n1ekmmtZr3aU4mJiW6xuLg4n/MBAHxndp5KTU31aeDN7DzVrFkztWrVyqfaShuDFfDYAw88oMqVK7vEzpw5o++++87rXGvXrnWLjRo1ytfSPGaHNQBAINixPx4+fFjXX3+9Dh06pGuvvVYpKSmKjo72K+cLL7zg1xu8ABAsduzzAIDf2aHH33vvvW6xw4cPW35jrSS7du3y6BgAEA7s0OfNbvuRnp7uc75LLrnELVarVi2f8wEAfNe/f381bNjQLf7FF194nevbb791i4XSe04MVsBjF198sR544AG3eEpKild5fvzxRx0/ftwl1qZNG/Xo0cOv+jxhhzUAQCDYrT8ePHhQXbp00f79+9WhQwd99tlnqlChgl8533jjDY0ZM4ZvZAMIS3br8wCA/2OHHj9s2DBVr17dLT537lyf8v3www8u21FRUbr//vt9ygUAwWaHPt+hQwe32Pr1633Ol5ub67IdERGhq666yud8AADfRUZG6vHHH3eLe3ueysjI0MaNG11itWrV0pAhQ/yqrzQxWAGvjBo1SrGxsS4xb38xFi1a5BabMGGCX3V5ww5rAIBAsEt/TE1N1XXXXacDBw6oXbt2+uKLL1SpUiWf8xUVFWnq1KkaPny4WrRooSuvvLIUqwWAsmOXPg8AcBfuPb5ChQoaN26cW3zOnDk6e/as1/kWLlzosv3ggw+qdu3aPtcHAMEW7n3+b3/7m1vs008/9Tnf7t27XbavvvpqxcfH+5wPAEJdQUGBW6yoqCgIlZgbNmyY29WEli1b5jYIV5zFixe7renpp5/2+yrUpYnBCnilVq1aGjt2rEts3759WrVqlUf75+bmaubMmS6xW2+9VTfddJPHNSxevFhXXHGFoqOjVa9ePU2aNMmr5hEKawCAUBQK/dHfHr9nzx5de+21Sk1NVadOnbR8+XKP77FpGIYKCgqUk5Ojo0ePasOGDZoyZYpat26t0aNHq6ioSIMGDfK4FgAINXbo8wAAc3bo8Q8++KDatm3rEsvMzNTUqVM9ziFJ69at0+bNm53btWvX1sSJE73KAQChJtz7vNll4pcuXaq9e/d6fPw/W7Bggct2cnKyT3kAIFycP3/eLZafn19q+desWaNrrrlGMTExqlWrlkaPHu3VUERMTIzb6/acnBx9+OGHHud45ZVXXLbbt29vesWmoDIAL+Xn5xvt27c3JDl/brjhBo/2nThxost+NWvWNI4ePerxsRcsWOCy/x8/I0aMCJs1AEAoC+cev2XLFiM+Pt40R2n8OBwO49ChQx6vBwBCUTj3eX/Mnj3b9NgAYCd26PG7d+82KlWq5JIjOjra2L59u0f75+XlGa1atXJ5Df/JJ594VQMAhKpw7/MLFy502z8xMdEoKCjwOIdhGMb69esNh8PhzNGjRw+v9geAcNSsWTO3HtqrV69Syb127Vrjoosucsvfp08fr3PdcsstLjmaNm1qnD9/vsT93nvvPZf9YmNjja1bt/qynIDinST45MCBA0bVqlVd/pHPmTOn2H1WrVplREdHO58fExNjrF+/3qvjmjUOSUZERISRnp4eFmsAgFAXjj1+/fr1RpUqVQI2VCHJuO6667xaDwCEqnDs8/5isALAhcIOPT4lJcWIjIx0ydOkSRPjxIkTxe5XWFho3HXXXS77PfPMM14dGwBCXbj3+eHDh7vl+Pvf/24UFhZ6tP/+/fuN2rVrO/dt0KBBwP+WAIBQcPHFF7v1z1atWpVK7l69elm+J75hwwavcmVlZRkNGzZ0yTF+/Phi99mxY4fLuc3hcBiLFi3yZ0kBwztJ8Nn69euNihUrOv+hR0dHW/5D/+CDD1yeW6lSJWPZsmVeH9NsYuqPn3Xr1oXFGgAgHIRTj//888+NChUqBHSoQpLx9ttve70mAAhV4dTnSwODFQAuJHbo8bNnz3b5NrIko2XLlsaePXtMn5+RkeH27biRI0d6fVwACAfh3OfPnz9vDB482C1Hr169jP3791vuV1RUZHz00UdGtWrVnPvUqlXL2L17t9drAYBws2zZMsvhti1btvidv3HjxpY9/v333/c63969e42EhASXQYlXXnnF9Llff/21UbNmTedzL7roImP27Nl+rihwHIZhGAJ8tGHDBvXt21fHjh1zxvr27av+/furdu3aSk1N1dy5c7Vy5Urn402aNNGCBQvUqlUrr4/XokUL7dixwy0eERGhtLQ01axZM+TXAADhIhx6fEpKiu644w7Te8yVppiYGB0/flyVK1cO6HEAoCyFQ58vLXPmzNGwYcPc4vw5DMCu7NDjFy9erLvuuktnz551xsqVK6eBAweqR48eqlWrljIzM7VmzRq9++67ysrKcj5nypQpGjFihNfHBIBwEc593jAMPfHEE3rppZdUVFTkjEdHR6tXr1668cYbVadOHUVHRyszM1M//fSTlixZop07dzqf27VrV82fPz+gf0MAQDDl5OTo6NGj+vLLL/XUU0+5vCb+s/j4eE2aNEmJiYm65JJLVKFCBa+P1bt3b/33v/81fWzDhg1q37691zn37t2rpKQk7dq1yxnr2rWrBg0apAYNGujYsWNasGCBPvnkE+fjtWvX1nvvvaeuXbt6fbwyE9y5DthBenq6MXDgwBK/6Vu5cmVj/PjxRm5urs/H+uijj0xz+3tf5rJcAwCEk1Dv8UOGDAn4lSokGbfddpvP6wKAUBbqfb60cMUKABciO/T4Xbt2GX369PHoNbvD4TCSkpL49jKAC0a49/nNmzcbPXv29Or9mWbNmhlz5swxCgoKfD4uAISyd955x+/3sleuXOnVMdetW2d6ZaI+ffr4tZbs7Gzj4YcfdrvN319/YmJijEceecQ4c+aMX8crC1yxAqVm586dmj17tr755hv98ssvysnJUfXq1XXFFVeod+/eGjx4cKl803fx4sUaP368duzYoYSEBD3wwAMaM2aMIiIiwmYNABBu7NDjAQDW6PMAYF926PGbN2/WwoULtWLFCh06dEgnT55UZGSkatSooebNm6tLly7q37+/GjVq5PexACDchHuf37dvn5YtW6Yvv/xSqampysjI0KlTpxQbG6tq1aqpTp06SkxM1PXXX6/ExEQ5HA6/1wIAoer06dM6cuSIXzkaNGig2NhYr/ZZs2aNxowZo40bN6pKlSoaNGiQJk6cqJiYGL9qkaRDhw5p1qxZWrFihXbt2qXs7GxVqVJFzZs3V69evTR06FDFx8f7fZyywGAFAAAAAAAAAAAAAACABb4WBAAAAAAAAAAAAAAAYIHBCgAAAAAAAAAAAAAAAAsMVgAAAAAAAAAAAAAAAFhgsAIAAAAAAAAAAAAAAMACgxUAAAAAAAAAAAAAAAAWGKwAAAAAAAAAAAAAAACwwGAFAAAAAAAAAAAAAACABQYrAAAAAAAAAAAAAAAALDBYAQAAAAAAAAAAAAAAYIHBCgAAAAAAAAAAAAAAAAsMVgAAAAAAAAAAAAAAAFhgsAIAAAAAAAAAAAAAAMACgxUAAAAAAAAAAAAAAAAWGKwAAAAAAAAAAAAAAACwwGAFAAAAAAAAAAAAAACABQYrAAAAAAAAAAAAAAAALDBYAQAAAAAAAAAAAAAAYIHBCgAAAAAAAAAAAAAAAAsMVgAAAAAAAAAAAAAAAFhgsAIAAAAAAAAAAAAAAMACgxUAAAAAAAAAAAAAAAAWGKwAAAAAAAAAAAAAAACwwGAFAAAAAAAAAAAAAACABQYrAAAAAAAAAAAAAAAALDBYAQAAAAAAAAAAAAAAYIHBCgAAAAAAAAAAAAAAAAsMVgAAAAAAAAAAAAAAAFhgsAIAAAAAAAAAAAAAAMACgxUAAAAAAAAAAAAAAAAWGKwAAAAAAAAAAAAAAACwwGAFAAAAAAAAAAAAAACABQYrAAAAAAAAAAAAAAAALDBYAQAAAAAAAAAAAAAAYIHBCgAAAAAAAAAAAAAAAAsMVgAAAAAAAAAAAAAAAFhgsAIAAAAAAAAAAAAAAMACgxUAAAAAAAAAAAAAAAAWGKwAAAAAAAAAAAAAAACwwGAFAAAAAAAAAAAAAACABQYrAAAAAAAAAAAAAAAALDBYAQAAAAAAAAAAAAAAYOH/A2VJFlkhX3roAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2100x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(7, 14 / 6), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"(A,8,-,-)\",\n",
    "    \"(A,-,8,-)\",\n",
    "    \"(B,-,8,-)\",\n",
    "    \"(A,2,4,-)\",\n",
    "    \"(A,2,8,-)\",\n",
    "    \"(A,4,2,-)\",\n",
    "    \"(B,4,2,-)\",\n",
    "    \"(C,-,8,8)\",\n",
    "    \"(C,2,8,8)\",\n",
    "    \"(D,-,8,8)\",\n",
    "    \"(D,2,8,8)\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# peak memory\n",
    "data_a = {\n",
    "    labels_name_a[0]: [79, 40.95, 50.12],  # modela 8DP\n",
    "    labels_name_a[1]: [47, 44.24, 41.74],  # modela 8TP\n",
    "    labels_name_a[2]: [65.66, 59.47, 69.75],  # modelb 8TP\n",
    "    labels_name_a[3]: [50, 40.94, 54.22],  # modela 2DP 4TP\n",
    "    labels_name_a[4]: [76, 64.92, 71.72],  # modela 2DP 8TP\n",
    "    labels_name_a[5]: [60, 40.97, 55.75],  # modela 4DP 2TP\n",
    "    labels_name_a[6]: [-1, 59.32, 64.60],  # modelb 4DP 2TP\n",
    "    labels_name_a[7]: [70, 47.73, 52.80],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: [70, 41.57, 42.32],  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: [80, 74.85, 76.00],  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: [80, 73.24, 73.96],  # modeld 2DP 8TP 8EP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 13.333333333333332, '(b) # (model, DP, TP, EP)')"
      ]
     },
     "execution_count": 7,
     "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",
    "    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",
    "        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, 95)\n",
    "ax.set_yticks([0, 40, 80])\n",
    "ax.set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax.tick_params(\n",
    "    axis=\"x\", bottom=False, labelsize=g_label_fontsize - 2, pad=1, rotation=-20\n",
    ")\n",
    "ax.tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax.set_ylabel(\"Peak Memory (GB)\", fontsize=g_label_fontsize)\n",
    "ax.set_xlabel(\"(b) # (model, DP, TP, EP)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f51540aff20>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=3,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    fontsize=g_label_fontsize - 2,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2100x700 with 1 Axes>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"end_to_end_mem.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
}