scripts/plots/plot_stats_mixed.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from utils import parse_stats, get_stat_dfs, trim_column_names, merge, REAL_POLICIES, REAL_LABELS, MODEL_LABELS\n",
    "import matplotlib\n",
    "matplotlib.rcParams.update({'font.size': 12})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "real_path = \"../../results/faro/mixed/top9_twitter_1_1600_avgproc_min_int5m_reduced_6hr_augmented/latency_stats.pkl\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "real_df = parse_stats(real_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = real_df.plot.scatter(x=\"avg_total_utility\", y=\"policy\")\n",
    "for i, point in real_df.iterrows():\n",
    "    ax.annotate(point[\"poisson\"], (point[\"avg_total_utility\"], point[\"policy\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# M/D/c COBLYA normal (final, compact, real)\n",
    "\n",
    "real_policies = [\n",
    "    \"fairshare\",\n",
    "    \"oneshot\",\n",
    "    \"aiad\",\n",
    "    \"mark\",\n",
    "    \"faro_fair_sum\",\n",
    "]\n",
    "labels = [\n",
    "    \"FairShare\",\n",
    "    \"Oneshot\",\n",
    "    \"AIAD\",\n",
    "    \"MArk/Cocktail/Barista\",\n",
    "    \"Faro-FairSum\",\n",
    "]\n",
    "assert len(real_policies) == len(labels)\n",
    "real_labels = {\n",
    "    policy: label for policy, label in zip(real_policies, labels)\n",
    "}\n",
    "model_labels = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cluster_utils\n",
      "FairShare 5\n",
      "Oneshot 5\n",
      "AIAD 5\n",
      "MArk/Cocktail/Barista 5\n",
      "Faro-FairSum 5\n",
      "cluster_effective_utils\n",
      "FairShare 5\n",
      "Oneshot 5\n",
      "AIAD 5\n",
      "MArk/Cocktail/Barista 5\n",
      "Faro-FairSum 5\n",
      "cluster_slo\n",
      "FairShare 5\n",
      "Oneshot 5\n",
      "AIAD 5\n",
      "MArk/Cocktail/Barista 5\n",
      "Faro-FairSum 5\n",
      "avg_utils\n",
      "FairShare 10\n",
      "Oneshot 10\n",
      "AIAD 10\n",
      "MArk/Cocktail/Barista 10\n",
      "Faro-FairSum 10\n",
      "slo_rates\n",
      "FairShare 10\n",
      "Oneshot 10\n",
      "AIAD 10\n",
      "MArk/Cocktail/Barista 10\n",
      "Faro-FairSum 10\n",
      "avg_effective_utils\n",
      "FairShare 10\n",
      "Oneshot 10\n",
      "AIAD 10\n",
      "MArk/Cocktail/Barista 10\n",
      "Faro-FairSum 10\n"
     ]
    }
   ],
   "source": [
    "num_cpus = 36\n",
    "\n",
    "# clear ws for simulation to make the same labels\n",
    "# sim_df.ws = \"\"\n",
    "\n",
    "real_cluster_util_df, real_cluster_slo_df, real_cluster_effective_util_df, real_avg_util_df, real_slo_rates_df, real_avg_effective_util_df = get_stat_dfs(real_df[real_df.num_cpus == str(num_cpus)], real_policies, real_labels, model_labels)\n",
    "# sim_cluster_util_df, sim_cluster_slo_df, sim_cluster_effective_util_df, sim_avg_util_df, sim_slo_rates_df, sim_avg_effective_util_df = get_stat_dfs(sim_df[sim_df.num_cpus == str(num_cpus)], sim_policies, sim_labels, model_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NTfmFXYKCgtC1a1fMmTMHL7/8Mpo3b4527doBAB599FH4+/tXmntxcTGKi4vVt/Py8gCUX2BGqVRWud3uV9FXn2XqW35hed7nrt2BSiW9Ql7FdftP/ZNb7dX3HgYPSz4XsgsAAAWFxdU+l/R5zlU8viqVStK/oIrnQF3T9TGq2Eb5Omyj+tSQ3hP0iaHhvjqozgkhAJSfMVDhhRdekPTp3LkzioqKcOPGDbRo0QLbt2+HTCbD6NGjJW8qLVu2RJcuXZCUlAQAeOSRR+Dg4IC5c+fi2rVr6N27Nx599FGtcfTt21ddGABAixYt4OLigitXrgAo3wtx9OhRvPHGG+rCAABMTU3x+uuvY+7cuTh37hw6duyoc+5hYWEIDQ3VaN+5cyesrKx0HqfCrl279F6mvpzIBgA5ZidUdi1/OZByog4jMraHJ5/tScnIaq5bX12ec5mqTADAoYOHcEl+Sd1e/XOgrun+GO1ISsZ1HbdRfWoI7wn37t3TuS+LgybA2dkZVlZWuHTpUpX9Ll++DCsrKzg6OqrbnJycJH0UCgWA8m/3AHD9+nUIIdCiRQutY7Zt2xYAYG9vj/3792Px4sV49913cevWLbRq1QqTJk3C+++/L7ns64PrrFhvxTpv3boFIQRatWql0c/V1RUAJHs/dDF//nzJno+8vDy4u7tj4MCBsLOz03kcpVKJXbt2YcCAAdVeyrahaHHlFtanHceK4E7wbi790R2VSoUjR47A39+/QX/T1tXDks+F7ALMTkhBUGAAunk4VNlXn+fc2dyzCP85HD179YSPo4+6vWUVz4G6putjVLGNBgcGoHs126g+NaT3hIo9orpouK8OMhhTU1P07dsXP//8M9LT07XOO0hPT8dvv/2G559/HqamVf9E7P2cnZ0hk8lw4MABdeFwv/vbOnXqhE2bNkEIgdOnTyMmJgYffvghLC0t1YcLdOHg4AATExNcu3ZN477MzEx1XPpQKBRa4zczM6vRC7qmy9UHG8vyvDu00ryOv1KpRMYZoEsbx4cmn6o8LPlUfChaWyp0jlOX51zFuHK5XNLXuornQF3T9TGqyMVGj21UnxrCe4I+6+eExCZi/vz5EEJg6tSpkgmHQPmExTfeeANCCMyfP1+vcYOCgiCEQEZGBh5//HGNv06dOmksI5PJ0KVLF3z66ado1qwZfv/9d73WaW1tjaeeegqJiYnqvQkAUFZWhg0bNqB169Zo3749AM09HUREVD3uOWgievbsiZUrV2LmzJno1asXpk2bhjZt2uCff/7B6tWrcfToUaxcuRI9evTQe9zJkycjJCQEJ06cQO/evWFtbY1r167h4MGD6NSpE9544w1s374d4eHheOmll9C2bVsIIZCYmIjbt29jwIABeucTFhaGAQMGoG/fvpgzZw7Mzc0RHh6OM2fOIDY2Vj1vws/PDwDw1VdfwdbWFhYWFvDy8tJ66IKIiMqxOGhCpk+fjieeeAIrVqzA7NmzkZOTA0dHR/Tq1QsHDx5EQEBAjcb98ssv4e/vjy+//BLh4eEoKyuDq6srevbsiSeffBIA0K5dOzRr1gzLly9HZmYmzM3N0aFDB8TExGDs2LF6r7NPnz7Yu3cvFi5ciHHjxqGsrAxdunTB999/j6CgIHU/Ly8vrFy5Ep999hkCAwNRWlqK6OhojBs3rka5EhE1BSwOmhh/f3/Ex8dX22/RokVYtGiRRvu4ceO0frCGhIQgJCSk0vE6dOiAb7/9ttr1Vpwx8SBtlz/u1asX9uzZU+2YM2bMwIwZM6rtR0RE5TjngKiJ825ug+3Te8G7uU31nYkaCD5vjYt7DoiaOEtz03qfoU6kLz5vjYt7DoiIiEiCxQERERFJ8LACEVEDlXYjv9o+Fb9FkJqZV+1VHy/llY934UY+yor+9+uquqyHmhYWB0REDYy1ovyteWbcSR2XkOPjlCPV9jKxyIC1FzAj7iTKirIrXS8RnwlERA2Ml7M19s0JREFx9b+QqFKpcPDgQfTq1avaPQfFpUXILOgK174eUJhaSO6zVsjh5Vy/v6tADQeLAyKiBkjXD2qlUokrNoCvq50O1863R3do/5E0ovtxQiIRERFJsDggIiIiCRYHREREJMHigIiIiCRYHBAREZEEiwMiIiKSYHFAREREEiwOiIiISILFAREREUmwOCAiIiIJFgdEREQkweKAiIiIJFgcEBERkQSLAyIiIpJgcUBEREQSLA6IiIhIgsUBERERSbA4ICIiIgkWB0RERCQhr+8AiKh+5BaUYGdqFrxdbGBpZqq1j0qlwtV8IDUzD3L5/94uikuLkFlwBa7WHlCYWlS5HmuFHF7O1gaNnYiMi8UBURO1MzUL8xJTdOgpx8cpRyQtJhYZsPZahYJL01FW5FbtCPvmBLJAIHqIsDggaqK8XWwAAEuHdYKfm73WPiqVCgcPHkSvXr0kew4u5Z3Du8eAz0Z2hZddh0rXkXYjHzPjTqKgWGXY4InIqFgcEDVRFYcS/NzsKy0OlEolrtgAvq52MDMzU7ebWJQXFt4uNnjUSfuyRPTw4oREIiIikmBxQNSIFJaU4kzGHRSWlNZ3KI0WtzE1BSwOiBqRC9n5CFp1EBey8+s7lEaL25iaAhYHZHSff/45ZDIZ/Pz8tN4vk8kwbdo0rfelpKRAJpPBzMwM165d09onMDAQMpkMMpkMJiYmsLW1xSOPPIIRI0YgISEBZWVlBsuFiKgpYHFARhcVFQUASE1NxdGjR/Va9ptvvgFQPmt+3bp1lfZr27YtkpOTcfjwYWzbtg3z5s1DYWEhRowYgcDAQNy5c6fmCRARNTEsDsioTpw4gVOnTmHw4MEAgMjISJ2XLS4uxsaNG9GlSxe4ubmpiwxtLC0t4e/vD39/f/Tr1w8TJ07E9u3bERUVhQMHDmDy5Mm1zoWIqKlgcUBGVVEMLF26FD169MCmTZtw7949nZbdtm0bcnJyMHHiRIwdOxbnz5/HwYMH9Vp/SEgIBg0ahPj4eFy5ckXv+ImImiJe54CMprCwELGxsXjiiSfg5+eH8ePHY+LEiYiPj8fYsWOrXT4yMhIKhQKvvfYacnNzERYWhsjISPTq1UuvOF544QX8+OOPOHDgADw8PLT2KS4uRnFxsfp2Xl4egPLz/JVKpc7rquirzzKGlF9YnsO5a3egUlV94aEL2QUAgILC4krjrSyfirFVKlWVuRboEU9dqLgc9Kl/ciUXddJHxXbLr2K71aX6fs4ZGvMxHn1iYHFARpOQkIA7d+5gwoQJAICRI0di5syZiIyMrLY4uHLlCvbs2YOXX34ZDg4OcHBwQO/evREfH4/PP/8ctra2OsdRURBkZmZW2icsLAyhoaEa7Tt37oSVlZXO66qwa9cuvZcxhBPZACDH7ARdLotcbntSMrKaV93nwXwyVeXb8tDBQ7gkv2TQeIxPDqScqPUoO5KScb2a7VaX6us5ZyzMx/B03WsLsDggI4qMjISlpSVeeeUVAICNjQ1GjBiB6Oho/P3332jXrl2ly0ZHR6OsrAzjx49Xt40fPx779+9HXFwcJk6cqHMcQohq+8yfPx+zZs1S387Ly4O7uzsGDhwIOzs7ndelVCqxa9cuDBgwQHJFwbrS4sotrE87jhXBneDdvOrfMriQXYDZCSkICgxANw8HrX0qy+ds7lmE/xyOnr16wsfRp9J1tNQjnrqgUqlw5MgR+Pv712rPweyEFAwODED3SrZbXarv55yhMR/jqdgjqgsWB2QUaWlp+PXXXzF8+HAIIXD79m0AQHBwMKKjoxEVFYWwsDCty5aVlSEmJgaurq7o3r27etn+/fvD2toakZGRehUHFXMNXF1dK+2jUCigUCg02s3MzGr0gq7pcrVlY1meQ4dWlV8SuULFh6O1paLaWB/Mp2JZuVxe5bLWesRTF5RKJTLOAF3aONb48anI3UaH7VaX6us5ZyzMxzgx6IoTEskooqKiIIRAQkKC+rCAg4OD+qyFtWvXorRU+xXmdu/ejStXriAzMxNOTk7qZd3c3FBQUIAjR47gzz//1DmW77//HjKZDL179zZIbkREjR33HJDBlZaWYu3atfD29lZfp+B+27dvx4oVK/DTTz8hKChI4/7IyEiYmJggMTER9vbSb5vp6el4/fXXERUVhY8//rjaWKKjo/HTTz/h1VdfRZs2bWqeFBFRE8LigAzup59+QmZmJpYtW4bAwECN+/38/PDFF18gMjJSozjIycnBd999h2effRYvvvii1vE//fRTrFu3DmFhYerdZIWFhThy5Ij6/xcvXsS2bduwfft29OnTBxEREYZNkoioEWNxQAYXGRkJc3NzhISEaL3f2dkZQ4cORUJCAq5fvy65b8OGDSguLsaUKVMqHX/y5Mn4v//7P/zwww8YNmwYAODixYsICAgAAFhbW6NFixbo1q0b4uPjMWzYMJiY8AgaEZGuWByQwW3durXaPrGxsYiNjQUgPZtgxowZmDFjRpXLTpkyRVI8JCUl1SzQRsi7uQ22T+8F7+Y29R1Ko8VtTE0BiwOiRsTS3LRBnBXQmHEbU1PAfa1EREQkweKAiIiIJHhYgaiJS7uRX+l9Fb9FkJqZJ7mi4KW88mUu3MhHWVHlP4dd1dhE1HCxOCBqoqwV5S//mXEnq+kpx8cpRyQtJhYZsPYCZsSdRFlRts7rIqKHA1+xRE2Ul7M19s0JREFx5b+WqFKpcPDgQfTq1Uuy56C4tAiZBV3h2tcDClOLKtdjrZDDy7n+f1eBiHTH4oCoCavuQ1upVOKKDeDravfAddnt0R0tjBscEdUbTkgkIiIiCRYHREREJMHigIiIiCRYHBAREZEEiwMiIiKSYHFAREREEiwOiIiISILFAREREUmwOCAiIiIJFgdEREQkweKAiIiIJFgcEBERkQSLAyIiIpJgcUBEREQSLA6IiIhIgsUBERERSbA4ICIiIgkWB0RERCTB4oCIiIgk5PUdAFFjlVtQgp2pWfB2sYGlmanWPsWlRcgsuAJXaw8oTC1qtB5rhRxezta1CZWISILFAZGR7EzNwrzElCr7mFhkwNprFQouTUdZkVuN17VvTiALBCIyGBYHREbi7WIDAFg6rBP83Oy19rmUdw7vHgM+G9kVXnYd9F5H2o18zIw7iYJiVa1iJSK6H4sDIiOpOJTg52ZfaXFgYlFeQHi72OBRJ+19iIjqGickEhERkQSLAyIiIpJgcUBkYCWlQGpmHoqUpfUdSpNXWFKKMxl3UFjCx4JIH3oXBzExMZDJZJDJZEhKStK4XwiBRx55BDKZDIGBgRr337x5EwqFAjKZDCdOnNA7YE9PTwQFBencf9asWejSpYuk7fTp0wgJCYGXlxcsLCxgY2ODbt26Yfny5cjNzdU7Jl2MGzcONjY21fYLDw9HTExMrdbl6emJcePGqW9fvnwZMplM67ilpaVwcXHBp59+CgAIDAxUP74ymQxmZmbw9PTEhAkTcOXKlVrFpU1SUlKlz6WqGGI7Gcv1QuClNUeQfquwvkNp8i5k5yNo1UFcyM6v71CIHio1npBoa2uLyMhIjQJg//79uHDhAmxtbbUut379epSUlAAAIiMj8fjjj9c0BJ0kJiZi/Pjx6ttff/01pk6dig4dOuDtt9/Go48+CqVSiRMnTiAiIgLJycnYunWrUWOqSnh4OJydnSUf7vraunUr7OzsdOr766+/Ijs7G8OGDVO3tW3bFhs3bgQAlJSU4MyZMwgNDcWuXbvw119/wcrKqsaxPahbt25ITk7Go48+qtdyhthORESkXY2Lg5EjR2Ljxo1YvXq15IMoMjISAQEByMvL07pcVFQUXFxc4OHhgdjYWHzyySewtLSsdn337t3T+0Pp+PHjuHLlCoYPHw4ASE5OxhtvvIEBAwZg27ZtUCgU6r4DBgzA7Nmz8fPPP+u1joboscce07lvQkICHn/8cXh4eKjbLC0t4e/vr77du3dvWFhYYMKECTh48CAGDhxY6xiVSiVkMhns7Owk6yIiovpX4zkHo0aNAgDExsaq2+7cuYMtW7ZIvqnf7+jRozhz5gxef/11TJo0Sd3/QYGBgfDz88Ovv/6KHj16wMrKqtIxgfJvkXK5HAsXLpS0b9myBR06dICvry8AYMmSJZDJZPjqq68khUEFc3NzvPDCC+rbZWVlWL58OTp27AiFQgEXFxeMGTMG6enpGsv+/PPP6NevH+zt7WFlZQUfHx+EhYVVGjMAHDp0CM7OzggKCkJBQQE8PT2RmpqK/fv3q3fre3p6AgCKioowe/ZsdO3aFfb29nB0dERAQAC+++47jXEfPKxQGSEEtm7dqi6eqmJvX36anZmZmbotLS0NISEhaNeuHaysrODm5oYhQ4YgJUV64Z+KQwfr16/H7Nmz4ebmBoVCgbS0NK2HFS5evIhXXnkFrq6uUCgUaNGiBfr164eTJ0+q8zPEdiIiIu1qvOfAzs4OwcHBiIqKwpQpUwCUFwomJiYYOXIkVq5cqbFMZGQkAGD8+PFwd3fHzJkzERkZidGjR2v0vXbtGkaPHo133nkHS5YsgYmJZh0jhMDbb7+Nzz//HN98843GB+KWLVvw8ssvAyg/tr537150794d7u7uOuX4xhtv4KuvvsK0adMQFBSEy5cv44MPPkBSUhJ+//13ODs7q/OaNGkS+vTpg4iICLi4uOD8+fM4c+ZMpWNv3rwZY8aMwfjx47Fq1SqYmppi69atCA4Ohr29PcLDwwFAXcQUFxcjNzcXc+bMgZubG0pKSrB7924MGzYM0dHRGDNmjE453e/w4cO4du2a1uJApSq/qE7FYYUPP/wQbdu2RY8ePdR9MjMz4eTkhKVLl6J58+bIzc3F2rVr8dRTT+GPP/5Ahw7Si/rMnz8fAQEBiIiIgImJCVxcXJCVlaWx7kGDBqG0tBTLly9HmzZtcPPmTRw+fBi3b98GAKNsp+LiYhQXF6tvV+z5UiqVUCqVum7S8v5l5f+/crP8OHdBYXGlY1RsZ5VKpdd6KhQUlsd87tod9ViGpFKpcDUfOPVPLuTyh++yKBeyCwAA+f99DCq2cU22dUPV2HJiPsajTwy1erWPHz8effv2RWpqKnx9fREVFYURI0ZonW9w7949xMXFwd/fX318ecSIEVi3bh0uXLgAb29vSf/c3FzEx8fjmWee0bruwsJCvP7669i9ezd++ukn9OvXT3L/qVOnkJaWpv7gu3nzJu7duwcvLy+dcvvrr7/w1VdfYerUqVi1apW6/bHHHsNTTz2FTz/9FIsXL0Z+fj5mzZqFnj17Yu/evZDJZACgEc/9li1bhvfeew9LlizBO++8Ixnb0tJS6652e3t7REdHq2+XlpaiX79+uHXrFlauXFmj4iAhIQGdOnVCu3btJO2pqamSPQQA0L59e+zYsUOyx6V3797o3bu3JKbBgwfD19cXX375JT755BPJGN7e3oiPj68yppycHJw7dw4rV66UFI33z4kwxnYKCwtDaGioRvvOnTv1PpyV+98a49M9aQCA7UnJyGquvW+mKhMAcOjgIVySX9JrPQBwIhsA5JidUPVlmmtHDqToP3m4IdmRlIzr9z0Gu3btqr9gjKSx5cR8DO/evXs6961VcdCnTx94e3sjKioK48aNw/Hjx7FixQqtfTdv3oy8vDzJ4YHx48dj7dq1iI6Oxn/+8x9JfwcHh0oLg5ycHDzzzDPIyMjAwYMH4efnp9Fny5Yt8PT0RLdu3WqU2759+wBAY2/Ek08+CR8fH+zZsweLFy/G4cOHkZeXh6lTp6oLg8oIITBlyhSsXbsW3377rXqvhq7i4+OxcuVKnDp1CgUFBep2C4ua/WDPg5M1K3h7e2PTpk0Ayr85Xrp0CcuWLUO/fv2QlJSkLiZUKhWWL1+ODRs2IC0tTVKVnj17VmNcXQ5fODo6wtvbGx999BFKS0vRt29fdOnSReueo8rUZDvNnz8fs2bNUt/Oy8uDu7s7Bg4cqPPkTqC8Mr+4pfxN4K1+j+DTPWkICgxANw8Hrf3P5p5F+M/h6NmrJ3wcfXReT4WWV25hfdpxrAjuBO/mhv9tBZVKhSNHjsDf3/+h3XMwOyEFgwMD0N3DAUqlErt27cKAAQM0CuCHVWPLifkYT2VzAbWp1atdJpMhJCQEn3/+OYqKitC+fXs8/fTTWvtGRkbCwsICzz33nHr3cOfOneHp6YmYmBiEhobC1PR/v1zXqlWrStd7/vx53Lp1C5MmTdJaGADl34rv/zBydnaGlZUVLl3S7dtZTk5OpXG4urqqT+vLzs4GALRu3braMUtKShAXFwdfX188//zzOsVRITExES+//DJGjBiBt99+Gy1btoRcLseaNWsQFRWl11gAcOzYMfzzzz9aP7AtLCwkZ5H4+/sjMDAQbm5uWLBggXqeyaxZs7B69WrMnTsXffr0gYODA0xMTDBx4kQUFmqexlfVY1pBJpNhz549+PDDD7F8+XLMnj0bjo6OeO2117B48eJKz4KpUNPtpFAotM5DMTMz0/sFbfbfOsbDufzUVWtLRaVjVHzgyuXyGr1xWFuWx9yhVeWXaK4NpVKJjDNAlzaO9f7GVhMV29fmgcegJo9rQ9fYcmI+xolBV7X+KjBu3DgsWLAAERERWLx4sdY+58+fx8GDBwEAbdq00drnl19+waBBg9S3q/oWHhAQgBEjRmDChAkAgDVr1ki+WZ49exZnz55Vz3EAAFNTU/Tr1w8//fQT0tPTq/0wd3JyAlA+9+HBvpmZmer5Bs2bl++r1DZJ8UEKhQL79u3Ds88+i/79++Pnn3+Gg4P2b5QP2rBhA7y8vBAXFyfZNvcfJ9fHli1b0L59+0qLqwe1atUKzs7OOHXqlCSmMWPGYMmSJZK+N2/eRLNmzTTGqG7PSgUPDw/1Y3f+/Hls3rwZixYtQklJCSIiIqpc1tDbiYioKar1FRLd3Nzw9ttvY8iQIRg7dqzWPhVv9F9//TX27dsn+fvxxx9hZmam97ffsWPHYtOmTepJZqWl/7sC2pYtW+Dq6qpxPHr+/PkQQmDSpEnqay3cT6lU4ocffgAA9SGNDRs2SPocP34cZ8+eVc8p6NGjB+zt7REREQEhRLVxP/bYY9i/fz/S09MRGBiIGzduSO5XKBRav3XLZDKYm5tLPvCysrJqPAt/y5YtOu3mr5Ceno6bN2/CxcVFEtOD37Z37NiBjIyMGsWkTfv27fH++++jU6dO+P3339XtdbWdiIiaIoMcRFy6dGml96lUKqxbtw4+Pj6YOHGi1j5DhgzB999/j+zsbPU3cV0EBwfDysoKwcHBKCwsRGxsLMzNzZGQkIBhw4ZpfFMNCAjAmjVrMHXqVHTv3h1vvPEGfH19oVQq8ccff+Crr76Cn58fhgwZgg4dOmDy5MlYtWoVTExM8Pzzz6vPVnB3d8dbb70FALCxscGKFSswceJE9O/fH5MmTUKLFi2QlpaGU6dO4YsvvtCI28fHBwcOHED//v3Ru3dv7N69W713olOnTti0aRPi4uLQtm1bWFhYoFOnTggKCkJiYiKmTp2K4OBgXL16Ff/+97/RqlUr/P333zpvMwA4efIkLly4UGlxUFhYiCNHjgAon9B36dIlLF++HAAwc+ZMdb+goCDExMSgY8eO6Ny5M3777Td89NFHOh1iqczp06cxbdo0jBgxAu3atYO5uTn27t2L06dPY968eep+dbGdiIiaKqPPMNqxYweysrIkb+wPmjx5MhITE7F+/XrJpDBdDBo0CD/++COGDBmCF198ER9//DFOnTql9VRKAJg0aRKefPJJfPrpp1i2bBmysrJgZmaG9u3b49VXX8W0adPUfdesWQNvb29ERkZi9erVsLe3x3PPPYewsDD1YQcAmDBhAlxdXbFs2TJMnDgRQgh4enpWuicFKL8KYUWB8PTTT2PPnj1o27YtQkNDce3aNUyaNAl3796Fh4cHLl++jJCQENy4cQMRERGIiopC27ZtMW/ePKSnp2udZV+VLVu2wMPDA927d9d6/8WLFxEQEAAAMDExQcuWLdGlSxesWrUKffr0Uff77LPPYGZmhrCwMOTn56Nbt25ITEzE+++/r1c892vZsiW8vb0RHh6Oq1evQiaToW3btlixYgWmT5+u7lcX24mIqMkSjcyyZctE8+bNhUqlqu9QGiwfHx8xa9as+g6jQbtz544AIO7cuaPXciUlJWLzlm3ij8s3xfFLOcJj7naRkn670v6pN1OFX4yfSL2ZWqM4U9JvV7uO2igpKRHbtm0TJSUlRhnf2O4Vq0RK+m1xr7j8/eBhz0ebxpYT8zEefd7XHr5zk6rxzjvvSK4dQJr+/PPP+g6hUTM3BXxd7XDuhu7nFJNxWJqbGuUsDqLGjj/ZTERERBIsDoiIiEii0R1WIGpo0m7kV3rfpbzy+y7cyEdZ0R2Djk1EVFMsDoiMxFpR/vKaGXey0j4mFhmw9gJmxJ1EWVF2rddFRGQIfEchMhIvZ2vsmxOIguLKfy2xuLQImQVd4drXAwrTmv1GhrVCDi9nw/+uAhE1XSwOiIyo+g9te3RHizqJhYhIV5yQSERERBIsDoiIiEiCxQERERFJsDggIiIiCRYHREREJMHigIiIiCRYHBAREZEEiwMiIiKSYHFAREREEiwOiIiISILFAREREUmwOCAiIiIJFgdEREQkweKAiIiIJFgcEBERkQSLAyIiIpJgcUBEREQSLA6IiIhIgsUBERERScjrOwCixi63oAQ7U7Pg7WIDExMlMguuwNXaAwpTC42+1go5vJyt6yFKIqL/YXFAZGQ7U7MwLzEFAGBikQFrr1UouDQdZUVuWvvvmxPIAoGI6hWLAyIj83axAQAsHdYJ1rbN8e4x4LORXeFl10HSL+1GPmbGnURBsao+wiQiUmNxQGRklmamAAA/N3uYWOQDKC8YHnWyr8+wiIgqxQmJREREJMHigIiIiCRYHBAZUGFJKa7ml/9b3wpLSnEm406DiIWIHi4sDgwoJiYGMplM69+cOXPqOzxcvny50vgef/xxvcby9PTEuHHjdO5/9uxZvP7662jbti0sLCzg7OyMbt26Ydq0acjLy9Mzk4br4s0CfJwix8WbBfUdCi5k5yNo1UFcyM6v71CI6CHDCYlGEB0djY4dO0raXF1d6ykaTdOnT8err74qabOxsdFrjK1bt8LOzk6nvn/88Qd69uwJHx8fLFiwAJ6enrh58yZOnTqFTZs2Yc6cOTqPRURExsfiwAj8/Pz0/iZeFaVSCZlMBrncMA9XmzZt4O/vX6sxHnvssWr7VMS9cuVKmJiYICkpCba2tur7g4OD8e9//xtCiFrFQkREhsXDCnUkLS0NISEhaNeuHaysrODm5oYhQ4YgJSVF0i8pKQkymQzr16/H7Nmz4ebmBoVCgbS0NABAVFQUunTpAgsLCzg6OmLo0KE4e/asQWIsKirC7Nmz0bVrV9jb28PR0REBAQH47rvvNPo+eFihqrhzcnJgZ2dX6d4JmUxW6bgVAgMDERgYqLG+b7/9FnPnzkWrVq1gY2ODIUOG4Pr167h79y4mT54MZ2dnODs7IyQkBPn53L1ORKQLFgdGUFpaCpVKJfnLzMyEk5MTli5dip9//hmrV6+GXC7HU089hXPnzmmMMX/+fPzzzz+IiIjADz/8ABcXF4SFhWHChAnw9fVFYmIiPvvsM5w+fRoBAQH4+++/dY6vrKxMIz4hBIqLi5Gbm4s5c+Zg27ZtiI2NRa9evTBs2DCsW7dOp7G1xR0QEIBr167htddew/79+1FYWKhzrNV59913cePGDcTExGDFihVISkrCqFGjMHz4cNjb2yM2NhbvvPMO1q9fj3fffddg6yUiasx4WMEItO2yVyqV6N27t/p2aWkpBg8eDF9fX3z55Zf45JNPJP29vb0RHx+vvn379m38+9//xqBBg/Dtt9+q2wMDA9GuXTssWrQIGzdu1Cm+uXPnYu7cuZK2Xbt2oX///oiOjpbE2K9fP9y6dQsrV67EmDFjqh37wbgBYM6cOThx4gRiY2MRGxsLU1NTdO7cGYMGDcKMGTPQvHlzneLWpnPnzpKY//rrL6xcuRJvvvkmPvroIwDAgAEDkJycjI0bN+Lzzz/XOk5xcTGKi4vVtysmSSqVSiiVSp3jyS8qH+N81h1124Xs8smJBYXFsJSXX/1QpVJpjFtQWL7suWt3oFLV/iqJFevNLyzWK4f7VSxX0+UbmsaWD9D4cmI+xqNPDCwOjGDdunXw8fHRaF+yZAk2bNiAtLQ0yYOk7bDA8OHDJbeTk5NRWFioscvd3d0dzzzzDPbs2aNue/CDxdTUVLLrfsaMGRg9erSkT4cO5ZfyjY+Px8qVK3Hq1CkUFPxvxr2FheaPBGnzYNwAoFAosHXrVpw9exa//PILTpw4gf3792Px4sWIiIjAoUOH1OvXV1BQkOR2xXYfPHiwRvu2bduQn5+v9fBGWFgYQkNDNdp37twJKysrneM5kQ0AcryzVfMx3Z6UDFeHTADAoYOHcEl+SeuysxNSNJatjR1Jybhe8/oLQHnx2Jg0tnyAxpcT8zG8e/fu6dyXxYER+Pj4aExIfPPNN7F69WrMnTsXffr0gYODA0xMTDBx4kStu9lbtWoluZ2Tk6O1HSg/E+L+J56ZmZnk/ujoaElR0bp1a60TJhMTE/Hyyy9jxIgRePvtt9GyZUvI5XKsWbMGUVFR1SdeSXwVfHx81B/eQgisXLkSs2bNwgcffIDNmzfrNP6DHB0dJbfNzc2rbC8qKtJaHMyfPx+zZs1S387Ly4O7uzsGDhyo15kUThezsT7tDywf6oP2Lcsvj3whuwCzE1IQFBgAS9sshP8cjp69esLHUVpAtrxyC+vTjmNFcCd4N6/9Dy9VrHdwYAC6ezjUaAylUoldu3ZhwIABGs+rh1FjywdofDkxH+PR57RxFgd1ZMOGDRgzZgyWLFkiab958yaaNWum0f/+b/oA4OTkBAC4du2aRt/MzEw4Ozurbx8/flxyv5eXl84xenl5IS4uTrL++3e3V+fBuKvq99Zbb+HDDz/EmTNn1O0WFhZa13fz5k1JjoamUCigUCg02s3MzPR6QdtYlI/RvqU9unqUP2YVZ5lYWypg8t//y+VyjXGtLcuX7dDKHn5utf/dhYr12lgqav2mpO92aOgaWz5A48uJ+RgnBl1xQmIdkclkGh8+O3bsQEZGhk7LBwQEwNLSEhs2bJC0p6enY+/evejXr5+67fHHH5f8VRQWusRobm4u+YDPysrSeraCPrQVNEB5UZOXlye5BoSnpydOnz4t6Xf+/HmtkzaJiMg4uOegjgQFBSEmJgYdO3ZE586d8dtvv+Gjjz5C69atdVq+WbNm+OCDD/Duu+9izJgxGDVqFHJychAaGgoLCwssXLjQIDEmJiZi6tSpCA4OxtWrV/Hvf/8brVq10utsiAdNnjwZt2/fxvDhw+Hn5wdTU1P89ddf+PTTT2FiYiKZHPn6669j9OjRmDp1KoYPH44rV65g+fLltZq0SERE+mFxUEc+++wzmJmZISwsDPn5+ejWrRsSExPx/vvv6zzG/Pnz4eLigs8//xxxcXGwtLREYGAglixZgnbt2tU6xpCQENy4cQMRERGIiopC27ZtMW/ePKSnp2udrKer6dOnIy4uDl9//TUyMjJQUFCA5s2bIyAgAOvWrZOc3fHqq68iMzMTERERiI6Ohp+fH9asWVOr9RMRkZ4EEWm4c+eOACDu3Lmj33L5hWLVhm3iTn6hui0l/bbwmLtdpKTfFqk3U4VfjJ9IvZmqsez9/QzhXrFKpKTfFveKVTUeo6SkRGzbtk2UlJQYJKb61tjyEaLx5cR8jEef9zXuOSAyIEtzU7jblP9b3yzNTQ0ysZGImh5OSCQiIiIJFgdEREQkwcMKRHUk7UY+TC3Kf/zpwo18lBXd0bifiKghYHFAZGTWivKX2cy4kzCxyIC1FzAj7iTKirKr7E9EVF/4LkRkZF7O1tg3JxAFxSoUlxYhs6ArXPt6QGGq+XsV1go5vJxrf+lkIqLaYHFAVAf+94Fvj+5oUa+xEBFVhxMSiYiISILFAREREUmwOCAiIiIJFgdEREQkweKAiIiIJFgcEBERkQSLAyIiIpJgcUBEREQSvAgSkRZCCABAXl6eXssplUrcu3cPeXl5MDMzM0ZodYr5NHyNLSfmYzwV72cV729VYXFApMXdu3cBAO7u7vUcCRGRYd29exf29vZV9pEJXUoIoiamrKwMmZmZsLW1hUwm03m5vLw8uLu74+rVq7CzszNihHWD+TR8jS0n5mM8QgjcvXsXrq6uMDGpelYB9xwQaWFiYoLWrVvXeHk7O7t6fyMwJObT8DW2nJiPcVS3x6ACJyQSERGRBIsDIiIikmBxQGRACoUCCxcuhEKhqO9QDIL5NHyNLSfm0zBwQiIRERFJcM8BERERSbA4ICIiIgkWB0RERCTB4oBIB/n5+Zg5cyZcXV1hYWGBrl27YtOmTTote+PGDYwbNw7Ozs6wsrJCQEAA9uzZY+SIq1bTfNLT0zFz5kz06dMHzZo1g0wmQ0xMjPEDrkZN80lMTMSoUaPwyCOPwNLSEp6ennjttdfw999/10HUlatpPrt378aAAQPg6uoKhUIBFxcXPPPMM/jxxx/rIOqq1eY1dL/3338fMpkMfn5+RohSdzXNJyYmBjKZTOtfVlZWHUSuI0FE1RowYIBo1qyZiIiIEHv37hUTJ04UAMTGjRurXK6oqEj4+fmJ1q1biw0bNoidO3eKF198UcjlcpGUlFRH0WuqaT779u0Tzs7Oon///mLUqFECgIiOjq6boKtQ03yefPJJ8cILL4ioqCiRlJQk1q9fL3x8fISNjY04c+ZMHUWvqab5bNq0ScyYMUNs2rRJJCUlicTERDFw4EABQKxfv76Ooteupjnd748//hAKhUK0aNFC+Pr6GjHa6tU0n+joaPXrJjk5WfJXUlJSR9FXj8UBUTV27NghAIhvv/1W0j5gwADh6uoqVCpVpcuuXr1aABCHDx9WtymVSvHoo4+KJ5980mgxV6U2+ZSWlqr/f/z48QZRHNQmn+vXr2u0ZWRkCDMzMzFhwgSDx6qL2uSjTUlJiXBzcxNPP/20IcPUiyFyUiqVomvXruLNN98Uffr0qdfioDb5VBQHx48fN3aYtcLDCkTV2Lp1K2xsbDBixAhJe0hICDIzM3H06NEql+3QoQMCAgLUbXK5HKNHj8axY8eQkZFhtLiriqmm+VR3Pfb6UJt8XFxcNNpcXV3RunVrXL161eCx6qI2+WhjZmaGZs2aQS6vv6vlGyKnpUuXIjc3F4sXLzZWmDoz9GPUEDW8VzpRA3PmzBn4+PhovLl27txZfX9Vy1b007ZsamqqASPVTW3yaYgMnc/Fixdx5coV+Pr6GixGfRgin7KyMqhUKmRmZmLhwoU4f/48Zs+ebZR4dVHbnP7880/85z//wZo1a2BjY2O0OHVliMcoKCgIpqamcHR0xLBhwxrc644/vERUjZycHLRt21aj3dHRUX1/VctW9NN3WWOpTT4NkSHzUalUmDBhAmxsbPDWW28ZLEZ9GCKfQYMG4ZdffgFQ/oM/cXFxGDx4sGED1UNtciorK8P48eMxbNgwDBo0yGgx6qM2+bRs2RLvvfce/P39YWdnh5SUFCxduhT+/v44dOgQunTpYrS49cHigEgHVf1sc3U/6VybZY2lIcZUG4bIRwiBCRMm4MCBA9iyZQvc3d0NFZ7eapvPqlWrcPv2bVy7dg0bNmzAyJEjsXbtWowaNcqQYeqlpjl98skn+Pvvv/H9998bI6waq2k+zz33HJ577jn17d69e2Pw4MHo1KkTFixYgO+++86gcdYUiwOiajg5OWn9JpCbmwsAWvcMGGJZY2mIMdWGIfIRQmDixInYsGED1q5dixdffNHgcerKEPm0a9dO/f8XXngBzz//PP71r39h5MiR9TJvpKY5/fPPP1iwYAGWLl0Kc3Nz3L59G0D5Hp6ysjLcvn0bCoUClpaWRotdG0O/hjw9PdGrVy8cOXLEIPEZAuccEFWjU6dOOHv2LFQqlaQ9JSUFAKo837pTp07qfvouayy1yachqm0+FYVBdHQ0vvnmG4wePdposerCGI/Pk08+iVu3biE7O9sgMeqrpjldvHgRhYWFmDFjBhwcHNR/hw4dwtmzZ+Hg4ID58+cbPf4HGeMxEkI0rAm/9XuyBFHD9+OPPwoAYtOmTZL25557rtrTlsLDwwUAceTIEXWbUqkUvr6+4qmnnjJazFWpTT73ayinMtYmn7KyMjFhwgQhk8nEV199ZexQdWKox6dCWVmZ6NOnj2jWrJlQKpWGDFVnNc3p1q1bYt++fRp/Xbp0EZ6enmLfvn3i77//rosUJAz9GF28eFHY2NiIl156yZBh1gqLAyIdDBgwQDg4OIivvvpK7N27V0yaNEkAEBs2bFD3GT9+vDA1NRWXL19WtxUVFQlfX1/h7u4uNm7cKHbt2iWGDh3aIC6CVJN8hBAiPj5exMfHi2XLlgkA4l//+pe6rb7UNJ9p06YJAGL8+PEaF6T5/fff6yMVIUTN83nhhRfEBx98ILZs2SKSkpLEt99+q74I0urVq+sjFbXaPOceVN/XORCi5vn069dPhIaGiq1bt4o9e/aIlStXCldXV2FraytSUlLqIxWtWBwQ6eDu3bvizTffFC1bthTm5uaic+fOIjY2VtJn7NixAoC4dOmSpD0rK0uMGTNGODo6CgsLC+Hv7y927dpVh9Frqk0+ACr9qy81zcfDw6PSXDw8POo2ifvUNJ9ly5aJJ554Qjg4OAhTU1Ph5OQknn32WbF9+/Y6zkBTbZ5zD2oIxUFN85k5c6Z49NFHha2trZDL5cLV1VWMHj1anDt3ro4zqJpMCCGMe+CCiIiIHiYNaPYDERERNQQsDoiIiEiCxQERERFJsDggIiIiCRYHREREJMHigIiIiCRYHBAREZEEiwMiMprPP/8cMpnsofu9hroQGBiIwMBAo4ydmZmJRYsW4eTJkwYfOzw8HDExMRrtly9fhkwmk9wXExMDmUyGy5cvq9vGjRsHT09PybJLlizBtm3bDB4r1RyLAyIymqioKABAamoqjh49Ws/RNB2ZmZkIDQ2t0+KgVatWSE5OxuDBg6tc/oMPPsDWrVslbSwOGh4WB0RkFCdOnMCpU6fUHxaRkZF1HoMQAoWFhXW+3qZIoVDA398fzZs3r7Kft7c3HnvssTqKimqKxQERGUVFMbB06VL06NEDmzZtwr179wAASqUSLi4ueP311zWWu337NiwtLTFr1ix1W15eHubMmQMvLy+Ym5vDzc0NM2fOREFBgWRZmUyGadOmISIiAj4+PlAoFFi7di0AIDQ0FE899RQcHR1hZ2eHbt26ITIyEg9eQb64uBizZ89Gy5YtYWVlhd69e+O3336Dp6cnxo0bJ+mblZWFKVOmoHXr1jA3N4eXlxdCQ0M1fspXV7m5uZg6dSrc3Nxgbm6Otm3b4r333kNxcbGkX3x8PJ566inY29vDysoKbdu2xfjx4wEASUlJeOKJJwAAISEhkMlkkMlkWLRoUaXrXbRoEWQymUb7g4cFPD09kZqaiv3796vHrThEoO2wgjYPHlaQyWQoKCjA2rVr1WMGBgbi8uXLkMvlCAsL0xjj119/hUwmQ3x8fJXropqT13cARNT4FBYWIjY2Fk888QT8/Pwwfvx4TJw4EfHx8Rg7dizMzMwwevRoREREYPXq1bCzs1MvGxsbi6KiIoSEhAAA7t27hz59+iA9PR3vvvsuOnfujNTUVCxYsAApKSnYvXu35INt27ZtOHDgABYsWICWLVvCxcUFQPmH15QpU9CmTRsAwJEjRzB9+nRkZGRgwYIF6uVDQkIQFxeHd955B8888wz+/PNPDB06FHl5eZIcs7Ky8OSTT8LExAQLFiyAt7c3kpOT8Z///AeXL19GdHS0XtusqKgIffv2xYULFxAaGorOnTvjwIEDCAsLw8mTJ7Fjxw4AQHJyMkaOHImRI0di0aJFsLCwwJUrV7B3714AQLdu3RAdHY2QkBC8//776j03rVu31isebbZu3Yrg4GDY29sjPDwcQPkeg9pITk7GM888g759++KDDz4AANjZ2cHT0xMvvPACIiIi8M4778DU1FS9zBdffAFXV1cMHTq0VuumKtTv7z4RUWO0bt06AUBEREQIIcp/wc7GxkY8/fTT6j6nT58WAMRXX30lWfbJJ58U3bt3V98OCwsTJiYm4vjx45J+CQkJAoD48ccf1W0AhL29vcjNza0yvtLSUqFUKsWHH34onJycRFlZmRBCiNTUVAFAzJ07V9I/NjZWABBjx45Vt02ZMkXY2NiIK1euSPp+/PHHAoBITU2tMoY+ffqIPn36qG9HREQIAGLz5s2SfhU/jb1z507J+Ldv36507OPHjwsAIjo6usoYKixcuFDrr2pGR0dr/Kqgr6+vJO4Kly5d0lintuXHjh2r8YuX1tbWkm1bYd++fQKA2Lp1q7otIyNDyOVyERoaqlNuVDM8rEBEBhcZGQlLS0u88sorAAAbGxuMGDECBw4cwN9//w0A6NSpE7p37y75hn327FkcO3ZMvYscALZv3w4/Pz907doVKpVK/ffss89CJpMhKSlJsu5nnnkGDg4OGjHt3bsX/fv3h729PUxNTWFmZoYFCxYgJycHN27cAADs378fAPDyyy9Llg0ODoZcLt3Run37dvTt2xeurq6SuJ5//nnJWLrau3cvrK2tERwcLGmvOJSxZ88eAFAfMnj55ZexefNmZGRk6LWeh0lgYCC6dOmC1atXq9siIiIgk8kwefLkeoys8WNxQEQGlZaWhl9//RWDBw+GEAK3b9/G7du31R96FWcwAMD48eORnJyMv/76CwAQHR0NhUKBUaNGqftcv34dp0+fhpmZmeTP1tYWQgjcvHlTsv5WrVppxHTs2DEMHDgQAPD111/j0KFDOH78ON577z0AUE9azMnJAQC0aNFCsrxcLoeTk5Ok7fr16/jhhx804vL19QUAjbiqk5OTg5YtW2oc+3dxcYFcLlfH1rt3b2zbtg0qlQpjxoxB69at4efnh9jYWL3W97B48803sWfPHpw7dw5KpRJff/01goOD0bJly/oOrVHjnAMiMqioqCgIIZCQkICEhASN+9euXYv//Oc/MDU1xahRozBr1izExMRg8eLFWL9+PV566SXJN39nZ2dYWlpKior7OTs7S25rm1i3adMmmJmZYfv27bCwsFC3P3j6XEUBcP36dbi5uanbVSqV+sP5/vV27twZixcv1hqXq6ur1vbKODk54ejRoxBCSHK4ceMGVCqVJM8XX3wRL774IoqLi3HkyBGEhYXh1VdfhaenJwICAvRaLwD1NikuLpbMIdC3wDGGV199FXPnzsXq1avh7++PrKws/Otf/6rvsBo9FgdEZDClpaVYu3YtvL298c0332jcv337dqxYsQI//fQTgoKC4ODggJdeegnr1q1DQEAAsrKyJIcUACAoKAhLliyBk5MTvLy8ahSXTCaDXC6XTGorLCzE+vXrJf169+4NAIiLi0O3bt3U7QkJCRpnIAQFBeHHH3+Et7e31sMY+urXrx82b96Mbdu2SSbarVu3Tn3/gxQKBfr06YNmzZrhl19+wR9//IGAgAD1B7yup3FWnD1w+vRp9WELAPjhhx+0rtPQp4dWNaaFhQUmT56ML774AocPH0bXrl3Rs2dPg66ftKjfKQ9E1Jj88MMPAoBYtmyZ1vuzs7OFQqEQL730krrtl19+EQBE69atRevWrUVpaalkmfz8fPHYY4+J1q1bixUrVohdu3aJX375RXz99ddixIgR4siRI+q+AMS//vUvjfXu2bNHABDBwcFi586dIjY2VnTv3l20a9dOY8LcqFGjhKmpqZg/f77YtWuXWLlypXB3dxf29vYiJCRE3S8zM1N4eHiIjh07ivDwcLFnzx6xY8cOsXr1ajF48GBx9erVKrfVgxMSCwsLRefOnYWtra345JNPxK5du8TChQuFmZmZGDRokLrfBx98IEJCQsSGDRtEUlKS2LZtm+jbt68wMzMTZ86cEUIIUVBQICwtLUXPnj3Fvn37xPHjx0VGRkalsdy5c0c4OjqKTp06ia1bt4offvhBDB8+XHh5eWmdUKhQKMSmTZvEsWPHxOnTp4UQtZuQ2KdPH+Hi4iK+//57cfz4cfHXX39J7k9PTxdyuVwAEN98802V25UMg8UBERnMSy+9JMzNzcWNGzcq7fPKK68IuVwusrKyhBDlZw64u7sLAOK9997Tukx+fr54//33RYcOHYS5ubmwt7cXnTp1Em+99ZZ6HCEqLw6EECIqKkp06NBBKBQK0bZtWxEWFiYiIyM1PryKiorErFmzhIuLi7CwsBD+/v4iOTlZ2Nvbi7feeksyZnZ2tnjzzTeFl5eXMDMzE46OjqJ79+7ivffeE/n5+VVuqweLAyGEyMnJEf/3f/8nWrVqJeRyufDw8BDz588XRUVF6j7bt28Xzz//vHBzcxPm5ubCxcVFDBo0SBw4cEAyVmxsrOjYsaMwMzMTAMTChQurjOfYsWOiR48ewtraWri5uYmFCxeKb775RmP7XL58WQwcOFDY2toKAOoP+toUBydPnhQ9e/YUVlZWAoDWsyECAwOFo6OjuHfvXpV5kGHIhHjgCiBERCRx+PBh9OzZExs3bsSrr75a3+E0OTdu3ICHhwemT5+O5cuX13c4TQKLAyKi++zatQvJycno3r07LC0tcerUKSxduhT29vY4ffq0ZEIjGVd6ejouXryIjz76CHv37sX58+clE0XJeDghkYjoPnZ2dti5cydWrlyJu3fvwtnZGc8//zzCwsJYGNSxb775Bh9++CE8PT2xceNGFgZ1iHsOiIiISIIXQSIiIiIJFgdEREQkweKAiIiIJFgcEBERkQSLAyIiIpJgcUBEREQSLA6IiIhIgsUBERERSbA4ICIiIon/B+e0/R62nrrrAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# boxplot_figsize = (6, 4)\n",
    "boxplot_figsize = (4, 3)\n",
    "\n",
    "ax = (1 - real_avg_util_df).plot.box(rot=0, vert=False, grid=True, whis=(0, 100), figsize=boxplot_figsize)\n",
    "ax.invert_yaxis()\n",
    "# if num_cpus in [32, 36] and \"fairshare\" not in real_policies:\n",
    "    # ax.set_xlim(None, 0.85)\n",
    "ax.set_xlabel(\"Average lost utility\")\n",
    "ax.get_figure().savefig(f\"images/mixed_{num_cpus}_box_avg_lost_utility_real.eps\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = real_avg_util_df.plot.box(rot=0, vert=False, grid=True, whis=(0, 100), figsize=boxplot_figsize)\n",
    "ax.invert_yaxis()\n",
    "ax.set_xlabel(\"Average Utility\")\n",
    "ax.get_figure().savefig(f\"images/mixed_{num_cpus}_box_avg_utility_real.eps\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = real_slo_rates_df.plot.box(rot=0, vert=False, grid=True, whis=(0, 100), figsize=boxplot_figsize)\n",
    "ax.invert_yaxis()\n",
    "ax.set_xlabel(\"Average SLO violation rate\")\n",
    "ax.get_figure().savefig(f\"images/mixed_{num_cpus}_box_slo_violation_real.eps\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "targets = [\"FairShare\", \"Oneshot\", \"AIAD\", \"MArk/Cocktail/Barista\", \"Faro-FairSum\"]\n",
    "\n",
    "ax = (1 - real_avg_util_df.mean())[targets].plot.barh()\n",
    "# ax = (1 - real_avg_util_df.mean()).plot.barh()\n",
    "ax.set_xlabel(\"Average lost utility\")\n",
    "\n",
    "new_labels = []\n",
    "for text in ax.get_yticklabels():\n",
    "    splits = text.get_text().split(\"-\")\n",
    "    text.set_text(splits[0])\n",
    "    new_labels.append(text)\n",
    "ax.set_yticklabels(new_labels)\n",
    "\n",
    "ax.invert_yaxis()\n",
    "for bar in ax.containers:\n",
    "    ax.bar_label(bar, fmt=\" %.2f\")\n",
    "if num_cpus == 32:\n",
    "    ax.set_xlim(None, 0.5)\n",
    "# elif num_cpus == 36:\n",
    "    # ax.set_xlim(None, 0.4)\n",
    "elif num_cpus == 16:\n",
    "    ax.set_xlim(None, 1.0)\n",
    "ax.get_figure().savefig(f\"images/mixed_{num_cpus}_avg_lost_utility_real.eps\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = (10 - real_cluster_util_df)[targets].transpose().plot.barh(legend=False)\n",
    "# # ax = (1 - real_avg_util_df.mean()).plot.barh()\n",
    "ax.set_xlabel(\"Average lost cluster utility\")\n",
    "\n",
    "new_labels = []\n",
    "for text in ax.get_yticklabels():\n",
    "    splits = text.get_text().split(\"-\")\n",
    "    text.set_text(splits[0])\n",
    "    new_labels.append(text)\n",
    "ax.set_yticklabels(new_labels)\n",
    "\n",
    "ax.invert_yaxis()\n",
    "for bar in ax.containers:\n",
    "    ax.bar_label(bar, fmt=\" %.2f\")\n",
    "if num_cpus == 32:\n",
    "    ax.set_xlim(None, 5.5)\n",
    "# elif num_cpus == 36:\n",
    "#     ax.set_xlim(None, 0.4)\n",
    "elif num_cpus == 16:\n",
    "    ax.set_xlim(None, 10)\n",
    "ax.get_figure().savefig(f\"images/mixed_{num_cpus}_avg_lost_cluster_utility_real.eps\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = (10 - real_cluster_util_df)[targets].mean(axis=0).plot.barh(legend=False)\n",
    "# # ax = (1 - real_avg_util_df.mean()).plot.barh()\n",
    "ax.set_xlabel(\"Average lost cluster utility\")\n",
    "\n",
    "new_labels = []\n",
    "for text in ax.get_yticklabels():\n",
    "    splits = text.get_text().split(\"-\")\n",
    "    text.set_text(splits[0])\n",
    "    new_labels.append(text)\n",
    "ax.set_yticklabels(new_labels)\n",
    "\n",
    "ax.invert_yaxis()\n",
    "for bar in ax.containers:\n",
    "    ax.bar_label(bar, fmt=\" %.2f\")\n",
    "if num_cpus == 32:\n",
    "    ax.set_xlim(None, 5.5)\n",
    "# elif num_cpus == 36:\n",
    "#     ax.set_xlim(None, 0.4)\n",
    "elif num_cpus == 16:\n",
    "    ax.set_xlim(None, 10)\n",
    "ax.get_figure().savefig(f\"images/mixed_{num_cpus}_avg_lost_cluster_utility_real.eps\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# figsize=(7.4, 4.8)\n",
    "# figsize=(8.4, 4.8)\n",
    "figsize=(7, 4)\n",
    "\n",
    "# ax = pd.concat([\n",
    "#     (10 - real_cluster_util_df)[targets].transpose().rename(columns={0: \"Avg lost cluster utility\"}),\n",
    "#     (1 - real_cluster_slo_df)[targets].transpose().rename(columns={0: \"Avg cluster SLO violation rate\"}),\n",
    "# ], axis=1).plot.bar(secondary_y=\"Avg cluster SLO violation rate\", mark_right=False, figsize=figsize, width=0.6)\n",
    "\n",
    "lost_real_cluster_util_df = 10 - real_cluster_util_df\n",
    "lost_real_cluster_slo_df = 1 - real_cluster_slo_df\n",
    "merged_df = pd.concat([\n",
    "    lost_real_cluster_util_df[targets].mean(axis=0),\n",
    "    lost_real_cluster_slo_df[targets].mean(axis=0),\n",
    "], axis=1).rename(columns={0: \"Avg lost cluster utility\", 1: \"Avg cluster SLO violation rate\"})\n",
    "merged_std_df = pd.concat([\n",
    "    lost_real_cluster_util_df[targets].std(axis=0),\n",
    "    lost_real_cluster_slo_df[targets].std(axis=0),\n",
    "], axis=1).rename(columns={0: \"Avg lost cluster utility\", 1: \"Avg cluster SLO violation rate\"})\n",
    "ax = merged_df.plot.bar(secondary_y=\"Avg cluster SLO violation rate\", mark_right=False, figsize=figsize, width=0.6, yerr=merged_std_df, capsize=3)\n",
    "\n",
    "if num_cpus in [32, 36]:\n",
    "    ax.set_ylim(top=3.5)\n",
    "elif num_cpus == 16:\n",
    "    ax.set_ylim(top=10)\n",
    "# ax.set_xticklabels(ax.get_xticklabels(), rotation=0)\n",
    "ax.set_xlabel(\"\")\n",
    "ax.set_ylabel(\"Lost cluster utility\")\n",
    "\n",
    "new_labels = []\n",
    "for text in ax.get_xticklabels():\n",
    "    splits = text.get_text().split(\"-\")\n",
    "    text.set_text(splits[0])\n",
    "    new_labels.append(text)\n",
    "ax.set_xticklabels(new_labels, rotation=0)\n",
    "\n",
    "right_ax = ax.right_ax\n",
    "if num_cpus in [32, 36]:\n",
    "    right_ax.set_ylim(top=0.35)\n",
    "elif num_cpus == 16:\n",
    "    right_ax.set_ylim(top=1.0)\n",
    "right_ax.set_ylabel(\"Cluster SLO violation rate\")\n",
    "\n",
    "for bar in ax.containers:\n",
    "    if isinstance(bar, matplotlib.container.BarContainer):\n",
    "        ax.bar_label(bar, fmt=\"%.2f \")\n",
    "\n",
    "for bar in right_ax.containers:\n",
    "    if isinstance(bar, matplotlib.container.BarContainer):\n",
    "        right_ax.bar_label(bar, fmt=\" %.2f\")\n",
    "\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=10)\n",
    "\n",
    "ax.get_figure().savefig(f\"images/mixed_{num_cpus}_avg_lost_cluster_utility_slo_real.eps\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "merged_df = merge((1-real_avg_util_df.mean()), (real_slo_rates_df).mean())\n",
    "merged_df.rename(columns={\"Cluster\": \"Average lost utility\", \"Simulation\": \"Average SLO violation rate\"}, inplace=True)\n",
    "ax = merged_df.loc[targets].plot.bar(figsize=figsize, width=0.6)\n",
    "# plt.ylabel(\"Average lost utility / SLO violation rate\")\n",
    "plt.xticks(rotation=0)\n",
    "\n",
    "new_labels = []\n",
    "for text in ax.get_xticklabels():\n",
    "    splits = text.get_text().split(\"-\")\n",
    "    text.set_text(splits[0])\n",
    "    new_labels.append(text)\n",
    "ax.set_xticklabels(new_labels)\n",
    "\n",
    "# ax.invert_yaxis()\n",
    "for bar in ax.containers:\n",
    "    ax.bar_label(bar, fmt=\"%.2f\")\n",
    "if num_cpus in [32, 36]:\n",
    "    ax.set_ylim(None, 0.35)\n",
    "elif num_cpus == 16:\n",
    "    ax.set_ylim(None, 1.0)\n",
    "ax.get_figure().savefig(f\"images/mixed_{num_cpus}_avg_lost_utility_slo_real.eps\", bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "k8s-ray",
   "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": "3.8.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}