WETH gas usage analysis

weth.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"../results/res.json\", \"r\") as f:\n",
    "    data = json.load(f)\n",
    "\n",
    "scenarios = list(data.keys())\n",
    "operations = list(data[scenarios[0]].keys())\n",
    "\n",
    "# Separate bytecode sizes from gas usage\n",
    "bytecode_sizes = [data[scenario][\"bytecode-size\"] for scenario in scenarios]\n",
    "# remove bytecode-size from operations\n",
    "operations = [op for op in operations if op != \"bytecode-size\"]\n",
    "gas_usages = {\n",
    "    operation: [data[scenario][operation] for scenario in scenarios]\n",
    "    for operation in operations\n",
    "}\n",
    "\n",
    "labels = [\n",
    "    \"no optimization\" if key.split(\";\")[0] == \"0\" else f\"{key.split(';')[1]} runs\"\n",
    "    for key in scenarios\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting gas usages\n",
    "plt.figure(figsize=(14, 8))\n",
    "\n",
    "for operation, values in gas_usages.items():\n",
    "    plt.plot(labels, values, marker=\"o\", linestyle=\"-\", label=operation)\n",
    "\n",
    "plt.title(\"Gas Usage Across Different Scenarios\")\n",
    "plt.xlabel(\"Optimization Scenarios\")\n",
    "plt.ylabel(\"Gas Usage (Units)\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(True)\n",
    "plt.legend(title=\"Operations\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting bytecode sizes\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(labels, bytecode_sizes, color=\"teal\")\n",
    "\n",
    "plt.title(\"Bytecode Size Across Different Scenarios\")\n",
    "plt.xlabel(\"Optimization Scenarios\")\n",
    "plt.ylabel(\"Bytecode Size (KiB)\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate average gas usage for each scenario\n",
    "average_gas_usage = {\n",
    "    label: np.mean([data[scenario][operation] for operation in operations])\n",
    "    for label, scenario in zip(labels, scenarios)\n",
    "}\n",
    "\n",
    "# Convert labels to numerical values for trend line calculation\n",
    "x_values = np.arange(len(labels))\n",
    "\n",
    "# Plotting average gas usage across scenarios with trend line\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# Fit a quadratic trend line to the data\n",
    "coefficients = np.polyfit(x_values, list(average_gas_usage.values()), 2)\n",
    "polynomial = np.poly1d(coefficients)\n",
    "trend_line = polynomial(x_values)\n",
    "\n",
    "# Plotting average gas usage across scenarios with quadratic trend line\n",
    "plt.bar(labels, average_gas_usage.values(), color=\"coral\", label=\"Average Gas Usage\")\n",
    "plt.plot(\n",
    "    labels, trend_line, color=\"blue\", linestyle=\"--\", linewidth=2, label=\"Trend Line\"\n",
    ")\n",
    "\n",
    "# Plotting average gas usage across scenarios\n",
    "plt.bar(labels, average_gas_usage.values(), color=\"coral\")\n",
    "\n",
    "plt.title(\"Average Gas Usage Across Different Optimization Scenarios\")\n",
    "plt.ylim(0.95 * min(average_gas_usage.values()), 1.05 * max(average_gas_usage.values()))\n",
    "plt.xlabel(\"Optimization Scenarios\")\n",
    "plt.ylabel(\"Average Gas Usage (Units)\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(True, axis=\"y\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8eOPl5WXGjx9vLl26ZIwx5rvvvjOvvPKKyZ8/v/n9998dWXaSiO/99OnTpmDBgmbWrFlm06ZNpm/fvsbd3d3MmzfPREZGGmOM+eqrr0z79u3Nc889R++p2I8//mg8PT1NqVKljI+Pj6lUqZL566+/bLY5deqUeeutt0yGDBlMcHCwYwq1s1WrVhl3d3fTrFkzU7ZsWePr62tmzpxps81vv/1mhgwZYjJmzGj279/voEqT3ooVK4yHh4epWbOmyZ07t6ldu7b57rvvbLbZt2+fGTp0qPHx8TEHDhxwUKX24ez9x9u2bZtJmzatGTZsmGncuLEpW7as6dOnjzl58qR1m02bNpnevXubzJkzm3379jmu2CS2YcMG4+bmZgICAszzzz9v8uXLZyZNmmR9LWCMMdu3bzf9+vUzPj4+qer33xj6fxrxry2OHz9u/Pz8zIcffmiOHDliunfvbnx9fc2UKVPM1atXjTHGLF682AQEBDjFawsAAOBYzHyFw1ksFm3YsEEHDx5UxYoV1aNHD7m5uWnUqFFKly6dxo0bJ4vFooEDB6pGjRoKCwvT+PHjVahQIUeX/tQsFos2b96s8+fPq1WrVurXr58kqXbt2kqfPr169+4ti8Uif39/VatWTadOndKECRNUtGhRB1f+9Jy5978z/z/TKTIyUosWLdLs2bPVokULnT17Vv7+/qpbt67WrFmj7Nmza8eOHRo5cqSuXLmiLVu22MzgSS3+/PNPHT16VB9++KH69Omj48ePa/78+Xr//ffl4uKi119/XWfOnNHixYu1Y8cO/frrrzYzYVOyP//8U7/++qs+/PBD9e7dWzt37tTs2bM1depUSVLHjh21f/9+ffbZZ9q+fbs2b96canqX6D/euXPntH79er377rsaPHiwJGnWrFlauHChJk+erJEjRypHjhzavn27Ll++nKr+Fly+fFlr167VzJkz1bdvX0nSiBEj9M033yg2Nla9evWSMUY//PCDTpw4oV9//VVlypRxcNVJx9n7f1oWi0W7d+/W5s2bValSJfXt21eurq768ssvNXjwYOuF6fr37y9fX1+dP39eo0aNUuHChR1cOQAASNUcHP4CxhhjXn/9dWOxWEyJEiXM5cuXbe6bNm2ayZw5sxk+fLi5c+eOdVZDatGxY0djsVhMtWrVzJ07d2zue/PNN42np6eZPXu2McaYmJgYR5RoN87c+99t3LjR1KhRw7Rt29YcP37cOn7y5ElTpkwZ4+fnZ65cuWKMMWbdunXm3LlzjirVrg4fPmxKlixpihUrZtavX28dP3funHnrrbdMnjx5rD8T58+fT/D3IiXbt2+fadiwoalYsaLNLKzff//ddOvWzZQvX94sXbrUGGPMgQMHzIULFxxVql04e//xjh49aipVqmTy5ctnPv74Y5v7Zs2aZSpXrmz69Olj/vzzTxMdHW1u3rzpoEqT3v79+03JkiVNiRIlzPfff29z38iRI42vr6+ZOHGiuXXrlrl27Zq5du2agyq1D2fv/2nFxsYaY4xp1aqVsVgspnz58ub27ds22wwaNMiULVvWjB071ty+fdu6DwAAgD0RvsIh4gPU+FO/jDFm7NixxmKxmE8++SRBEDd+/HiTN29ea/iUksX3Hv+GIC4uzvTv39+kTZvWrF69OsH2/fr1M9myZTM3btxI1jrtwZl7/ye//fabyZ8/v/H09DSnT582xvzvjeSpU6fMCy+8YPLnz2/zO5NaPPiBSlBQkOnatavx9vY2n376qc12586dM++8847x8PAwn332WXKXaXcrV640tWrVMt7e3ubHH3+0uW/fvn2me/fupmDBgmbZsmUOqtC+nLn/v3+oOGLECJM9e3bz8ssvJ/h/b/bs2aZ48eJmwIABJjo6OjnLTBZdu3Y1Li4uZtiwYQmCs1GjRpns2bObqVOnproPYuM5e///RvyxuH79unWsZ8+eJkeOHOazzz5LcBx79eplKleuTHgNAACSDeErHGbHjh2madOmZvny5daxQYMGGXd3d/Pll1+au3fv2myfml4kb9y40XTo0MFmvc5XXnnF+Pj4mA0bNiTYPjXN7nPm3hMTGhpqfeO4bds2kz9/flO/fn3r/Q+uX1etWjVz6tQph9Rpb0FBQdav9+/fb7p162by58+fYPbXmTNnzPjx421mB6d0Bw8etH69adMmU79+fVO1alWbmb/G3D9Gr732mjWcTy2cvf9427dvNwsWLLDeHj16tClTpowZNWpUgr+Dn3/+uTlz5kwyV2g/e/futfkA7j//+Y8pXLiw+fLLL82tW7dsth03bpzNurepgbP3nxSCgoJMixYtzLp166xj7dq1M6VKlTLz589P8KH+g+vnAgAA2BvhKxxm3759xtfX17Rq1crmTcfAgQONu7u7mTt3rs2L5dQ0y2Pr1q3G3d3ddOnSxRw5csQ6Hh9Cbty40YHV2Zcz9/53x44dMy4uLuazzz6z/nxv3brV5M6d2zRq1Mi6Xfx9UVFRDqnT3q5du2Zy5cplXnzxRevY3r17Tc+ePU2JEiXMokWLbLZPTbP9/vzzT1OkSBHz8ssvW8fWrl1rmjdvburVq2d++eUXm+0jIiKSu0S7cvb+44WHh5uuXbua4sWLm2+//dY6PnLkSOPn52fefvttExYW5sAK7efatWumTp06pk6dOmbt2rXW8S5duphixYqZL774IkEAmZo4e/9JZeXKlaZixYqmTZs2Nq8j2rZta0qWLGm++eabBAEsAABAciF8hUMdOHDAvPjii6Z58+Zm1apV1vEhQ4YYi8Vivv76awdWlzT+HhrH396+fbvJmjWr6dSpk00I2bVrV2OxWMyWLVuStU57cObeH9eAAQOMp6enmTdvXoIAtlmzZg6uLnnExMSYtWvXmoIFC5ratWtbx/fs2WN69uxpypQpYzMjMDW5deuW+eSTT0ypUqVMly5drOOrV682zZs3N40aNbL525jaOHv/D9qzZ4/p3r27KV++vM3/fSNHjjQVK1Y0AwcOTBVL7yRmzZo1plGjRqZ58+Y2H8Z26dLFlCpVysyaNSvBqeOpibP3n1RWrVpl6tSpY1q2bGlzJk2HDh1Mrly5EpxJAQAAkFwIX5GsDhw4YPbt22cztn//fvPiiy+aRo0a2ZxmOnLkSJtgLqU7cuSI9dTRB08zz5w5s2nfvr0JCQmxbtuzZ09z9OhRh9RpD87c+4MeNnv7zTffNG5ubmbevHnWdV63bdtm0qZNa9q0aZOcJSaLxI5DTEyM2bBhg3nuuedsAti9e/eajh07mooVK5rw8PAUPwM+sfpv3bplvvjiC1OsWDGbAHLt2rWmRo0aplWrVqlmxpaz9/93f19OJ/7iYhUqVDDffPONdXzAgAGmVq1aqWL2a/zPQHh4uM34L7/8YurVq2eaN29uMwO0ZcuW5sUXX0w1a387e/9J6dChQzZLGBlzfwZs3bp1TYsWLcxvv/1mHe/WrRvLNQAAAIchfIXdxb/RuHfvnsmbN69p3bq12b9/v802Bw8eNBkzZjTNmjVLVRdTefBNlsViMT179rS+eX5wlmOaNGlMr169EhyXlMyZe3+U9evXJziV2pj7Aay7u7tZsGCB9bT6nTt3pqq1TR/066+/mk6dOtmMxQewOXPmNA0bNrSO79u3L1Vd2X7btm1m2LBhNmO3bt0yX375pSlYsKDp3r27dfyXX34x58+fT+4S7crZ+4/3+++/m7p16ya42ODevXvNyy+/bEqWLGmWLl1qHU8NwWu87du3m65du5rdu3fbjK9bt85UrFjR1K9f32zatMk6HhoamswV2pez9/9vxcXFWV8/XLx40ZQtW9Z07tzZHD582Ga75cuXm6xZsyZYAxYAAMBRCF+RLObPn29Wr15ttm/fbooWLWo6d+5sfv/9d5ttWrdubTw9PU2XLl1S1el1ixcvNrt37zarV6827u7u5vXXX09w8ZRq1aoZi8VievfubSIjIx1UadJz5t4fFP9m8fbt26Z///7GYrEkurZt+/btTc6cOc2XX35pnQGbmsQfh9OnT5sFCxaYTJkymf/85z8228TGxpqpU6cai8Viqlev7ogy7SK+9z///NOMHTvW5M+f34waNcpmmzt37ph+/foZi8ViOnTo4Igy7cbZ+48XfxxOnTpllixZYurVq2caN26c4AOZNWvWGC8vL5M3b16zcOFCR5Sa5OJ7v3z5slm8eLEpXry46d69e4LXAt9++63x9vY21atXT1XBmbP3n5SWLl1qdu3aZT799FNTqVIl07NnT3Po0CGbbRo1amSyZ89u/P39zZ07d1L8WRMAACBlcxFgJ8YYSdKJEyfUq1cv7du3T1WqVNGnn36qbdu2afr06dq3b591+wIFCuiTTz7RhAkT5OXl5aiyk9SBAwfUtWtXbd++XY0bN9bixYs1a9YsTZgwQZcvX7ZuV6VKFX333XcaMmSI3N3dHVhx0nHm3v/OYrFoyZIl6tq1q8aOHSt/f3+9/PLL2rhxo812RYoUUXR0tEaOHKlbt245qFr7sVgsWrp0qXr37q2iRYvq448/1tq1a+Xv72/dxsXFRQULFlStWrV09+5dnT171nEFJyGLxaLFixfr7bffVoMGDdSnTx/9+OOPeuutt6zbeHp6qly5cvLz89PFixcVGhrqwIqTlrP3H89isejHH3/U888/r+eff15vvvmm0qRJo0mTJumXX36xbpcrVy5Vr15d7dq1U5UqVRxYcdKxWCz6/vvvVaRIEdWrV09jxozRgQMH9MEHH9i8FsiRI4fKlCmj5557Tr6+vg6sOGk5e/9PK/415eHDh9WmTRsFBwerd+/eevXVV/X7779r5syZOnLkiCQpJiZGhQoV0tChQzVx4kR5enrKYrE4snwAAODkLCb+1QxgB0FBQfrtt9905coVTZ48WXFxcXJxcdGmTZvUp08f+fr6qlSpUoqMjNQ333yj4OBgZc+e3dFlJ4kjR45o6dKlioiI0IQJE6y9L1++XG3bttUrr7yiF198UX/++ae+/vprHTp0SD4+Po4uO0k4c++JOXHihNq2bav+/furV69eMsbI399fP//8s5YsWaJq1arJw8NDw4cPV5MmTVSmTBllyZLF0WUnGWOMLBaLLl++rDZt2uiVV15R3759dffuXf33v//V8OHDVbduXS1YsEDGGAUGBioiIkKBgYFKly6do8t/Kg/2XqdOHfXr10/9+vXTlStX9Nlnn+m7775TixYtNGnSJEnSO++8ozRp0mjw4MFKnz69g6t/es7e/9/dvXtX48ePV9asWTVkyBBJ0oYNGzRz5kzduXNHAwYMUNOmTTVu3DhdvHhR06ZNS/F/G+N/Bm7fvq1Ro0YpX758Gjx4sCTp+++/17Rp01SyZEn16NFDNWvW1KhRoyRJQ4cOTfG9S/SflIKCghQaGqpDhw7pnXfesY7PmzdPs2fPVs6cOVWnTh2FhoZq6dKl2rlzp7Jly+bAigEAAP6fg2bcwglcuXLFtGjRwqRLl8507drVGGNMdHS0iYmJMcYYs2PHDvPKK6+YF154wVSpUiXBhbhSsj/++MPUrVvXZM2a1bq24YO9r1u3zlSuXNmULFnSlC5dOsFphymZM/eemH379pkRI0aYLl26mIiICBMVFWWMub++abdu3UzatGlNu3btTOvWrU2GDBnMsWPHHFyxfaxZs8b07dvXtG3b1mb91tu3b5vvv//e5MyZ0+TKlctUq1bNpE+fPsEppCnZ2rVrzTvvvGO6detmc9GcS5cumcmTJ5u8efOaEiVKmGbNmhlvb+9Ud8E5Z+8/3q5du0z27NlNpUqVEiw7smnTJtOlSxfj7u5uSpUqZXx8fFLVOtg7duwwxYoVMzVq1DC///67zbIqixYtMvXr1zdZs2Y15cuXNxkyZDAHDx50YLVJz9n7TwpXr141fn5+1mWKjDE2SxUtXbrUdOzY0RQsWNC8+OKLqf61BQAASFmY+Qq7WrlypT766CPrDNjSpUsrNjZWFotFLi4uunPnjtKkSaPIyEhlyJDB0eUmqU8//VQff/yxoqKitHr1ahUsWNCm96tXr8rV1VXGGGXOnNnR5SYpZ+79QdHR0XrllVe0du1aFS5c2HpqaWxsrFxdXSVJ7733nvbt26fY2Fi98847KlOmjCNLtpsffvhBHTt2lIeHh7Zu3ary5ctb74uNjVVoaKjmzJmj9OnTq3Xr1ipRooQDq01a06dP19ChQ5UjRw7t2rVL+fLls86GCw8P16FDh/Tll18qY8aM6tmzp0qWLOnokpOUs/cf7/Tp0+rbt6/WrVun5cuXq3nz5oqOjpabm5sk6dKlSzp8+LD+/PNP1apVSwUKFHBswUlo48aNGjVqlPbt26c9e/aoVKlSioiIUNq0aSVJwcHBCg4O1sWLF9WyZUsVKVLEwRUnLWfvPynExMRo3bp1mjx5si5evKhDhw7Jw8NDUVFR1iWL7ty5o8jISLm4uDBrGAAAPFMIX2EX8W+spftvOiZOnKjw8HDNnTtXpUqVsoZPD26XWsSfYi9JCxYs0Mcff6yCBQtq0qRJ1hDSxcUl1fUtOXfvD3P9+nW9+eabWrlypYYOHaqBAwcqTZo0NqGLdP+NZZo0aRxYqf3E/56vXr1azZo1U69evTR+/HjrEiOp8e/A33355ZfWvkeOHGn9PXnQg6F8auPs/cc7deqUXnvtNR0+fFjbtm1TgQIFUvXvfrzY2Fht3bpVb7zxhqKiorR79255eXnZBGepmbP3n1RiYmK0ZcsW9e/fXxkzZtSvv/4qd3d363F0hv9LAABAykT4Crt58EXw2rVr9eGHH+ratWv66quvVLJkSZugLrV5sLcvvvhCCxYsUJ48eTRp0iQVKFAgVb9BcObe/y4+TPrrr7/Ur18/nTt3Tt26dVPPnj3l4uLiFKGL9L8LpcRfeKx9+/YaPHiwRowYoaxZs1q3Se0/FzNnztSQIUM0Y8YMDRgwwDruDL1L9B/vzJkz6t69u06fPq2tW7cqb968qTp4jv/+xsXF6bffftPgwYNlsVi0efNmeXt7J/ggKrVx9v6TWmxsrDZt2qRhw4YpXbp02rx5s9zd3VP17xAAAEj5UmfyhWeCxWKxhi6NGjXSgAEDlD17dr388ss6evRoqg1epftXbI+Li5Mk9ezZU/7+/rp8+bL69++vc+fOpfig4fDhw1q6dGmi96X23h/l759lubq6Ki4uTpkyZdKsWbOUL18+zZ8/X19++aXi4uJSdfAa/zMgyfo9N8aobdu2WrRokaZPn6733ntPYWFhNtukBg/2/qCBAwfq/fff16BBgzRr1izreGrqXaL/ByV2LAoWLKivvvpKhQoVUu3atXX27NlUGRrF9x7//XVxcVGNGjU0bdo0ubi4qF69erp161aqDR6dvf9/Izg4WL/88ssjt3F1dVWdOnX0/vvvKyoqSs8//7yio6NT5e8QAABIPVJv+gW7Cw0N1d69ex/6RltKGMD26tVLZcuWta5zllKdPHlSw4YNU7t27TRmzBhduXIlwTZ/DyFffvllGWNSfOB24MABlS9fXiEhIQ/dJrX2npibN2/q+vXrunz5sk2IFP9zH38sMmfOrI8//liFChXSzJkztWDBAkeVbBeXLl3Srl27tGXLFkVERCT4cOXBALZdu3ZavHixpk6dqo8++uiRf0NSgqtXr+rIkSMKCQn5xxn9gwcP1vTp0zVgwAB9+umnyVil/Th7//HOnTunefPmad68edq0aZMkPfRYFCxYUHPnzlWGDBnUokULxcTEJGepSS40NFSrVq3SypUrdfToUUn3e4+NjbXZzsXFRTVr1tTUqVN1/fp1vfTSSzLGJPjgKqVx9v6TwsGDB1WuXDn99ttv/7htfAA7btw4Zc2aVaGhoclQIQAAwL/HsgP4V44ePSo/Pz8VLVpUc+fO1QsvvPDI2UsPnlZ6584deXl5JVepSe7QoUNq0KCBqlSpIi8vL/30009q0aKFvv3220S3fzCMuHHjRoq+CMSBAwdUtWpVvfbaa5o6dWqi2zz4vU5NvScmODhYXbt2VWxsrM6cOaPXXntNrVu3VtWqVSUlfiyuXbum4cOHa9SoUanmgjoHDx5Uq1atZLFYdPfuXXl6euqjjz5S9erVE1xI78ElCH766ScVLVo0RV9g6eDBg+rYsaPu3r0rScqRI4d1aZVH/U385JNPVKdOHfn6+iZXqXbh7P3HCw4OVp06dVSiRAmdOnVK7u7uqlWrlr766qtHfuh0/vx5GWOUP3/+ZKw2aQUHB6tBgwbKmzevDh8+rOLFi6t+/fp6//33JSnRQD4uLk47duxQ7ty5VbBgQUeUnWScvf+kcODAAVWpUkUDBgzQ5MmTE90mseMYGxuryMhIeXp6JkeZAAAA/xrhK57Y1atX1bFjR2XLlk0HDhyQm5ubvvzyS5UvX/6xA9iUKjQ0VE2aNFHDhg2t4ePBgwdVtWpV/fzzz6pVq1ai+6WG9W3PnDmj4sWLa8iQIZo0aZKioqL09ddf69y5c8qQIYOaNGmiUqVKSXp4AJua/PHHH3rxxRf1yiuvqEmTJjp37pxmzpypPHnyqEePHmrfvr0k22MRvyZdajomYWFhqlGjhtq2bav//Oc/ioqK0oQJE7RmzRqNHj1aXbt2VZYsWWz2eTCATckuXLigypUrq3Pnzmrbtq3CwsI0Y8YM/f777/r888/VvHnzVH1KsbP3H+/27duqV6+eKlasqI8++kh//PGH9uzZo9dee01ly5bV999/r8yZM6eq3/t4N2/eVPXq1VWvXj1NmDBB586d09q1azV+/Hg1bdrU+qHkg+txpobXAvGcvf+kcPr0aRUpUkTvvPOOxo4dq5iYGM2bN08hISHKmzevypYtq7p160ri2AEAgJQr9Z0DDLsLDQ1V4cKF1b17d/n5+emFF15Qjx49/jGATQ0vmH/55Rdlz55dgwYNknT/yrv58+dXvnz5FBER8dD9UvobbmOM1qxZo8yZM1tncb300ksKCwuTm5ubTp06pZ9++kl9+/ZVp06dbL7XKb33h4mftTRp0iR5eHhIkkqVKqX33ntPH3/8sdKmTauXXnrJ5ljEv/lOTcfk2rVriouLU9u2bVWkSBFJ0sKFCzVs2DBNmTJFnp6e1guMxUsNfwsk6c8//5SXl5f69OljncXcpEkT+fv7KyAgQIsXL1bDhg1T7YVgnL3/eHFxcYqKilLDhg0lSXnz5lXevHlVuHBhNW/eXN26ddOKFSvk4uKS6sKj27dvyxijTp06ydvbW6VKlVLBggVVpEgR+fv7q3v37vrqq69svv/0n3r6TwpHjhyR9L//Hxs0aKDw8HC5u7vr5s2bcnNzU+/evdWvXz+OHQAASLFSTwKAZFOsWDH169dPFSpUkLu7u/bs2aOYmBj16NFDe/futW7397XOUoOaNWuqatWqypMnj6T7bxYyZswoT09PXb582cHV2Y/FYlHHjh01cuRILVu2TBkzZpSbm5uWLVumXbt26ejRo/L09NTs2bOtpx+ndh4eHgoLC9Mff/wh6X5AXaVKFY0aNUpeXl765ptvdOHCBQdXaX/h4eH666+/rG+c7927J0l6//331b59ew0bNkxnz56VlPCCZCndtWvXdP78eWXMmFGSFBUVJUlasGCBmjRpou7duys8PDzVBo/O3n88d3d3XblyRUFBQdYxY4zKli2rxYsXa/v27QoMDJSU+oI3Dw8PXbx4Ubt377aOeXp6qmnTpvr000+1evXqVLe274Ocvf+k0KBBA33//feaNGmS0qdPryxZsujHH3/Ujh07tHLlSlWvXl0LFizQ6dOnHV0qAADAv0b4iieWLl06lS1bVq6uroqKilLatGm1b98+awC7Z88eRUREaMqUKfrkk08cXW6SKliwoMaNGycp4elvd+7csX69aNEimzdjqUGmTJnUrVs3+fv7q1GjRho7dqzy5csnY4yyZs2qDz74QFu3brUJIFKzPHnyKCIiQlu2bJH0v2CxfPnyGjZsmJYvX+4Ux6JSpUoqXry4+vXrJ+n+34fIyEhJ0gcffKBSpUqluuAp/nvdsGFDFShQQH379pV0P4SLDyDnzJmjLFmy6L333nNYnfbi7P3/Xdq0adWvXz+tWLFCK1eulHT/Zz0uLk4VKlRQnz59tGPHDpv/I1KLDBkyqH379lqxYoXN/3lp0qRR48aNVadOHe3atcuBFdqXs/efFDw8PPTSSy9p3rx5qlGjhgYNGmSdSV+oUCF17dpVu3fv1rlz5xxbKAAAwFMgfMVTcXd3V0xMjNzd3a0BbO/evdWpUycFBgaqdu3aji7RbiwWi/UK1enSpbPO/ho1apQ6deqUYJ3L1MDHx0e9e/fW4MGDVbp0aUn/Cxlu3LihEiVKKG/evA6u0r7ig6cKFSqoX79+6t+/vzZu3GhzZes6deqoUqVK2rx5swMrtY+bN2/q+vXrNjO9J0+erLCwMHXt2lXS/TfT8SFcqVKlUs1s6Nu3bysyMlK3bt2SdH/m+7Bhw3T06FGNGjVK0v2/iXFxcUqfPr3y5MmTqmbEO3v/8S5duqRdu3Zpy5Yt1uVmXnrpJeXMmVOffvqpfvnlF0n3lxdxdXVV3rx5df78ecXFxTmy7CRx9epVHTlyRCEhIYqLi5O7u7s6dOigP//8U3PmzFFwcLB124wZM6pYsWLav3//I5flSUmcvf+kcOrUKb3//vsaO3asPvvsMxljlDZtWrVs2VIzZsxQhQoVJMn6+5I+fXqVKVNG2bNnd2TZAAAAT4XwFU8tTZo01gB2586dOnDggH799VcFBQWl6KuYP44HLyrl4eGhiRMnasaMGQoKClKhQoUcXJ19ZMyYUZUrV5a7u7t1zMXFRStWrFDGjBnl4+PjuOLsJDQ0VHv37lVcXJwsFos1ZH3rrbfUsWNHtWjRQitXrrRZ19TV1VU5c+Z0VMl2ERwcrFq1aqlWrVoqXLiwhg4dqt27d6tGjRoaNmyY9u7dq7Zt20qS9ecjOjpa6dKlU0xMTIpediA4OFiNGzdW1apVVbZsWc2cOVOXLl1Sp06d1KRJE61atUqDBw+W9L/QLWPGjEqXLp3i4uJSdO8S/ceLv8DiK6+8oo4dO6pkyZJatWqVSpUqpTFjxujGjRuaNm2a9UJLUVFROnnypJ577rkUv9bzwYMHVbNmTTVt2lRNmjRR5cqVdejQIdWuXVuTJk3Shg0bNHXqVGv4bIxRWFiYChYsmCpmvTt7/0nh0KFDqlixonbv3q3Nmzfro48+UpkyZRQcHKy0adOqePHi1jXU439fvv32W7m6uipHjhyOLB0AAODpGCCJ3L171/Tr1894enqaw4cPO7qcZFWvXj2TO3du4+HhYXbv3u3ocpLVjh07zPDhw02GDBnMgQMHHF1OkgsJCTFp06Y1ZcqUMXv27DFxcXE291+/ft307dvXpEmTxgwYMMCMGzfOvPHGGyZDhgzm6NGjDqo66Z0/f97kyJHDDBo0yKxbt858/vnnplSpUqZ+/fpmxYoVxhhjFi5caIoVK2YKFSpkunbtatq2bWu8vLxMcHCwg6t/OmfOnDFZsmQxb7zxhpk3b54ZN26cyZQpk+nQoYPZv3+/uXv3rpkwYYIpUaKEeeGFF8zbb79tunTpYry9vVPF30Jn7z/e5cuXTbFixcxbb71lTpw4YQ4fPmw6depkfHx8zPTp040xxgQFBZkuXbqYTJkymZIlS5oaNWqYTJkymX379jm2+KcUGhpq8ubNa0aMGGH27NljVq1aZRo0aGB8fHzMjz/+aIwx5ueffza1atUyhQsXNlWqVDHNmjUzGTNmNPv373dw9U/P2ftPCjdv3jSVK1c2Q4cONcYYExkZabZv327c3d1NuXLlzLZt22y2379/v3njjTeMj48PxxAAAKR4hK9IMufPnzcNGzY0u3btcnQpySYuLs7cu3fP+Pn5GYvFYg4dOuTokpLVtWvXTIcOHczzzz+fKt8cXblyxdSrV8907NjR+Pr6mrJly5rdu3cnCGCNMebLL780LVq0MOXLlzfNmzdPdcdj0aJFxs/Pz0RERFjHtm/fblq1amWqV69u1q1bZ4y5H1ANHjzYdOvWzbz66qupInybPXu2qVSpks3YmjVrzAsvvGBatWpljhw5YqKjo82uXbtMp06dTNOmTU2HDh1SfOgcz9n7j3fkyBFTpEgR8/vvv9uMDx061GTPnt3MmTPHGGPMhQsXzM6dO82oUaPMnDlzzPHjxx1RbpLatWuXKVGihDlz5ozNeNeuXY23t7dZs2aNMcaYQ4cOmWXLlpnevXubiRMnmpCQEAdUm/Scvf+kcO7cOVOqVCmbD6jDw8NNtWrVTKFChUzBggVNeHi4McaY06dPmzfeeMNUrVo11f1fCgAAnBPhK5JMXFycuXv3rqPLcIgjR46kipDp37h06ZK5ePGio8uwi/3795vevXubnTt3msjISFOqVKkEAeyDQeytW7dMbGxsqvw9WLZsmcmTJ485ceKEMeZ/fe/Zs8c0btzYtGnTxoSGhtrsk1hInRLNmTPH+Pr6muvXr5u4uDgTGxtrjDHml19+MSVKlDB9+/ZN0GtMTIwjSrULZ+8/3s6dO02WLFmsM/wf/D0fMGCA8fb2NqdOnXJUeXa1atUq4+npaa5fv26MuT9rMV6HDh1Mrly5zM2bNx1Vnt05e/9J4cKFC6ZQoUJmxowZ1rHTp08bX19f69+S1157zea+sLAwB1QKAACQ9FL2AmR4plgsFqVLl87RZTiEr69vql/f9mFy5MiR6tY2jVesWDH169dPFSpUkLu7u/bs2aOYmBj16NFDe/fulXT/5z46OlqS5O3tLRcXl1T5e5AnTx5FRERoy5Ytkv534bHy5cvrzTff1MqVKxUUFOTIEu2mQIECOnnypPbu3Wuz5m+9evU0fvx4zZkzR9u2bbPZJ6Wv7/kgZ+8/XqVKlVS8eHH169dP0v0LLUZGRkqSPvjgA5UpU0aBgYGSlGrWuI3vo2HDhipQoID69u0r6f6azvEX1ZszZ46yZcumKVOmSFKquLBYPGfvPyl5e3urbt26WrFihfr166eFCxfKz89PderUUb169dSqVSudP3/eun3BggWVLVs2B1YMAACQdFLfuyMASCLp0qVT2bJl5erqqqioKKVNm1b79u2zBrB79uxRRESE3n//fX3yySeOLtcu4sOHChUqqF+/furfv782btwoFxcXawhXp04dVapUSZs3b7bZN7VcZKZRo0by9/dX+/btFRISIjc3N2vw0rZtW5UuXVpbt2612Scl93748GEtXbrUertRo0bq1q2b0/Qf7+bNm7p+/bouX75sHZs8ebLCwsLUtWtXSZKHh4f1WJQqVUp3796VlPL7v337tiIjI3Xr1i1J9y8gOGzYMB09elSjRo2SdD+AjIuLU/r06ZUnTx6FhYVJSh3Bu7P3nxTCwsK0detWbdiwQaGhoUqfPr1GjBihChUqaPv27Zo5c6YGDRqkjz/+WJLk6empa9euKSYmxsGVAwAAJL00ji4AAFICd3d3xcTEyN3dXfv27ZOfn5969+6t/Pnz6+eff9b+/fsdXWKSCQ0N1aVLl+Tn52cNWV1dXfXWW2/p/PnzatGihRYtWqRmzZpZ93F1dU0VM6BPnjypTz/9VGfPnlXJkiXVt29f5ciRQyNGjNDFixdVq1YtrV+/XuXKlZMkxcbGKm3atPLx8XFs4UnkwIEDqlSpkt555x2b8eHDh+vChQupvv94wcHB6tq1q2JjY3XmzBm9+uqr6tChg2rUqKFhw4Zp+vTpatu2rZYsWSJ3d3dJUnR0tNKlS6eYmBi5urqm2AA2ODhYr732mu7du6dr165p4MCB6tixozp16qTjx49r1apVunv3rqZPn24NGjNmzKh06dIpLi5OFoslxfYu0X9SCA4O1iuvvKK4uDiFh4fLx8dHP/zwg3x9fTVu3DhNnDhR169ft5nZevz4cZUpU4bwGgAApEoWk1rOjQOAZBATE6M0adLo1q1b8vHxkY+PjzZs2KDnn3/e0aUliaNHj8rPz09FixbV3Llz9cILL9gECX/99ZdGjRqlzz77TH379lXWrFl17do1zZ07V0FBQSpevLgDq386hw4dUoMGDVSlShV5eXnpp59+UvPmzbVw4ULr/aNHj9bPP/+s8ePHK1OmTDpx4oS++OILBQUFqUiRIg7u4OkcOHBAVatW1WuvvaapU6cmuP/o0aMaPny41qxZkyr7j/fHH3/oxRdf1CuvvKImTZro3LlzmjlzpnLlyqU33nhDzZs313fffafAwEDFxMSoWrVqunfvnlavXq2dO3eqdOnSjm7hXzt79qwqVKigLl26yM/PT+fPn9eMGTPUsGFDjRw5UsWKFdP06dP1zTffyNPT03p8li1bpl27dqX45Xecvf+kcOLECdWoUUMBAQF69dVXdfbsWc2YMUO5c+fWBx98IFdXV7m6ulq3379/vxYtWqTZs2dr27ZtKlWqlAOrBwAAsA/CVwB4Qvfu3dOwYcM0d+5c7d69O9W84b569ao6duyobNmy6cCBA3Jzc9OXX36p8uXLJ5jJ9dVXX2nZsmW6cOGCcuXKpQkTJlhnQ6ZEoaGhatKkiRo2bGgNHg8ePKiqVatqxYoVqlOnjiTpzp07+uijj7Ro0SLFxsbKx8dHH374YYoP38+cOaPixYtryJAhmjRpkqKiovT111/r3Llz8vb2VsuWLVW8eHHFxsZq8uTJWrJkSarq/0E//PCDJk+erB07dsjDw0OStGPHDr333nu6evWqRo8erQYNGigsLExTpkzRtWvXlC5dOr3++usp/m/BnDlzNG/ePO3cudM6tnbtWr311lvKly+fJk6cqKJFi+r333/XzJkzdfPmTaVPn16jRo1K0aFzPGfv/2ndu3dP/fv3V0xMjObNm2f9f2PMmDH66aefEpwhcu/ePX344Yf64osvtHjx4lT1dwQAAOBBLDsAAE/o6tWrOnHihDZt2pTiw5YHhYaGqnDhwurevbv8/Pz0wgsvqEePHjYBrDFGFotF3bt3V/v27eXp6anIyMgUf5GxX375RdmzZ9egQYMk3Z/hnD9/fuXLl8+6pqckeXl5acSIEerRo4e8vb0VExOj9OnTO6rsJGGM0Zo1a5Q5c2alSXP/ZcFLL72ksLAwubm56dSpU1q+fLn69eunTp066e2331afPn3k5eWVKvr/Ow8PD4WFhemPP/5QkSJFZIxRlSpVNGrUKI0aNUqffvqpSpUqpdy5c2vatGmSZP29SOksFovCw8P1119/ycfHR8YYNWrUSGnSpFH//v01a9YszZo1SxUrVrTOCI9fliQ1cPb+n5abm5uee+455cyZUxaLRXFxcXJxcVHz5s31ww8/6ObNm/L29rYer/gPLf7zn/8oe/bsDq4eAADAflhYCQCe0HPPPadly5apYsWKji4lSRUrVkz9+vVThQoV5O7urj179lgvLrZ3715J98OJ6OhoSfevXu3i4pLig1dJqlmzpqpWrao8efJIur+GbcaMGeXp6WlzwaV42bJlU7p06VJF8GixWNSxY0eNHDlSy5YtU8aMGeXm5mY9lfro0aPy8vLS7NmzrRcgypIlS6rp/+/y5MmjiIgIbdmyRdL/LjpXvnx5vfnmm1q5cqWCgoIcWaLdFChQQCdPntTevXtlsVisF9WrV6+exo8frzlz5mjbtm02+6SmNTqdvf9/688//9TGjRuVJk0a+fv767XXXpP0vwvPxf+/YbFYrMfr6tWrku5faIvgFQAApHa8YgSAJ2SxWFJF4Ph36dKlU9myZeXq6qqoqCilTZtW+/btswawe/bsUUREhN5//3198sknji43SRUsWFDjxo2TlHAW4507d6xfL1q0SLt37072+uwtU6ZM6tatm/z9/dWoUSONHTtW+fLlkzFGWbNm1QcffKCtW7fahPCpTXzIWqFCBfXr10/9+/fXxo0brRedk6Q6deqoUqVK2rx5s82+qeV4NGrUSP7+/mrfvr1CQkLk5uZmnfndtm1blS5dWlu3brXZJyX3fvjwYS1dutR6u1GjRurWrZvT9J8UgoODVaZMGc2ZM0eSVLhwYUn/+ztqjNGdO3cUEREhd3d3WSwWDRs2TGXKlFFkZKRY/QwAADgDwlcAQALu7u6KiYmRu7u7NYDt3bu3OnXqpMDAQNWuXdvRJdqNxWJRTEyMpPuBdMaMGSVJo0aNUqdOnZQlSxZHlmc3Pj4+6t27twYPHmxdvzL+1OEbN26oRIkSyps3r4OrTFqhoaHau3ev9Sr18SHrW2+9pY4dO6pFixZauXKlzexGV1dX5cyZ01ElJ5mTJ09q2LBhateuncaMGWOd4T1ixAhVqVJFtWrV0oEDB+Tu7i7p/un1adOmlY+PjwOrTjoHDhxQ+fLlFRISYjM+fPhwp+g/KcRfpK9kyZLasGGDNm7caL3vwVmv3t7ecnNzk4eHh3XpjmXLlsnDw8Ppw2sAAOAcWPMVAJCoNGnSWAPYnTt3ysfHR+fOnVNQUFCqWus2MfGBQFxcnDw8PDRx4kTNmDFDQUFBKlSokIOrs5+MGTOqcuXKNmMuLi5asWKFMmbMmKqCp6NHj8rPz09FixbV3Llz9cILL1jXovTw8ND06dPl6emp1q1bq2/fvsqaNauuXbumvXv3avbs2Q6u/ukcOnRIDRo0UJUqVeTl5aUZM2boxIkTWrhwoYoUKaIpU6Zo9OjRqlixosaPH69MmTLpxIkTOnHihOrXr+/o8p9afGjYv39/vf322zb3FSlSRNOmTdPw4cNTbf9J4eDBg6pSpYoGDx6sQYMGqWnTplq3bp3q1q2bYB1cd3d3ZcqUSa+99prmzp2r7du3q3z58g6sHgAAIHlZDOf7AAAe4d69exo2bJjmzp2r3bt3p/rg9UH169dXSEiIrl27pq1bt6pChQqOLilZ7dy5U8uWLdPs2bP122+/qWzZso4uKUlcvXpVHTt2VLZs2XTgwAG5ubnZXFjuQV999ZWWLVumCxcuKFeuXJowYYLKlSvnoMqfXmhoqJo0aaKGDRtq6tSpku4HaVWrVtWKFStUp04dSfeX2/joo4+0aNEixcbGysfHRx9++GGKvyL9mTNnVLx4cQ0ZMkSTJk1SVFSUvv76a507d07e3t5q2bKlihcvrtjYWE2ePFlLlixJVf0nhYMHD+r555/X22+/rfHjx0uS3nnnHX300Uc6depUgrMDNm/erLp168rLy0u//vqr/Pz8HFE2AACAwzDzFQDwSFevXtWJEye0adMmpwlejTGKjIzU9evXdfHiRQUHB6tUqVKOLitZXb9+XTNnztSxY8f066+/pprgVbofQBYuXFjdu3eXn5+fXnjhBfXo0cMmgI1fs7J79+5q3769PD09FRkZmeLXe/7ll1+UPXt2DRo0SJIUExOj/PnzK1++fNb1TSXJy8tLI0aMUI8ePeTt7a2YmJgUf4E1Y4zWrFmjzJkzK02a+y+BX3rpJYWFhcnNzU2nTp3S8uXL1a9fP3Xq1Elvv/22+vTpIy8vr1TRf1KJjo7W6NGjFRgYaP096devn5YuXaoPP/xQY8aMsVmqo0SJEurSpYuGDx/udH9HAQAAJGa+AgD+gTFGERERKT50+jdCQkJkjHGa0PnvLl++LGNMqljj9EH37t3TiRMnVKpUKbm6uioiIkLly5dXmjRp9OWXX1pnOEdHR8vNzc3B1SatM2fOaO7cuQkuMFehQgUNGDBA/v7+Dq7Qvv766y8tWLBAX3zxhc6fP6+aNWvq448/Vr58+XT16lV17txZ9+7d088//6z06dMnuACfM4uOjpbFYrEG1w+Ki4uTv7+/Tp48qR07dth8gCFJd+/elaenZ3KXDAAA8EwgfAUAAE4rKipK7u7uioqKkp+fnzWALV26tKZPny4fHx/17dvX0WXaxYPhWIUKFdSjRw+99tprkqRFixapUKFCevHFFx1Zol3cuHFDn3/+uXbv3q0RI0bohRdesB6Lo0ePqmTJktq4cWOqvrDgkzpy5Ijmzp2rXr16qWjRojaBdPyxO378uF588UW9++676t+/v819AAAAzszlnzcBAABIndzd3a0Xltu3b59iYmLUu3dvderUSYGBgak6gLNYLIqJiZEkpUuXThkzZpQkjRo1Sp06dUqwdmdq4ePjo969e2vw4MEqXbq0pPvHIi4uTjdu3FCJEiWUN29eB1f57AgODlb16tV148YNeXh4JBq8GmOUJ08eNWvWTBs2bFBkZCTBKwAAwP9jzVcAAODU0qRJYw1gd+7cKR8fH507d05BQUGpfsmJ+HAsLi5OHh4emjhxombMmKGgoCAVKlTIwdXZT8aMGVW5cmWbMRcXF61YsUIZM2aUj4+PYwp7xly7dk0BAQEKCAjQ9OnTJd1fD9oYIy8vL6VNm1axsbFydXWVl5eXOnXqpJYtW2rfvn0Jji8AAICzInwFAABOL02aNLp3755GjhyptGnT6rfffkv1waskubq6Sro/83XAgAG6du2atm7dal331lns3LlTy5Yt0+zZs/Xbb7+l2lm/T+rOnTtKly6dhg8frqioKP3nP//R6dOndf36dfn5+WnSpEkqWLCgYmJilCZNGtWvX1/t2rVT5syZHV06AADAM4PwFQAAQNLVq1d14sQJbdq0ySmCV+n+aeORkZG6fv26Ll68qODgYKe7Iv3169c1c+ZMHTt2TL/++qvKli3r6JKeGadPn1ZISIjc3d3VvXt3Xb16VcOHD9eJEyf0yy+/6KWXXtKaNWuUJ08eSfdD/Llz53JxLQAAgAdwwS0AAADdDyIjIiKULl06R5eS7EJCQmSMcZrQ+e8uX74sY4xy5szp6FKeKTdu3NBLL72k+vXra9u2bXrvvfdUrlw5SdL27ds1YsQItW/fXv3797cuPwAAAABbzHwFAADQ/fVPnTF4lSRfX19Hl+BQOXLkcHQJz6T06dMrf/78mjVrllxdXW2WE6hatapcXFwUHBwsSQSvAAAAD+Hi6AIAAAAAONaxY8c0YcIEde3aVfPnz9euXbvk6uqqzz//XMWKFdPly5f1+eefKzIy0rpP/vz5lS9fPgdWDQAA8Oxj2QEAAADAiR06dEg1atTQSy+9pJs3b+rGjRsKDQ3VpEmT1LZtW927d0+NGjXS+fPnVaNGDdWrV0979uzRwoULtWPHDhUvXtzRLQAAADyzCF8BAAAAJ3Xr1i21bdtWfn5+mjx5siRp69atat68ucLDw/XVV18pICBAkZGRmjRpkrZu3aqwsDDlypXLZg1YAAAAJI7wFQAAAHBS169fV61atTR69Gi1a9dOxhhZLBa1a9dON27c0P79+/XNN9+oUaNG1n3Cw8Pl7u6utGnTOrByAACAlIE1XwEAAAAnZIzR3bt35erqqrCwMEVHR8tisejkyZPavXu3OnfurHLlymnFihWSpNjYWElShgwZCF4BAAAeUxpHFwAAAAAg+URGRsrDw0OS9Nxzz6lOnToaP368Dh06pAIFCmj8+PEKCAhQQECArly5os8//1zR0dFyc3NzcOUAAAApDzNfAQAAACcRHBys559/Xtu3b5fFYpEkzZgxQ3369NHp06e1evVqvfPOO5o1a5YkycvLS5kzZyZ4BQAA+JeY+QoAAAA4idmzZ+vYsWNq06aNFi1apJo1a0qSxo4dq+joaEVGRsrb29u6/b59+5Q/f35FRUXJzc3NGtgCAADg8RC+AgAAAE4iW7ZsatOmjXLlyqWXX35ZS5YsUe3atSVJFovFGryGhITo008/1eLFi7V161a5u7s7sGoAAICUi2UHAAAAACdRtWpVeXh4aMCAAapTp47atWunw4cPa/r06dq8ebOMMbp27Zp27dql7du3a/PmzSpdurSjywYAAEixLMYY4+giAAAAANjfpk2bNGjQIO3Zs0d//vmnJkyYoG+++UaSdPnyZWXMmFGSdP36dVksFmXKlMmR5QIAAKR4zHwFAAAAUrnY2FhJUrV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      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate percentage change in gas usage for each operation compared to \"no optimization\"\n",
    "percentage_changes = {}\n",
    "\n",
    "for operation in operations:\n",
    "    percentage_changes[operation] = []\n",
    "    for i in range(1, len(scenarios)):\n",
    "        initial_gas = data[scenarios[0]][operation]\n",
    "        optimized_gas = gas_usages[operation][i]\n",
    "        percentage_change = ((optimized_gas - initial_gas) / initial_gas) * 100\n",
    "        percentage_changes[operation].append(percentage_change)\n",
    "\n",
    "\n",
    "# Plotting percentage changes for each operation\n",
    "plt.figure(figsize=(14, 8))\n",
    "x_labels = labels[1:]  # Skip the first label because it represents no optimization\n",
    "width = 0.08  # Width of the bars\n",
    "\n",
    "for idx, (operation, changes) in enumerate(percentage_changes.items()):\n",
    "    plt.bar(\n",
    "        np.arange(len(x_labels)) + idx * width, changes, width=width, label=operation\n",
    "    )\n",
    "\n",
    "plt.title(\"Percentage Change in Gas Usage for Operations (Compared to No Optimization)\")\n",
    "plt.xlabel(\"Optimization Scenarios\")\n",
    "plt.ylabel(\"Percentage Change (%)\")\n",
    "plt.xticks(\n",
    "    np.arange(len(x_labels)) + width * len(operations) / 2, x_labels, rotation=45\n",
    ")\n",
    "plt.axhline(0, color=\"grey\", linewidth=0.8)\n",
    "plt.grid(True, axis=\"y\")\n",
    "plt.legend(title=\"Operations\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://dune.com/queries/4008135/6747831/\n",
    "\n",
    "duneOutput = {\n",
    "    \"0x70a08231\": {\"call_count\": 425525025, \"total_gas_spent\": 362568072550},\n",
    "    \"0xa9059cbb\": {\"call_count\": 249648285, \"total_gas_spent\": 3788440587170},\n",
    "    \"0xd0e30db0\": {\"call_count\": 109910385, \"total_gas_spent\": 2284911263790},\n",
    "    \"0x2e1a7d4d\": {\"call_count\": 86457703, \"total_gas_spent\": 869311681424},\n",
    "    \"0x23b872dd\": {\"call_count\": 38454085, \"total_gas_spent\": 526529597827},\n",
    "    \"0x095ea7b3\": {\"call_count\": 8954405, \"total_gas_spent\": 171573763700},\n",
    "    \"0xdd62ed3e\": {\"call_count\": 5515803, \"total_gas_spent\": 10824645251},\n",
    "    \"0x313ce567\": {\"call_count\": 829993, \"total_gas_spent\": 1330168592},\n",
    "    \"0x\": {\"call_count\": 546596, \"total_gas_spent\": 8175721676},\n",
    "    \"0x18160ddd\": {\"call_count\": 230696, \"total_gas_spent\": 90233528},\n",
    "    \"0x95d89b41\": {\"call_count\": 24232, \"total_gas_spent\": 74562948},\n",
    "    \"0x06fdde03\": {\"call_count\": 18934, \"total_gas_spent\": 58914740},\n",
    "}\n",
    "\n",
    "\n",
    "def operateDuneData(data):\n",
    "    signatureToFunctionName = {\n",
    "        \"0x70a08231\": \"balanceOf\",\n",
    "        \"0xa9059cbb\": \"transfer\",\n",
    "        \"0xd0e30db0\": \"deposit\",\n",
    "        \"0x2e1a7d4d\": \"withdraw\",\n",
    "        \"0x23b872dd\": \"transferFrom\",\n",
    "        \"0x095ea7b3\": \"approve\",\n",
    "        \"0xdd62ed3e\": \"allowance\",\n",
    "        \"0x313ce567\": \"decimals\",\n",
    "        \"0x\": \"fallback\",\n",
    "        \"0x18160ddd\": \"totalSupply\",\n",
    "        \"0x95d89b41\": \"symbol\",\n",
    "        \"0x06fdde03\": \"name\",\n",
    "    }\n",
    "\n",
    "    res = {\n",
    "        signatureToFunctionName[signature]: {\n",
    "            **data,\n",
    "            \"average_gas_usage\": data[\"total_gas_spent\"] / data[\"call_count\"],\n",
    "        }\n",
    "        for signature, data in data.items()\n",
    "    }\n",
    "\n",
    "    return res\n",
    "\n",
    "\n",
    "realGasUsageNoOptimization = operateDuneData(duneOutput)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculateAverageGasUsage(gasUsage):\n",
    "    # calculation_strategy = np.mean\n",
    "    calculation_strategy = np.min\n",
    "    return {\n",
    "        \"deposit\": calculation_strategy(\n",
    "            [\n",
    "                gasUsage[\"deposit-to-zero-balance\"],\n",
    "                gasUsage[\"deposit-to-non-zero-balance\"],\n",
    "            ]\n",
    "        ),\n",
    "        \"fallback\": calculation_strategy(\n",
    "            [\n",
    "                gasUsage[\"receive-fallback-to-zero-balance\"],\n",
    "                gasUsage[\"receive-fallback-to-non-zero-balance\"],\n",
    "            ]\n",
    "        ),\n",
    "        \"transfer\": calculation_strategy(\n",
    "            [\n",
    "                gasUsage[\"transfer-to-zero-balance\"],\n",
    "                gasUsage[\"transfer-to-non-zero-balance\"],\n",
    "            ]\n",
    "        ),\n",
    "        \"withdraw\": calculation_strategy([gasUsage[\"withdraw-all\"], gasUsage[\"withdraw-partial\"]]),\n",
    "        \"approve\": calculation_strategy([gasUsage[\"approve-infinity-value\"]]),\n",
    "        \"transferFrom\": calculation_strategy(\n",
    "            [\n",
    "                gasUsage[\"transferFrom-to-non-zero-balance-infinite-allowance\"],\n",
    "                gasUsage[\"transferFrom-to-non-zero-balance-non-infinite-allowance\"],\n",
    "            ]\n",
    "        ),\n",
    "        \"balanceOf\": calculation_strategy(\n",
    "            [gasUsage[\"balanceOf-zero\"], gasUsage[\"balanceOf-non-zero\"]]\n",
    "        ),\n",
    "        \"allowance\": calculation_strategy(\n",
    "            [gasUsage[\"allowance-zero\"], gasUsage[\"allowance-non-zero\"]]\n",
    "        ),\n",
    "        \"decimals\": calculation_strategy([gasUsage[\"decimals\"]]),\n",
    "        \"name\": calculation_strategy([gasUsage[\"name\"]]),\n",
    "        \"symbol\": calculation_strategy([gasUsage[\"symbol\"]]),\n",
    "        \"totalSupply\": calculation_strategy([gasUsage[\"totalSupply\"]]),\n",
    "    }\n",
    "\n",
    "\n",
    "def calculateTotalGasUsed(gasUsagePerOperation, realGasUsageNoOptimization):\n",
    "    initialGasUsage = 21000\n",
    "    return sum(\n",
    "        [\n",
    "            realGasUsageNoOptimization[operation]['call_count'] * (gasUsagePerOperation[operation] - initialGasUsage)\n",
    "            for operation in gasUsagePerOperation\n",
    "        ]\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total gas spent with optimization: 6986379053277\n",
      "Total gas spent without optimization: 7075153726182\n",
      "Total gas saved: 88774672905\n",
      "Total cost saved: 88.774672905 ETH\n"
     ]
    }
   ],
   "source": [
    "# Theoretical amount of gas spent for real amount of transactions\n",
    "\n",
    "numberOfRunsForOptimization = 1000\n",
    "gasPrice = 1000000000\n",
    "\n",
    "gasUsage = data[f\"1;{numberOfRunsForOptimization}\"]\n",
    "average_gas_usage = calculateAverageGasUsage(gasUsage)\n",
    "totalGasSpent = calculateTotalGasUsed(average_gas_usage, realGasUsageNoOptimization)\n",
    "\n",
    "gasUsageWithoutOptimization = data[\"0;0\"]\n",
    "average_gas_usageWithoutOptimization = calculateAverageGasUsage(gasUsageWithoutOptimization)\n",
    "totalGasSpentWithoutOptimization = calculateTotalGasUsed(average_gas_usageWithoutOptimization, realGasUsageNoOptimization)\n",
    "\n",
    "print(f\"Total gas spent with optimization: {totalGasSpent}\")\n",
    "print(f\"Total gas spent without optimization: {totalGasSpentWithoutOptimization}\")\n",
    "\n",
    "print(f\"Total gas saved: {totalGasSpentWithoutOptimization - totalGasSpent}\")\n",
    "print(\n",
    "    f\"Total cost saved: {(totalGasSpentWithoutOptimization - totalGasSpent) / 1e18 * gasPrice } ETH\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total gas saved for deployment: 310926\n",
      "Total cost saved for deployment: 0.0065294459999999995 ETH\n"
     ]
    }
   ],
   "source": [
    "gasSpentToDeploy = 966549\n",
    "gasSpentToDeployWith1000Optimization = 655623\n",
    "gasPriceOnDeploy = 21000000000\n",
    "\n",
    "print(f\"Total gas saved for deployment: {gasSpentToDeploy - gasSpentToDeployWith1000Optimization}\")\n",
    "print(f\"Total cost saved for deployment: {(gasSpentToDeploy - gasSpentToDeployWith1000Optimization) / 10 ** 18 * gasPriceOnDeploy } ETH\")\n"
   ]
  }
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