vision/plotting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_634146/3937711748.py:11: DeprecationWarning: `set_matplotlib_formats` is deprecated since IPython 7.23, directly use `matplotlib_inline.backend_inline.set_matplotlib_formats()`\n",
      "  set_matplotlib_formats('svg', 'pdf')\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import pandas as pd\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "import numpy as np\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "from IPython.display import set_matplotlib_formats\n",
    "set_matplotlib_formats('svg', 'pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig_path = 'fig/'\n",
    "os.makedirs(fig_path, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"whitegrid\")\n",
    "# sns.despine(left=True)\n",
    "sns.set_context(\"paper\", font_scale=2., rc={\"lines.linewidth\": 3})\n",
    "# matplotlib.rcParams['axes.linewidth'] = 1.5\n",
    "matplotlib.rcParams['axes.edgecolor'] = '0'\n",
    "matplotlib.rcParams['lines.markersize'] = 6.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/pdf": 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       "<Figure size 648x648 with 4 Axes>"
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   ],
   "source": [
    "percentages = [0.0, 0.01, 0.02, 0.05]\n",
    "\n",
    "model = 'resnet18'\n",
    "datasets = ['MNIST','CIFAR10','GTSRB','TinyImageNet']\n",
    "\n",
    "data_path = os.path.join('slurm_jobs/results', model)\n",
    "\n",
    "marker_ds = ['s', 'o', '>']\n",
    "palette = sns.color_palette(\"hls\",7) \n",
    "idx_0, idx_1 = (0, 4)\n",
    "color = [palette[idx_0], palette[idx_1]]\n",
    "\n",
    "fig, axs = plt.subplots(2,2, figsize=(9,9))\n",
    "axs = axs.flatten()\n",
    "\n",
    "for index, dataset in enumerate(datasets):\n",
    "    for percentage in percentages:\n",
    "        name = f'hws_{model}_{dataset}_{percentage}.csv'\n",
    "        data_file_name = os.path.join(data_path, name)\n",
    "        df = pd.read_csv(data_file_name)\n",
    "        original_ratio = df['energy_ratio'][0]\n",
    "        ratios = (((df['energy_ratio'][1:]/original_ratio)-1)*100)\n",
    "        axs[index].plot(ratios, label=percentage if index==0 else '', \n",
    "                    linestyle=\"--\", marker = 'o', alpha=1,\n",
    "                    mec= 'black', linewidth=3)\n",
    "        \n",
    "        axs[index].tick_params(left=True, bottom=True, direction='out', which='major', width=1.5, length=4.5)\n",
    "\n",
    "        axs[index].yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n",
    "        axs[index].xaxis.set_major_formatter(FormatStrFormatter('%g'))\n",
    "\n",
    "\n",
    "        # axs[index].yaxis.set_major_locator(ticker.MultipleLocator(0.005))\n",
    "        # axs[index].yaxis.set_major_locator(ticker.AutoLocator())\n",
    "        # axs[index].set_xlim([0,len(ratios)+1])\n",
    "        axs[index].xaxis.set_major_locator(ticker.MultipleLocator(2))\n",
    "        \n",
    "        # axs[index].set_ylim([,max(ratios)])\n",
    "        if index == 0 or index == 2:\n",
    "            axs[index].set_ylabel('Energy increase (%)', fontsize=18)\n",
    "        if index == 2 or index == 3:\n",
    "            axs[index].set_xlabel('Attacked layer', fontsize=18)\n",
    "        axs[index].set_title(dataset, fontsize=18)\n",
    "\n",
    "fig.legend(labelspacing=.1, handletextpad=0.1, fontsize=26)\n",
    "plt.grid(True)\n",
    "\n",
    "sns.move_legend(fig, \"center\", bbox_to_anchor=(.5, 1.0), ncol=4, title=None, \n",
    "                frameon=False, labelspacing=-0, handletextpad=0.5, fontsize=18)\n",
    "\n",
    "fig.tight_layout() \n",
    "plt.savefig(f'all_{model}_energy.pdf', bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "def export_legend(legend, filename=\"legend.pdf\"):\n",
    "    fig  = legend.figure\n",
    "    fig.canvas.draw()\n",
    "    bbox  = legend.get_window_extent().transformed(fig.dpi_scale_trans.inverted())\n",
    "    fig.savefig(filename, dpi=\"figure\", bbox_inches=bbox)\n",
    "# legend = sns.move_legend(fig, \"center\", bbox_to_anchor=(.5, 1.0), ncol=4, title=None, \n",
    "#                 frameon=False, labelspacing=-0, handletextpad=0.5, fontsize=19)\n",
    "# export_legend(legend)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
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       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pd784be9174\">\n",
       "   <rect x=\"75.808125\" y=\"63.846312\" width=\"240.146\" height=\"235.896\"/>\n",
       "  </clipPath>\n",
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       "   <rect x=\"372.815125\" y=\"366.478312\" width=\"240.146\" height=\"235.896\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 648x648 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "percentages = [0.0, 0.01, 0.02, 0.05]\n",
    "\n",
    "model = 'VGG16'\n",
    "datasets = ['MNIST','CIFAR10','GTSRB','TinyImageNet']\n",
    "\n",
    "data_path = os.path.join('slurm_jobs/results', model)\n",
    "\n",
    "marker_ds = ['s', 'o', '>']\n",
    "palette = sns.color_palette(\"hls\",7) \n",
    "idx_0, idx_1 = (0, 4)\n",
    "color = [palette[idx_0], palette[idx_1]]\n",
    "\n",
    "fig, axs = plt.subplots(2,2, figsize=(9,9))\n",
    "axs = axs.flatten()\n",
    "\n",
    "for index, dataset in enumerate(datasets):\n",
    "    for percentage in percentages:\n",
    "        name = f'hws_{model}_{dataset}_{percentage}.csv'\n",
    "        data_file_name = os.path.join(data_path, name)\n",
    "        df = pd.read_csv(data_file_name)\n",
    "        original_ratio = df['energy_ratio'][0]\n",
    "        ratios = (((df['energy_ratio'][1:]/original_ratio)-1)*100)\n",
    "        axs[index].plot(ratios, label=percentage if index==0 else '', \n",
    "                    linestyle=\"--\", marker = 'o', alpha=1,\n",
    "                    mec= 'black', linewidth=3)\n",
    "        \n",
    "        axs[index].tick_params(left=True, bottom=True, direction='out', which='major', width=1.5, length=4.5)\n",
    "\n",
    "        axs[index].yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n",
    "        axs[index].xaxis.set_major_formatter(FormatStrFormatter('%g'))\n",
    "\n",
    "        if index == 3:\n",
    "            axs[index].yaxis.set_major_locator(ticker.MultipleLocator(0.5))\n",
    "        # axs[index].yaxis.set_major_locator(ticker.AutoLocator())\n",
    "        # axs[index].set_xlim([0,len(ratios)+1])\n",
    "        axs[index].xaxis.set_major_locator(ticker.MultipleLocator(2))\n",
    "        \n",
    "        # axs[index].set_ylim([,max(ratios)])\n",
    "        if index == 0 or index == 2:\n",
    "            axs[index].set_ylabel('Energy increase (%)', fontsize=18)\n",
    "        if index == 2 or index == 3:\n",
    "            axs[index].set_xlabel('Attacked layer', fontsize=18)\n",
    "        axs[index].set_title(dataset, fontsize=18)\n",
    "\n",
    "fig.legend(labelspacing=.1, handletextpad=0.1, fontsize=26)\n",
    "plt.grid(True)\n",
    "\n",
    "sns.move_legend(fig, \"center\", bbox_to_anchor=(.5, 1.0), ncol=4, title=None, \n",
    "                frameon=False, labelspacing=-0, handletextpad=0.5, fontsize=18)\n",
    "\n",
    "fig.tight_layout() \n",
    "plt.savefig(f'all_{model}_energy.pdf', bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "def export_legend(legend, filename=\"legend.pdf\"):\n",
    "    fig  = legend.figure\n",
    "    fig.canvas.draw()\n",
    "    bbox  = legend.get_window_extent().transformed(fig.dpi_scale_trans.inverted())\n",
    "    fig.savefig(filename, dpi=\"figure\", bbox_inches=bbox)\n",
    "# legend = sns.move_legend(fig, \"center\", bbox_to_anchor=(.5, 1.0), ncol=4, title=None, \n",
    "#                 frameon=False, labelspacing=-0, handletextpad=0.5, fontsize=19)\n",
    "# export_legend(legend)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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AY6cm4W6wFuw2waoqXvelc+8AlroIPU7Bk3AvWEt2W2DVxa778rn3AEteAx87NQl3g7VgtwlWVed6VULXI3R03jwkoXuPNWUyie0Yv0DEVnVnk3h/7ZQ0LUqnlOlW5VTi466Q+Q5Zbmd1wyOmS2HSuogtQslFgzaJ94MmTQvQlOkWaHzVIBjjjAuO2s4d6MGoRc4VeA6vNWyT/ArcpHEJnDLeRC66nl8khTg953ZyNzxixZGhJu/OfI7eauSEfD9yyrhAThtvIcf3gFPkwzTs3dpV8OHsldJ3Rg6bC8P51qo4VMivQE4al8gp403kPAJpQ9gUOrC7jdwtFu47FodyZs/i+6zv57MYTlEc6fv5LC88uSd9P58TipQ9Vkt9P1/pi/v5Sl/GYzIxKe7na7kISWQ7xf189dyPXRv6hHEqwY3nCI2X4/GZUCQPzwjx42q/+P9pilnRWq7xKXz0F+MVMN+aprsrSS9xk/jVgyn4XHETzUrBOKrqtjkBGY07cVlwU9qR3FRywU1KPZuJVTkb2+djzlQqbqI9xIUmtuKmlD+umHSWha3X43lsFgyeY/P0KtmGPpe+OD5ms5Zurc2v4jSBeHRdXGF8WYWDJss3ZtL4Tt3W8zc2dyMWUuUOi+TVhaUXiMhZQY6fhqSjIKIt1FsbctQ8xGOwJrkSKh5afpFugjtXZaXDDbzijzwRPGTzJZ5+j4PgoZZPPJTNETTk1mP+Awb/B1Wls+RsvUoge8ARTYSjZFrWn5nrG9oYSUqmUDYmr2jLzLJzQ/VtTTerLJ6xc4/67Zl6fb3pBaYOvy8m+Kr+m2tQCh5QlX/H0DvrElU0lXlCwVI++cRy5KrXLsTUk/d+yG8KjnLZqMX31VsX5CMFRSGOVMbLmR+1yHSWoa2XD/BG1HjDyQbszpc/MOPnLfMzLFp6FULlxA11rggtKVt+xfeqtpytzktvfNjU0y3WLxnfXn0q8kuz6TNdfDqbl6tSnKuzeFpZpC0v2l5deeo8vzzL07q05ZvnHRnsVLEWD1/ds7//87fPPnz/13d/eveL3NmfX7fYuUE/YBAK5k+yNmMaQSzuvAmRy0W49uNczvct0qz8Qfte3S7Tl/LUXgsjhRAKSLnlecFixsRMS9xRMuYojdhc5DBIC8aJ39Nw4Ovc/Os+ENREchg6hC15uOQd8umJ1FPKfI1SSUccjjZGecAs5nyiTlkOfXGFK5ZUOyLcI/O1goNqNCZCn63jB4oOJiwmxw5KOEYpbBisR7FgItXaqY/ewSeVZUgNkCm6FSbydRHQQjUZUnPePSmVYEj5BJ20PMEsWiHHRDZ5GkHZvWm0Z33jLefeXx1OhL18xwB9Hz4M54UfogX4tGvxFcvyIis37ced4TwRgsykuehsnpG/P/BmeE5+832uboFgneP0Iu9ZFeLOITD3vmKd45taiItq1rEcoULFOr55xReThieOrqOkwtGUfHRLZXl0YdWOyd9Vo0duqA6OPFJwCNax3KBjmnVcU+tiqljnbOxjyBXrWGp8rliHQcE8eNY9KZVgSPkEnbQ8wSxaIcdENnkaQdm9abRnfWMl65wPpw9vYJ1dsxhu3ojzYkjwI0P821Y0A8mbGfn7A4U8K3/QFle3S/CS5dgNOUdSTt7y72woAx/GUSXv8K3zVrsAixG4Z96kTP5CfAUvnx44+paSCk9U8tFvleXRx2UzJj6oJo/cUd0beabAEKwkKoybN0pOlLFrCjFlZRnfJixNVk8OLLZMCFJN5gq88+5JqQRDyifopOUJZtkMOSiy0dMIyg6K0Z7zjZW85Otbxw9v4KVbwcvt227mpfd8rOQ8VSujR+B+LuetdJmVP2hjq9sleMnykjx5tV766PrM+361XvpI2OAb3mcpH/DRc3hYilov/XBkcHri6F1KKnxRyUfPVZZHL1ftmCihGj3yR3Vw5JqCQzDTR4Ol2ASn5PyLdPl1uEatlz4MWXryuhWQOixrSa2Xnn+/4Hn3pFSCIeUTdNLyBLNohRwT2WQxgqJ7YrTnfGMlL33Opw9v4KVOqB/+B6JQyw4KZW5kc3RyZWFtCmVuZG9iagoxMiAwIG9iago0ODg5CmVuZG9iagoxMCAwIG9iagpbIF0KZW5kb2JqCjMzIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggOTEgPj4Kc3RyZWFtCnicNYy7DcAwCER7prgR+DiA94miFPb+bYgtF9w96YnzbGBknYcjtOMWsqZwU0xSTqh3DGqlNx076CXN/TTJei4a9A9x9RW2mwOSUSSRh0SXy5Vn5V98PgxvHGIKZW5kc3RyZWFtCmVuZG9iagozNCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI2NCA+PgpzdHJlYW0KeJw9UrmRAzEMy7cKlsBfUj2+uXFg958ewD07MTFLEQBB925RORs/bSXLj/zYZWdJ5Jb3oG3yuqLqBqmbIHPJcckVYpbyuBIkFi1lJtZnqoPycQ1qFb7wEzMT0yFJxBJyUo8irI+vg9f1HNxfN+n8GhkfdGxQekuSq6BUw75ytBI7lupdg+yDppvS6jPTruyApfGGrNSkTn8d9b8jLMKk3khFByEWv9PLHbIspBzU27l+A+Fd7YJYT6087BBp3lZ6SxXM5swETBltO6yAtVljwlQJ8BbNIdRaiMwXOq2I+eTc0cE0VXkaIsNShYPtPaM1XOgaEkvD+UnGBOa/8PqsyG1//wBwaGe6CmVuZHN0cmVhbQplbmRvYmoKMzUgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyMzUgPj4Kc3RyZWFtCnicNVFJbgAxCLvnFf5ApbAn75mq6qH9/7WGUS8DA9jYJO/BRiQ+xJDuKFd8yuo0y/A7WeTFz0rh5L2ICqQqwgppB89yVjMMnhuZApcz8VlmPpkWOxZQTcRxduQ0g0GIaVxHy+kw0zzoCbk+GHFjp1muYkjr3VK9vtfynyrKR9bdLLdO2dRK3aJn7Elcdl5PbWlfGHUUNwWRDh87vAf5IuYsLjqRbvabKYeVpCE4LYAfiaFUzw6vESZ+ZiR4yp5O76M0vPZB0/W9e0FHbiZkKrdQRiqerDTGjKH6jWgmqe//gZ71vb7+AENNVLkKZW5kc3RyZWFtCmVuZG9iagozNiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDc2ID4+CnN0cmVhbQp4nDM1N1UwULC0ABKmhuYK5kaWCimGXEA+iJXLBRPLAbPMTMyALENLZJaJsSGQZWJhhsQyNrGAyiJYBkAabE0OzPQcrgyuNAA1FxkFCmVuZHN0cmVhbQplbmRvYmoKMzcgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyNDcgPj4Kc3RyZWFtCnicTVFJbsQwDLv7FfzAAJasxXlPikEP7f+vJR0U7cEQI0tc4u7ERBZetlDXQofjw0ZeCZuB74PWnPgaseI/2kaklT9UWyATMVEkdFE3GvdIN7wK0X6kgleq91jzEXcrzVs6drG/98G05pEqq0I85Ngc2Uha10TR8T203nNDdMoggT43IQdEaY5ehaS/9sN1bTS7tTazJ6qDR6aE8kmzGprTKWbIbKjHbSpWMgo3qoyK+1RGWg/yNs4ygJPjhDJaT3asJqL81CeXkBcTccIuOzsWYhMLG4e0H5U+sfx86834m2mtpZBxQSI0xaXfZ7zH53j/AJVPXCYKZW5kc3RyZWFtCmVuZG9iagozOCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDUxID4+CnN0cmVhbQp4nDOyNFUwULC0ABKGluYK5kaWCimGXEA+iJXLBRPLAbMMgDRYaQ5MRQ5XBlcaAL+MDVYKZW5kc3RyZWFtCmVuZG9iagozOSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDkwID4+CnN0cmVhbQp4nD2Oyw3AMAhD70zBCOFTAvtUVQ/J/teGfHrBD1vIuAkWDB+j2oWVA2+CsSd1YF1eAxVCFhlk5Ns7F4tKZha/miapE9Ikcd5EoTtNSp0PtNPb4IXnA/XpHewKZW5kc3RyZWFtCmVuZG9iago0MCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDc3ID4+CnN0cmVhbQp4nDWNwQ3AMAgD/0zBCDiFUPapqj7S/b8tRHzsMwjserJwpEwT9hF8gf6c9NI4ULTITBlo2rO+2CS5g5cjlCea0qti9edFD90fyZ4YDAplbmRzdHJlYW0KZW5kb2JqCjQxIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjMyID4+CnN0cmVhbQp4nD2QS3IEIQxD95xCRwB/4TydSs2i5/7byO6ZbJCqwPITcRwTZ/OICKQc/KxhZlATvIeFQ9VgO6DrwGdATuAaLnQpcKPahHN8ncObCpq4h8dstUisneVMIeowJkls6EnINs5ocuOc3KpU3kxrvcbim3J3u8pr2pbCvYfK+jjjVDmrKmuRNhGZRWsbwUYe7LDPo6toy1kq3DeMTV0TlcObxe5Z3cniiu+vXOPVLMHM98O3vxwfV93oKsfYyoTZUpPm0jn1r5bR+nC0i4V64Ud7JkhwdasgVaXWztpTev1T3CT6/QP0wVcdCmVuZHN0cmVhbQplbmRvYmoKNDIgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzNDEgPj4Kc3RyZWFtCnicNVI70ptBCOu/U+gCnlney3mcyaT4c/82AjsVLLBCAtICB5l4iSGqUa74JU8wXifwd708jZ/Hu5Ba8FSkH7g2beP9WLMmCpZGLIXZx74fJeR4avwbAj0XacKMTEYOJANxv9bnz3qTKYffgDRtTh8lSQ+iBbtbw44vCzJIelLDkp38sK4FVhehCXNjTSQjp1am5vnYM1zGE2MkqJoFJOkT96mCEWnGY+esJQ8yHE/14sWvt/Fa5jH1sqpAxjbBHGwnM+EURQTiF5QkN3EXTR3F0cxYc7vQUFLkvruHk5Ne95eTqMArIZzFWsIxQ09Z5mSnQQlUrZwAM6zXvjBO00YJd2q6vSv29fPMJIzbHHZWSqbBOQ7uZZM5gmSvOyZswuMQ8949gpGYN7+LLYIrlznXZPqxH0Ub6YPi+pyrKbMVJfxDlTyx4hr/n9/7+fP8/geMKH4jCmVuZHN0cmVhbQplbmRvYmoKNDMgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA2NiA+PgpzdHJlYW0KeJwzMzRUMFDQNQISZoYmCuZGlgophlxAPoiVywUTywGzzEzMgCxjU1MklgGQNjI1g9MQGaABcAZEfwZXGgBSaxTACmVuZHN0cmVhbQplbmRvYmoKNDQgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMDcgPj4Kc3RyZWFtCnicPZJLbgMxDEP3PoUuEMD62Z7zpCi6mN5/2ycl6Yoc2RZFapa6TFlTHpA0k4R/6fBwsZ3yO2zPZmbgWqKXieWU59AVYu6ifNnMRl1ZJ8XqhGY6t+hRORcHNk2qn6sspd0ueA7XJp5b9hE/vNCgHtQ1Lgk3dFejZSk0Y6r7f9J7/Iwy4GpMXWxSq3sfPF5EVejoB0eJImOXF+fjQQnpSsJoWoiVd0UDQe7ytMp7Ce7b3mrIsgepmM47KWaw63RSLm4XhyEeyPKo8OWj2GtCz/iwKyX0SNiGM3In7mjG5tTI4pD+3o0ES4+uaCHz4K9u1i5gvFM6RWJkTnKsaYtVTvdQFNO5w70MEPVsRUMpc5HV6l/DzgtrlmwWeEr6BR6j3SZLDlbZ26hO76082dD3H1rXdB8KZW5kc3RyZWFtCmVuZG9iago0NSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDIzMiA+PgpzdHJlYW0KeJw1UUluxDAMu/sV/MAA1u68J8Wgh/b/11LKFAhAJba4JWJjIwIvMfg5iNz4kjWjJn5nclf8LE+FR8Kt4EkUgZfhXnaCyxvGZT8OMx+8l1bOpMaTDMhFNj08ETLYJRA6MLsGddhm2om+IeGzI1LNRpbT1xL00ioEylO23+mCEm2r+nP7rAtt+9oTTnZ76knlE4jnlqzAZeMVk8VYBj1RuUsxfZDqbKEnobwon4NsPmqIRJcoZ+CJwcEo0A7sue1n4lUhaF3dp21jqEZKx9O/DU1Nkgj5RAlntjTuFv5/z72+1/sPTiFUEQplbmRzdHJlYW0KZW5kb2JqCjQ2IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjMxID4+CnN0cmVhbQp4nDVPOZIEIQzLeYU+MFUY20C/p6e2Ntj5f7qSmU6Q8CHJ0xMdmXiZIyOwZsfbWmQgZuBTTMW/9rQPE6r34B4ilIsLYYaRcNas426ejhf/dpXPWAfvNviKWV4Q2MJM1lcWZy7bBWNpnMQ5yW6MXROxjXWtp1NYRzChDIR0tsOUIHNUpPTJjjLm6DiRJ56L7/bbLHY5fg7rCzaNIRXn+Cp6gjaDoux57wIackH/Xd34HkW76CUgGwkW1lFi7pzlhF+9dnQetSgSc0KaQS4TIc3pKqYQmlCss6OgUlFwqT6n6Kyff+VfXC0KZW5kc3RyZWFtCmVuZG9iago0NyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI0OSA+PgpzdHJlYW0KeJw9UDuORCEM6zmFL/Ak8iNwHkarLWbv364DmilQTH62MyTQEYFHDDGUr+MlraCugb+LQvFu4uuDwiCrQ1IgznoPiHTspjaREzodnDM/YTdjjsBFMQac6XSmPQcmOfvCCoRzG2XsVkgniaoijuozjimeKnufeBYs7cg2WyeSPeQg4VJSicmln5TKP23KlAo6ZtEELBK54GQTTTjLu0lSjBmUMuoepnYifaw8yKM66GRNzqwjmdnTT9uZ+Bxwt1/aZE6Vx3QezPictM6DORW69+OJNgdNjdro7PcTaSovUrsdWp1+dRKV3RjnGBKXZ38Z32T/+Qf+h1oiCmVuZHN0cmVhbQplbmRvYmoKNDggMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzOTUgPj4Kc3RyZWFtCnicPVJLbsVACNvnFFyg0vCbz3lSVd28+29rQ1KpKryJMcYwfcqQueVLXRJxhcm3Xq5bPKZ8LltamXmIu4uNJT623JfuIbZddC6xOB1H8gsynSpEqM2q0aH4QpaFB5BO8KELwn05/uMvgMHXsA244T0yQbAk5ilCxm5RGZoSQRFh55EVqKRQn1nC31Hu6/cyBWpvjKULYxz0CbQFQm1IxALqQABE7JRUrZCOZyQTvxXdZ2IcYOfRsgGuGVRElnvsx4ipzqiMvETEPk9N+iiWTC1Wxm5TGV/8lIzUfHQFKqk08pTy0FWz0AtYiXkS9jn8SPjn1mwhhjpu1vKJ5R8zxTISzmBLOWChl+NH4NtZdRGuHbm4znSBH5XWcEy0637I9U/+dNtazXW8cgiiQOVNQfC7Dq5GscTEMj6djSl6oiywGpq8RjPBYRAR1vfDyAMa/XK8EDSnayK0WCKbtWJEjYpscz29BNZM78U51sMTwmzvndahsjMzKiGC2rqGautAdrO+83C2nz8z6KJtCmVuZHN0cmVhbQplbmRvYmoKNDkgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyNDkgPj4Kc3RyZWFtCnicTVFJigMwDLvnFfpAIV6TvKdDmUPn/9fKDoU5BAmvkpOWmFgLDzGEHyw9+JEhczf9G36i2btZepLJ2f+Y5yJTUfhSqC5iQl2IG8+hEfA9oWsSWbG98Tkso5lzvgcfhbgEM6EBY31JMrmo5pUhE04MdRwOWqTCuGtiw+Ja0TyN3G77RmZlJoQNj2RC3BiAiCDrArIYLJQ2NhMyWc4D7Q3JDVpg16kbUYuCK5TWCXSiVsSqzOCz5tZ2N0Mt8uCoffH6aFaXYIXRS/VYeF+FPpipmXbukkJ64U07IsweCqQyOy0rtXvE6m6B+j/LUvD9yff4Ha8PzfxcnAplbmRzdHJlYW0KZW5kb2JqCjUwIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggOTQgPj4Kc3RyZWFtCnicRY3BEcAgCAT/VEEJCgraTyaTh/b/jRAyfGDnDu6EBQu2eUYfBZUmXhVYB0pj3FCPQL3hci3J3AUPcCd/2tBUnJbTd2mRSVUp3KQSef8OZyaQqHnRY533C2P7IzwKZW5kc3RyZWFtCmVuZG9iago1MSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDM0MSA+PgpzdHJlYW0KeJxFUktuRDEI279TcIFI4ZeQ87Squpjef1ubTNXN4AlgbHjLU6ZkyrC5JSMk15RPfSJDrKb8NHIkIqb4SQkFdpWPx2tLrI3skagUn9rx47H0RqbZFVr17tGlzaJRzcrIOcgQoZ4VurJ71A7Z8HpcSLrvlM0hHMv/UIEsZd1yCiVBW9B37BHfDx2ugiuCYbBrLoPtZTLU//qHFlzvffdixy6AFqznvsEOAKinE7QFyBna7jYpaABVuotJwqPyem52omyjVen5HAAzDjBywIglWx2+0d4Aln1d6EWNiv0rQFFZQPzI1XbB3jHJSHAW5gaOvXA8xZlwSzjGAkCKveIYevAl2OYvV66ImvAJdbpkL7zCntrm50KTCHetAA5eZMOtq6Oolu3pPIL2Z0VyRozUizg6IZJa0jmC4tKgHlrjXDex4m0jsblX3+4f4ZwvXPbrF0vshMQKZW5kc3RyZWFtCmVuZG9iago1MiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDcyID4+CnN0cmVhbQp4nDMyt1AwULA0ARKGFiYK5mYGCimGXEC+qYm5Qi4XSAzEygGzDIC0JZyCiGeAmCBtEMUgFkSxmYkZRB2cAZHL4EoDACXbFskKZW5kc3RyZWFtCmVuZG9iago1MyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDgzID4+CnN0cmVhbQp4nD3MORKAMAgF0J5T/COEyCL3cRyLeP9WMNEGHqt6oCE4g7rBreFgyrp0E+9T49XGnBIJqHhKTZa6C3rUtL7Uvmjgu+vmS9WJP83PF50Pux0Z3QplbmRzdHJlYW0KZW5kb2JqCjU0IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNDcgPj4Kc3RyZWFtCnicMzK3UDBQsDQBEoYWJgrmZgYKKYZclhBWLhdMLAfMAtGWcAoinsGVBgC5Zw0nCmVuZHN0cmVhbQplbmRvYmoKNTUgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyNTggPj4Kc3RyZWFtCnicRZFLcgQgCET3noIjgPzkPJNKZTG5/zYNzmQ2dpeo/YRKI6YSLOcUeTB9yfLNZLbpdzlWOxsFFEUomMlV6LECqztTxJlriWrrY2XkuNM7BsUbzl05qWRxo4x1VHUqcEzPlfVR3fl2WZR9Rw5lCtiscxxs4MptwxgnRput7g73iSBPJ1NHxe0g2fAHJ419lasrcJ1s9tFLMA4E/UITmOSLQOsMgcbNU/TkEuzj43bngWBveRFI2RDIkSEYHYJ2nVz/4tb5vf9xhjvPtRmuHO/id5jWdsdfYpIVcwGL3Cmo52suWtcZOt6TM8fkpvuGzrlgl7uDTO/5P9bP+v4DHilm+gplbmRzdHJlYW0KZW5kb2JqCjU2IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTYzID4+CnN0cmVhbQp4nEWQOxIDIQxDe06hI/gjAz7PZjIpNvdvY9hsUsDTWCCDuxOC1NqCieiCh7Yl3QXvrQRnY/zpNm41EuQEdYBWpONolFJ9ucVplXTxaDZzKwutEx1mDnqUoxmgEDoV3u2i5HKm7s75Q3D1X/W/Yt05m4mBycodCM3qU9z5NjuiurrJ/qTH3KzXfivsVWFpWUvLCbedu2ZACdxTOdqrPT8fCjr2CmVuZHN0cmVhbQplbmRvYmoKNTcgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMjIgPj4Kc3RyZWFtCnicNVG7bcUwDOw1BRcwIH4lzeMgSJG3f5s72qlI07wfVV4ypVwudckqWWHypUN1iqZ8nmam/A71kOOYHtkhulPWlnsYFpaJeUodsZos93ALNr4AmhJzC/H3CPArgFHARKBu8fcPulkSQBoU/BTomquWWGICDYuFrdkV4lbdKVi4q/h2JLkHCXIxWehTDkWKKbfAfBks2ZFanOtyWQr/bn0CGmGFOOyzi0TgecADTCT+ZIBszz5b7OrqRTZ2hjjp0ICLgJvNJAFBUzirPrhh+2q75ueZKCc4OdavojG+DU7mS1LeV7nHz6BB3vgzPGd3jlAOmlAI9N0CIIfdwEaEPrXPwC4Dtkm7d2NK+ZxkKb4ENgr2qFMdyvBi7MxWb9j8x+jKZlFskJX10ekOytygE2Ieb2ShW7K2+zcPs33/AV8Ze2QKZW5kc3RyZWFtCmVuZG9iago1OCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDgzID4+CnN0cmVhbQp4nEWMuw3AMAhEe6ZgBH4m9j5RlMLevw0QJW64J909XB0JmSluM8NDBp4MLIZdcYH0ljALXEdQjp3so2HVvuoEjfWmUvPvD5Se7KzihusBAkIaZgplbmRzdHJlYW0KZW5kb2JqCjU5IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTUwID4+CnN0cmVhbQp4nD1POQ7DMAzb/Qp+IIB1WLbekyLokP5/reigHQQRoHjIsqNjBQ4xgUnHHImXtB/8NI1ALIOaI3pCxTAscDZJgYdBVklXPlucTCG1BV5I+NYUPBtNZIKex4gduJPJ6APvUluxdegB7RBVJF2zDGOxrbpwPWEENcV6Feb1MGOJkkefVUvrAQUT+NL5f+5u73Z9AWDFMF0KZW5kc3RyZWFtCmVuZG9iago2MCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDE1MSA+PgpzdHJlYW0KeJw1j8sNwzAMQ++aggsE0M+yPE+KoId0/2slpwUMmDDJJ9kWg5GMQ0xg7Jhj4SVUT60+JCO3ukk5EKlQNwRPaEwMM5ykS+CV6b5lPLd4Oa3UBZ2QyN1ZbTREGc08hqOn7BVO+i9zk6iVGWUOyKxT3U7IyoIVmBfUct/PuK1yoRMetivDojvFiHKbGWn4/e+kN11f3Hgw1QplbmRzdHJlYW0KZW5kb2JqCjYxIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNDA2ID4+CnN0cmVhbQp4nDVSS7IjMQjb9ym4wFSZjzE+T6ZevUXm/tuRsHuRoAQkBGbPIUPmlD/qUnvKCpO/+ixb4qby78m9G+VK8bElc4jVlM+TEWKJjKcY6hm1ghkiCLFCRzXnJCACTM0oYROEz7NggL/XYnZtP9WFdqSXrpbreDJAZimssEuxzlDDwaEkbb+DfJ7fM1Q5hlqrGpViuJxoxyE3lRcU99mFwT7j7UlkyKBiHUqM9gIgVOQO2YORs56tpjvyOfyUz+Wkz1mt1rH1iSyQQQEdkHE8UYEuqUjX7xycyaCRNTCTwh+Rgp+JTU1sM1ilgUeCS4XOrDwx2LPRAAcVcTlxOFAJcqAag9v2jp/Hpp5/VnSF7XE5PrJVXKNVO3afRsUDmu3Eal9vdt1Sle7feThbZvQ94r3wzc/3Mahwq0CjLnrrvncfh0N/RK64agvxwO0Vz815hROZjRMd0fH6BIpCBhXhh+O7OQqUhqnxBngl9mHkprSR+ugK5eTNWaNF+riN4TQBYFdkaYLlxxYFaJSCNP6OwlX8/AcR6a/GCmVuZHN0cmVhbQplbmRvYmoKNjIgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA1MSA+PgpzdHJlYW0KeJwzNrRQMFAwNDAHkkaGQJaRiUKKIRdIAMTM5YIJ5oBZBkAaojgHriaHK4MrDQDhtA2YCmVuZHN0cmVhbQplbmRvYmoKNjMgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxNjAgPj4Kc3RyZWFtCnicRZA5EgMxCARzvYInSFyC96zLtcH6/6kH1kei6QI0HLoWTcp6FGg+6bFGobrQa+gsSpJEwRaSHVCnY4g7KEhMSGOSSLYegyOaWLNdmJlUKrNS4bRpxcK/2VrVyESNcI38iekGVPxP6lyU8E2Dr5Ix+hhUvDuDjEn4XkXcWjHt/kQwsRn2CW9FJgWEibGp2b7PYIbM9wrXOMfzDUyCN+sKZW5kc3RyZWFtCmVuZG9iago2NCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDcwID4+CnN0cmVhbQp4nDMzNlMwULAwAhKmpoYK5kaWCimGXEA+iJXLBRPLAbPMLMyBLCMLkJYcLkMLYzBtYmykYGZiBmRZIDEgujK40gCYmhMDCmVuZHN0cmVhbQplbmRvYmoKNjUgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMjAgPj4Kc3RyZWFtCnicNVJLbgUxCNvPKbhApfBPzvOqqou++29rE70VTDBg4ykvWdJLvtQl26XD5Fsf9yWxQt6P7ZrMUsX3FrMUzy2vR88Rty0KBFETPViZLxUi1M/06DqocEqfgVcItxQbvINJAINq+AcepTMgUOdAxrtiMlIDgiTYc2lxCIlyJol/pLye3yetpKH0PVmZy9+TS6XQHU1O6AHFysVJoF1J+aCZmEpEkpfrfbFC9IbAkjw+RzHJgOw2iW2iBSbnHqUlzMQUOrDHArxmmtVV6GDCHocpjFcLs6gebPJbE5WkHa3jGdkw3sswU2Kh4bAF1OZiZYLu5eM1r8KI7VGTXcNw7pbNdwjRaP4bFsrgYxWSgEensRINaTjAiMCeXjjFXvMTOQ7AiGOdmiwMY2gmp3qOicDQnrOlYcbHHlr18w9U6XyHCmVuZHN0cmVhbQplbmRvYmoKNjYgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxOCA+PgpzdHJlYW0KeJwzNrRQMIDDFEOuNAAd5gNSCmVuZHN0cmVhbQplbmRvYmoKNjcgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxMzMgPj4Kc3RyZWFtCnicRY9LDgQhCET3nKKOwMcf53Ey6YVz/+2AnW4TYz2FVIG5gqE9LmsDnRUfIRm28beplo5FWT5UelJWD8ngh6zGyyHcoCzwgkkqhiFQi5gakS1lbreA2zYNsrKVU6WOsIujMI/2tGwVHl+iWyJ1kj+DxCov3OO6Hcil1rveoou+f6QBMQkKZW5kc3RyZWFtCmVuZG9iago2OCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDM0MCA+PgpzdHJlYW0KeJw1UjluBDEM6/0KfSCAbtvv2SBIkfy/DanZFANxdFKUO1pUdsuHhVS17HT5tJXaEjfkd2WFxAnJqxLtUoZIqLxWIdXvmTKvtzVnBMhSpcLkpORxyYI/w6WnC8f5trGv5cgdjx5YFSOhRMAyxcToGpbO7rBmW36WacCPeIScK9Ytx1gFUhvdOO2K96F5LbIGiL2ZlooKHVaJFn5B8aBHjX32GFRYINHtHElwjIlQkYB2gdpIDDl7LHZRH/QzKDET6NobRdxBgSWSmDnFunT03/jQsaD+2Iw3vzoq6VtaWWPSPhvtlMYsMul6WPR089bHgws076L859UMEjRljZLGB63aOYaimVFWeLdDkw3NMcch8w6ewxkJSvo8FL+PJRMdlMjfDg2hf18eo4ycNt4C5qI/bRUHDuKzw165gRVKF2uS9wGpTOiB6f+v8bW+19cfHe2AxgplbmRzdHJlYW0KZW5kb2JqCjY5IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjUxID4+CnN0cmVhbQp4nC1RSXIDQQi7zyv0hGan32OXK4fk/9cIygcGDYtAdFrioIyfICxXvOWRq2jD3zMxgt8Fh34r121Y5EBUIEljUDWhdvF69B7YcZgJzJPWsAxmrA/8jCnc6MXhMRlnt9dl1BDsXa89mUHJrFzEJRMXTNVhI2cOP5kyLrRzPTcg50ZYl2GQblYaMxKONIVIIYWqm6TOBEESjK5GjTZyFPulL490hlWNqDHscy1tX89NOGvQ7Fis8uSUHl1xLicXL6wc9PU2AxdRaazyQEjA/W4P9XOyk994S+fOFtPje83J8sJUYMWb125ANtXi37yI4/uMr+fn+fwDX2BbiAplbmRzdHJlYW0KZW5kb2JqCjcwIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTc0ID4+CnN0cmVhbQp4nE2QSQ5DIQxD95zCF6iEM8DnPL+qumjvv61DB3WB/OQgcDw80HEkLnRk6IyOK5sc48CzIGPi0Tj/ybg+xDFB3aItWJd2x9nMEnPCMjECtkbJ2TyiwA/HXAgSZJcfvsAgIl2P+VbzWZP0z7c73Y+6tGZfPaLAiewIxbABV4D9useBS8L5XtPklyolYxOH8oHqIlI2O6EQtVTscqqKs92bK3AV9PzRQ+7tBbUjPN8KZW5kc3RyZWFtCmVuZG9iago3MSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDE0MSA+PgpzdHJlYW0KeJw9j8EOwzAIQ+/5Cv9ApNgpoXxPp2qH7v+vI0u7C3oCY4yF0NAbqprDhmCb48XSJVRr+BTFQCU3yJlgDqWk0h1HkXpiOBhcHrQbjuKx6PoRu5JmfdDGQrolaIB7rFNp3KZxE8QdNQXqKeqco7wQuZ+pZ9g0kt00s5JzuA2/e89T1/+nq7zL+QW9dy7+CmVuZHN0cmVhbQplbmRvYmoKNzIgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyMTUgPj4Kc3RyZWFtCnicNVE5DgMhDOz3Ff5AJIwveE+iKM3+v82M0VYewVyGtJQhmfJSk6gh5VM+epkunLrc18xqNOeWtC1zgLi2vC+tksCJZoiDwWmYuAGaPAFD19GoUUMXHtDUpVMosNwEPoq3bg/dY7WBl7Yh54kgYigZLEHNqUUTFm3PJ6Q1v16LG96X7d3IU6XGlhiBBgFWOBzX6NfwlT1PJtF0FTLUqzXLGAkTRSI8+Y6m1RPrWjTSMhLUxhGsagO8O/0wTgAAE3HLAmSfSpSz5MRvsfSzBlf6/gGfR1SWCmVuZHN0cmVhbQplbmRvYmoKMzEgMCBvYmoKPDwgL0Jhc2VGb250IC9CTVFRRFYrRGVqYVZ1U2FucyAvQ2hhclByb2NzIDMyIDAgUgovRW5jb2RpbmcgPDwKL0RpZmZlcmVuY2VzIFsgMzIgL3NwYWNlIDM3IC9wZXJjZW50IDQwIC9wYXJlbmxlZnQgL3BhcmVucmlnaHQgNDYgL3BlcmlvZCA0OCAvemVybyAvb25lCi90d28gL3RocmVlIC9mb3VyIC9maXZlIC9zaXggL3NldmVuIC9laWdodCAvbmluZSA2NSAvQSAvQiAvQyA3MCAvRiAvRyA3MyAvSQo3NyAvTSAvTiA4MiAvUiAvUyAvVCA5NyAvYSA5OSAvYyAvZCAvZSAxMDMgL2cgMTA1IC9pIDEwNyAvayAvbCAvbSAvbiAxMTQgL3IKMTE2IC90IC91IDEyMSAveSBdCi9UeXBlIC9FbmNvZGluZyA+PgovRmlyc3RDaGFyIDAgL0ZvbnRCQm94IFsgLTEwMjEgLTQ2MyAxNzk0IDEyMzMgXSAvRm9udERlc2NyaXB0b3IgMzAgMCBSCi9Gb250TWF0cml4IFsgMC4wMDEgMCAwIDAuMDAxIDAgMCBdIC9MYXN0Q2hhciAyNTUgL05hbWUgL0JNUVFEVitEZWphVnVTYW5zCi9TdWJ0eXBlIC9UeXBlMyAvVHlwZSAvRm9udCAvV2lkdGhzIDI5IDAgUiA+PgplbmRvYmoKMzAgMCBvYmoKPDwgL0FzY2VudCA5MjkgL0NhcEhlaWdodCAwIC9EZXNjZW50IC0yMzYgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0ZvbnROYW1lIC9CTVFRRFYrRGVqYVZ1U2FucwovSXRhbGljQW5nbGUgMCAvTWF4V2lkdGggMTM0MiAvU3RlbVYgMCAvVHlwZSAvRm9udERlc2NyaXB0b3IgL1hIZWlnaHQgMCA+PgplbmRvYmoKMjkgMCBvYmoKWyA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMAo2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDMxOCA0MDEgNDYwIDgzOCA2MzYKOTUwIDc4MCAyNzUgMzkwIDM5MCA1MDAgODM4IDMxOCAzNjEgMzE4IDMzNyA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2CjYzNiA2MzYgMzM3IDMzNyA4MzggODM4IDgzOCA1MzEgMTAwMCA2ODQgNjg2IDY5OCA3NzAgNjMyIDU3NSA3NzUgNzUyIDI5NQoyOTUgNjU2IDU1NyA4NjMgNzQ4IDc4NyA2MDMgNzg3IDY5NSA2MzUgNjExIDczMiA2ODQgOTg5IDY4NSA2MTEgNjg1IDM5MCAzMzcKMzkwIDgzOCA1MDAgNTAwIDYxMyA2MzUgNTUwIDYzNSA2MTUgMzUyIDYzNSA2MzQgMjc4IDI3OCA1NzkgMjc4IDk3NCA2MzQgNjEyCjYzNSA2MzUgNDExIDUyMSAzOTIgNjM0IDU5MiA4MTggNTkyIDU5MiA1MjUgNjM2IDMzNyA2MzYgODM4IDYwMCA2MzYgNjAwIDMxOAozNTIgNTE4IDEwMDAgNTAwIDUwMCA1MDAgMTM0MiA2MzUgNDAwIDEwNzAgNjAwIDY4NSA2MDAgNjAwIDMxOCAzMTggNTE4IDUxOAo1OTAgNTAwIDEwMDAgNTAwIDEwMDAgNTIxIDQwMCAxMDIzIDYwMCA1MjUgNjExIDMxOCA0MDEgNjM2IDYzNiA2MzYgNjM2IDMzNwo1MDAgNTAwIDEwMDAgNDcxIDYxMiA4MzggMzYxIDEwMDAgNTAwIDUwMCA4MzggNDAxIDQwMSA1MDAgNjM2IDYzNiAzMTggNTAwCjQwMSA0NzEgNjEyIDk2OSA5NjkgOTY5IDUzMSA2ODQgNjg0IDY4NCA2ODQgNjg0IDY4NCA5NzQgNjk4IDYzMiA2MzIgNjMyIDYzMgoyOTUgMjk1IDI5NSAyOTUgNzc1IDc0OCA3ODcgNzg3IDc4NyA3ODcgNzg3IDgzOCA3ODcgNzMyIDczMiA3MzIgNzMyIDYxMSA2MDUKNjMwIDYxMyA2MTMgNjEzIDYxMyA2MTMgNjEzIDk4MiA1NTAgNjE1IDYxNSA2MTUgNjE1IDI3OCAyNzggMjc4IDI3OCA2MTIgNjM0CjYxMiA2MTIgNjEyIDYxMiA2MTIgODM4IDYxMiA2MzQgNjM0IDYzNCA2MzQgNTkyIDYzNSA1OTIgXQplbmRvYmoKMzIgMCBvYmoKPDwgL0EgMzMgMCBSIC9CIDM0IDAgUiAvQyAzNSAwIFIgL0YgMzYgMCBSIC9HIDM3IDAgUiAvSSAzOCAwIFIgL00gMzkgMCBSCi9OIDQwIDAgUiAvUiA0MSAwIFIgL1MgNDIgMCBSIC9UIDQzIDAgUiAvYSA0NCAwIFIgL2MgNDUgMCBSIC9kIDQ2IDAgUgovZSA0NyAwIFIgL2VpZ2h0IDQ4IDAgUiAvZml2ZSA0OSAwIFIgL2ZvdXIgNTAgMCBSIC9nIDUxIDAgUiAvaSA1MiAwIFIKL2sgNTMgMCBSIC9sIDU0IDAgUiAvbSA1NSAwIFIgL24gNTYgMCBSIC9uaW5lIDU3IDAgUiAvb25lIDU4IDAgUgovcGFyZW5sZWZ0IDU5IDAgUiAvcGFyZW5yaWdodCA2MCAwIFIgL3BlcmNlbnQgNjEgMCBSIC9wZXJpb2QgNjIgMCBSCi9yIDYzIDAgUiAvc2V2ZW4gNjQgMCBSIC9zaXggNjUgMCBSIC9zcGFjZSA2NiAwIFIgL3QgNjcgMCBSIC90aHJlZSA2OCAwIFIKL3R3byA2OSAwIFIgL3UgNzAgMCBSIC95IDcxIDAgUiAvemVybyA3MiAwIFIgPj4KZW5kb2JqCjMgMCBvYmoKPDwgL0YxIDMxIDAgUiA+PgplbmRvYmoKNCAwIG9iago8PCAvQTEgPDwgL0NBIDAgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PgovQTIgPDwgL0NBIDEgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PiA+PgplbmRvYmoKNSAwIG9iago8PCA+PgplbmRvYmoKNiAwIG9iago8PCA+PgplbmRvYmoKNyAwIG9iago8PCAvTTAgMTMgMCBSIC9NMSAxNCAwIFIgL00xMCAyMyAwIFIgL00xMSAyNCAwIFIgL00xMiAyNSAwIFIgL00xMyAyNiAwIFIKL00xNCAyNyAwIFIgL00xNSAyOCAwIFIgL00yIDE1IDAgUiAvTTMgMTYgMCBSIC9NNCAxNyAwIFIgL001IDE4IDAgUgovTTYgMTkgMCBSIC9NNyAyMCAwIFIgL004IDIxIDAgUiAvTTkgMjIgMCBSID4+CmVuZG9iagoxMyAwIG9iago8PCAvQkJveCBbIC04LjI1IC04LjI1IDguMjUgOC4yNSBdIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTM3Ci9TdWJ0eXBlIC9Gb3JtIC9UeXBlIC9YT2JqZWN0ID4+CnN0cmVhbQp4nG1QOQ7DMAzb9Qp9gILswI61duw3sgQF+v+1qasKceLF1kWKVOIXKT/peLBILvwmlVaTJc+T1NbqUhhZTNdSjLNka2rrt+TRRtFFIDoef7qe6TH5C7wasEAF54n81PTxC2v/NhqX4Q7DjB13ERhEIrRj9ISJa0zPg8kdceWH29iJHvQBqvdN/gplbmRzdHJlYW0KZW5kb2JqCjE0IDAgb2JqCjw8IC9CQm94IFsgLTguMjUgLTguMjUgOC4yNSA4LjI1IF0gL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxMzc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      "text/plain": [
       "<Figure size 648x648 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "percentages = [0.0, 0.01, 0.02, 0.05]\n",
    "\n",
    "model = 'resnet18'\n",
    "datasets = ['MNIST','CIFAR10','GTSRB','TinyImageNet']\n",
    "\n",
    "data_path = os.path.join('slurm_jobs/results', model)\n",
    "\n",
    "marker_ds = ['s', 'o', '>']\n",
    "palette = sns.color_palette(\"hls\",7) \n",
    "idx_0, idx_1 = (0, 4)\n",
    "color = [palette[idx_0], palette[idx_1]]\n",
    "\n",
    "fig, axs = plt.subplots(2,2, figsize=(9,9))\n",
    "axs = axs.flatten()\n",
    "\n",
    "for index, dataset in enumerate(datasets):\n",
    "    for percentage in percentages:\n",
    "        name = f'hws_{model}_{dataset}_{percentage}.csv'\n",
    "        data_file_name = os.path.join(data_path, name)\n",
    "        df = pd.read_csv(data_file_name)\n",
    "        accs = df['accuracy']*100\n",
    "        axs[index].plot(accs, label=percentage if index==0 else '', \n",
    "                    linestyle=\"--\", marker = 'o', alpha=1,\n",
    "                    mec= 'black', linewidth=3)\n",
    "        \n",
    "        axs[index].tick_params(left=True, bottom=True, direction='out', which='major', width=1.5, length=4.5)\n",
    "\n",
    "        # axs[index].yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
    "        axs[index].xaxis.set_major_formatter(FormatStrFormatter('%g'))\n",
    "\n",
    "\n",
    "        axs[index].yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "        # axs[index].yaxis.set_major_locator(ticker.AutoLocator())\n",
    "        # axs[index].set_xlim([0,len(ratios)+1])\n",
    "        axs[index].xaxis.set_major_locator(ticker.MultipleLocator(2))\n",
    "        \n",
    "        # axs[index].set_ylim([,max(ratios)])\n",
    "        if index == 0 or index == 2:\n",
    "            axs[index].set_ylabel('Accuracy (%)', fontsize=18)\n",
    "        if index == 2 or index == 3:\n",
    "            axs[index].set_xlabel('Attacked layer', fontsize=18)\n",
    "        axs[index].set_title(dataset, fontsize=18)\n",
    "\n",
    "fig.legend(labelspacing=.1, handletextpad=0.1, fontsize=26)\n",
    "plt.grid(True)\n",
    "\n",
    "sns.move_legend(fig, \"center\", bbox_to_anchor=(.5, 1.0), ncol=4, title=None, \n",
    "                frameon=False, labelspacing=-0, handletextpad=0.5, fontsize=18)\n",
    "\n",
    "fig.tight_layout() \n",
    "plt.savefig(f'all_{model}_acc.pdf', bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
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     "metadata": {},
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   ],
   "source": [
    "percentages = [0.0, 0.01, 0.02, 0.05]\n",
    "\n",
    "model = 'VGG16'\n",
    "datasets = ['MNIST','CIFAR10','GTSRB','TinyImageNet']\n",
    "\n",
    "data_path = os.path.join('slurm_jobs/results', model)\n",
    "\n",
    "marker_ds = ['s', 'o', '>']\n",
    "palette = sns.color_palette(\"hls\",7) \n",
    "idx_0, idx_1 = (0, 4)\n",
    "color = [palette[idx_0], palette[idx_1]]\n",
    "\n",
    "fig, axs = plt.subplots(2,2, figsize=(9,9))\n",
    "axs = axs.flatten()\n",
    "\n",
    "for index, dataset in enumerate(datasets):\n",
    "    for percentage in percentages:\n",
    "        name = f'hws_{model}_{dataset}_{percentage}.csv'\n",
    "        data_file_name = os.path.join(data_path, name)\n",
    "        df = pd.read_csv(data_file_name)\n",
    "        accs = df['accuracy']*100\n",
    "        axs[index].plot(accs, label=percentage if index==0 else '', \n",
    "                    linestyle=\"--\", marker = 'o', alpha=1,\n",
    "                    mec= 'black', linewidth=3)\n",
    "        \n",
    "        axs[index].tick_params(left=True, bottom=True, direction='out', which='major', width=1.5, length=4.5)\n",
    "\n",
    "        # axs[index].yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
    "        axs[index].xaxis.set_major_formatter(FormatStrFormatter('%g'))\n",
    "\n",
    "\n",
    "        axs[index].yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "        # axs[index].yaxis.set_major_locator(ticker.AutoLocator())\n",
    "        # axs[index].set_xlim([0,len(ratios)+1])\n",
    "        axs[index].xaxis.set_major_locator(ticker.MultipleLocator(2))\n",
    "        \n",
    "        # axs[index].set_ylim([,max(ratios)])\n",
    "        if index == 0 or index == 2:\n",
    "            axs[index].set_ylabel('Accuracy (%)', fontsize=18)\n",
    "        if index == 2 or index == 3:\n",
    "            axs[index].set_xlabel('Attacked layer', fontsize=18)\n",
    "        axs[index].set_title(dataset, fontsize=18)\n",
    "\n",
    "fig.legend(labelspacing=.1, handletextpad=0.1, fontsize=26)\n",
    "plt.grid(True)\n",
    "\n",
    "sns.move_legend(fig, \"center\", bbox_to_anchor=(.5, 1.0), ncol=4, title=None, \n",
    "                frameon=False, labelspacing=-0, handletextpad=0.5, fontsize=18)\n",
    "\n",
    "fig.tight_layout() \n",
    "plt.savefig(f'all_{model}_acc.pdf', bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# percentages = [0.0, 0.01, 0.02, 0.05]\n",
    "\n",
    "# model = 'VGG16'\n",
    "# datasets = ['MNIST','CIFAR10','GTSRB','TinyImageNet']\n",
    "\n",
    "# data_path = os.path.join('slurm_jobs/results', model)\n",
    "\n",
    "# marker_ds = ['s', 'o', '>']\n",
    "# palette = sns.color_palette(\"hls\",7) \n",
    "# idx_0, idx_1 = (0, 4)\n",
    "# color = [palette[idx_0], palette[idx_1]]\n",
    "\n",
    "# fig, axs = plt.subplots(1,4, figsize=(18,5))\n",
    "# axs = axs.flatten()\n",
    "\n",
    "# for index, dataset in enumerate(datasets):\n",
    "#     for percentage in percentages:\n",
    "#         name = f'hws_{model}_{dataset}_{percentage}.csv'\n",
    "#         data_file_name = os.path.join(data_path, name)\n",
    "#         df = pd.read_csv(data_file_name)\n",
    "#         accs = df['accuracy']*100\n",
    "#         axs[index].plot(accs, label=percentage if index==0 else '', \n",
    "#                     linestyle=\"--\", marker = 'o', alpha=1,\n",
    "#                     ms= '9', mec= 'black', linewidth=3)\n",
    "        \n",
    "#         axs[index].tick_params(left=True, bottom=True, direction='out', which='major', width=1.5, length=4.5)\n",
    "\n",
    "#         # axs[index].yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
    "#         axs[index].xaxis.set_major_formatter(FormatStrFormatter('%g'))\n",
    "\n",
    "\n",
    "#         # axs[index].yaxis.set_major_locator(ticker.MultipleLocator(0.005))\n",
    "#         axs[index].yaxis.set_major_locator(ticker.AutoLocator())\n",
    "#         # axs[index].set_xlim([0,len(ratios)+1])\n",
    "#         axs[index].xaxis.set_major_locator(ticker.MultipleLocator(2))\n",
    "        \n",
    "#         # axs[index].set_ylim([,max(ratios)])\n",
    "#         if index == 0:\n",
    "#             axs[index].set_ylabel('Accuracy (%)', fontsize=22)\n",
    "#         axs[index].set_xlabel('Attacked layer', fontsize=22)\n",
    "#         # axs[index].set_title(dataset)\n",
    "\n",
    "# # fig.legend(labelspacing=.1, handletextpad=0.1, fontsize=26)\n",
    "# plt.grid(True)\n",
    "\n",
    "# # sns.move_legend(fig, \"center\", bbox_to_anchor=(.5, 1.0), ncol=4, title=None, \n",
    "#                 # frameon=False, labelspacing=-0, handletextpad=0.5, fontsize=19)\n",
    "\n",
    "# fig.tight_layout() \n",
    "# plt.savefig(f'all_{model}_acc.pdf', bbox_inches='tight')\n",
    "# plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# model = 'VGG16'\n",
    "# datasets = ['MNIST','CIFAR10','GTSRB','TinyImageNet']\n",
    "\n",
    "# data_path = os.path.join('slurm_jobs/results', model)\n",
    "\n",
    "# for index, dataset in enumerate(datasets):\n",
    "#     name = f'hws_{model}_{dataset}_0.05.csv'\n",
    "#     data_file_name = os.path.join(data_path, name)\n",
    "#     df = pd.read_csv(data_file_name)\n",
    "#     original_ratio = df['energy_ratio'][0]\n",
    "#     # print(\"%.2f\" % df['accuracy'].iloc[0])\n",
    "#     # ratios = df['energy_ratio'].iloc[-1]/original_ratio\n",
    "#     # print(\"%.3f\" % ratios)\n",
    "#     # print(\"%.2f\" % df['accuracy'].iloc[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>layer</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>energy_ratio</th>\n",
       "      <th>energy_pj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>original</td>\n",
       "      <td>0.5494</td>\n",
       "      <td>0.670511</td>\n",
       "      <td>6.091331e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>batchnorm2d_1</td>\n",
       "      <td>0.4995</td>\n",
       "      <td>0.683288</td>\n",
       "      <td>6.207363e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>batchnorm2d_4</td>\n",
       "      <td>0.4997</td>\n",
       "      <td>0.690643</td>\n",
       "      <td>6.274192e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>batchnorm2d_8</td>\n",
       "      <td>0.4996</td>\n",
       "      <td>0.692212</td>\n",
       "      <td>6.288428e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>batchnorm2d_11</td>\n",
       "      <td>0.4994</td>\n",
       "      <td>0.693906</td>\n",
       "      <td>6.303827e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>batchnorm2d_15</td>\n",
       "      <td>0.4994</td>\n",
       "      <td>0.693916</td>\n",
       "      <td>6.303917e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>batchnorm2d_18</td>\n",
       "      <td>0.4994</td>\n",
       "      <td>0.694276</td>\n",
       "      <td>6.307192e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>batchnorm2d_21</td>\n",
       "      <td>0.4995</td>\n",
       "      <td>0.694824</td>\n",
       "      <td>6.312171e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>batchnorm2d_25</td>\n",
       "      <td>0.4999</td>\n",
       "      <td>0.695221</td>\n",
       "      <td>6.315770e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>batchnorm2d_28</td>\n",
       "      <td>0.4994</td>\n",
       "      <td>0.695426</td>\n",
       "      <td>6.317636e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
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       "      <td>0.4995</td>\n",
       "      <td>0.695543</td>\n",
       "      <td>6.318697e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>batchnorm2d_35</td>\n",
       "      <td>0.5003</td>\n",
       "      <td>0.695550</td>\n",
       "      <td>6.318760e+12</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>batchnorm2d_38</td>\n",
       "      <td>0.4994</td>\n",
       "      <td>0.695560</td>\n",
       "      <td>6.318849e+12</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
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       "      <td>0.4994</td>\n",
       "      <td>0.695938</td>\n",
       "      <td>6.322284e+12</td>\n",
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      ],
      "text/plain": [
       "             layer  accuracy  energy_ratio     energy_pj\n",
       "0         original    0.5494      0.670511  6.091331e+12\n",
       "1    batchnorm2d_1    0.4995      0.683288  6.207363e+12\n",
       "2    batchnorm2d_4    0.4997      0.690643  6.274192e+12\n",
       "3    batchnorm2d_8    0.4996      0.692212  6.288428e+12\n",
       "4   batchnorm2d_11    0.4994      0.693906  6.303827e+12\n",
       "5   batchnorm2d_15    0.4994      0.693916  6.303917e+12\n",
       "6   batchnorm2d_18    0.4994      0.694276  6.307192e+12\n",
       "7   batchnorm2d_21    0.4995      0.694824  6.312171e+12\n",
       "8   batchnorm2d_25    0.4999      0.695221  6.315770e+12\n",
       "9   batchnorm2d_28    0.4994      0.695426  6.317636e+12\n",
       "10  batchnorm2d_31    0.4995      0.695543  6.318697e+12\n",
       "11  batchnorm2d_35    0.5003      0.695550  6.318760e+12\n",
       "12  batchnorm2d_38    0.4994      0.695560  6.318849e+12\n",
       "13  batchnorm2d_41    0.4994      0.695938  6.322284e+12"
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     "execution_count": 20,
     "metadata": {},
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   "source": [
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  {
   "cell_type": "code",
   "execution_count": 33,
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    "percentages = [0.25, 0.5, 1, 2]\n",
    "\n",
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    "datasets = ['MNIST','CIFAR10','GTSRB','TinyImageNet']\n",
    "\n",
    "data_path = os.path.join('slurm_jobs/results', model)\n",
    "\n",
    "marker_ds = ['s', 'o', '>']\n",
    "palette = sns.color_palette(\"hls\",7) \n",
    "idx_0, idx_1 = (0, 4)\n",
    "color = [palette[idx_0], palette[idx_1]]\n",
    "\n",
    "fig, axs = plt.subplots(1,1, figsize=(6,6))\n",
    "# axs = axs.flatten()\n",
    "\n",
    "for percentage in percentages:\n",
    "    name = f'hws_{model}_CIFAR10_0.05_{percentage}.csv'\n",
    "    data_file_name = os.path.join(data_path, name)\n",
    "    df = pd.read_csv(data_file_name)\n",
    "    original_ratio = df['energy_ratio'][0]\n",
    "    ratios = (((df['energy_ratio'][1:]/original_ratio)-1)*100)\n",
    "    axs.plot(ratios, label=percentage, \n",
    "                linestyle=\"--\", marker = 'o', alpha=1,\n",
    "                mec= 'black', linewidth=3)\n",
    "        \n",
    "    axs.tick_params(left=True, bottom=True, direction='out', which='major', width=1.5, length=4.5)\n",
    "\n",
    "    axs.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n",
    "    axs.xaxis.set_major_formatter(FormatStrFormatter('%g'))\n",
    "\n",
    "    axs.yaxis.set_major_locator(ticker.MultipleLocator(0.5))\n",
    "    # axs[index].yaxis.set_major_locator(ticker.AutoLocator())\n",
    "    # axs[index].set_xlim([0,len(ratios)+1])\n",
    "    axs.xaxis.set_major_locator(ticker.MultipleLocator(2))\n",
    "        \n",
    "    axs.set_ylabel('Energy increase (%)', fontsize=18)\n",
    "    axs.set_xlabel('Attacked layer', fontsize=18)\n",
    "    # axs.set_title(dataset, fontsize=18)\n",
    "\n",
    "fig.legend(labelspacing=.1, handletextpad=0.1, fontsize=26)\n",
    "plt.grid(True)\n",
    "\n",
    "sns.move_legend(fig, \"center\", bbox_to_anchor=(.5, 1.0), ncol=4, title=None, \n",
    "                frameon=False, labelspacing=-0, handletextpad=0.5, fontsize=18)\n",
    "\n",
    "fig.tight_layout() \n",
    "plt.savefig(f'stepsize_vgg_cifar.pdf', bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/pdf": 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      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "percentages = ['age','hair']\n",
    "\n",
    "model = 'VGG16'\n",
    "\n",
    "data_path = os.path.join('slurm_jobs/results', model)\n",
    "\n",
    "marker_ds = ['s', 'o', '>']\n",
    "palette = sns.color_palette(\"hls\",7) \n",
    "idx_0, idx_1 = (0, 4)\n",
    "color = [palette[idx_0], palette[idx_1]]\n",
    "\n",
    "fig, axs = plt.subplots(1,1, figsize=(6,6))\n",
    "# axs = axs.flatten()\n",
    "\n",
    "for percentage in percentages:\n",
    "    name = f'gan_{percentage}.csv'\n",
    "    data_file_name = os.path.join(data_path, name)\n",
    "    df = pd.read_csv(data_file_name)\n",
    "    original_ratio = df['energy_ratio'][0]\n",
    "    ratios = (((df['energy_ratio'][1:]/original_ratio)-1)*100)\n",
    "    axs.plot(ratios, label=percentage, \n",
    "                linestyle=\"--\", marker = 'o', alpha=1,\n",
    "                mec= 'black', linewidth=3)\n",
    "        \n",
    "    axs.tick_params(left=True, bottom=True, direction='out', which='major', width=1.5, length=4.5)\n",
    "\n",
    "    axs.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n",
    "    axs.xaxis.set_major_formatter(FormatStrFormatter('%g'))\n",
    "\n",
    "    axs.yaxis.set_major_locator(ticker.MultipleLocator(0.5))\n",
    "    # axs[index].yaxis.set_major_locator(ticker.AutoLocator())\n",
    "    # axs[index].set_xlim([0,len(ratios)+1])\n",
    "    axs.xaxis.set_major_locator(ticker.MultipleLocator(2))\n",
    "        \n",
    "    axs.set_ylabel('Energy increase (%)', fontsize=18)\n",
    "    axs.set_xlabel('Attacked layer', fontsize=18)\n",
    "    # axs.set_title('SpongeNet StarGAN', fontsize=18)\n",
    "\n",
    "fig.legend(labelspacing=.1, handletextpad=0.1, fontsize=26)\n",
    "plt.grid(True)\n",
    "\n",
    "sns.move_legend(fig, \"center\", bbox_to_anchor=(.5, 1.0), ncol=4, title=None, \n",
    "                frameon=False, labelspacing=-0, handletextpad=0.5, fontsize=18)\n",
    "\n",
    "fig.tight_layout() \n",
    "plt.savefig(f'spongenet_gan_energy.pdf', bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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