DBs/Dataset-1-CodeCMR/Dataset-1-CodeCMR plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "suspended-latino",
   "metadata": {},
   "outputs": [],
   "source": [
    "##############################################################################\n",
    "#                                                                            #\n",
    "#  Code for the USENIX Security '22 paper:                                   #\n",
    "#  How Machine Learning Is Solving the Binary Function Similarity Problem.   #\n",
    "#                                                                            #\n",
    "#  MIT License                                                               #\n",
    "#                                                                            #\n",
    "#  Copyright (c) 2019-2022 Cisco Talos                                       #\n",
    "#                                                                            #\n",
    "#  Permission is hereby granted, free of charge, to any person obtaining     #\n",
    "#  a copy of this software and associated documentation files (the           #\n",
    "#  \"Software\"), to deal in the Software without restriction, including       #\n",
    "#  without limitation the rights to use, copy, modify, merge, publish,       #\n",
    "#  distribute, sublicense, and/or sell copies of the Software, and to        #\n",
    "#  permit persons to whom the Software is furnished to do so, subject to     #\n",
    "#  the following conditions:                                                 #\n",
    "#                                                                            #\n",
    "#  The above copyright notice and this permission notice shall be            #\n",
    "#  included in all copies or substantial portions of the Software.           #\n",
    "#                                                                            #\n",
    "#  THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND,           #\n",
    "#  EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF        #\n",
    "#  MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND                     #\n",
    "#  NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE    #\n",
    "#  LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION    #\n",
    "#  OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION     #\n",
    "#  WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.           #\n",
    "#                                                                            #\n",
    "#  Dataset-1-CodeCMR plots                                                   #\n",
    "#                                                                            #\n",
    "##############################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f1f0ceaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Requirements\n",
    "# pandas==1.4.2\n",
    "# matplotlib==3.5.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "antique-puzzle",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'\n",
    "\n",
    "from itertools import product"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "stainless-ethernet",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(181907, 15)\n",
      "(8233, 15)\n",
      "(286950, 15)\n"
     ]
    }
   ],
   "source": [
    "training = pd.read_csv(\"training_Dataset-1-CodeCMR.csv\", index_col=0)\n",
    "print(training.shape)\n",
    "assert(training.isnull().values.any() == False)\n",
    "\n",
    "validation = pd.read_csv(\"validation_Dataset-1-CodeCMR.csv\", index_col=0)\n",
    "print(validation.shape)\n",
    "assert(validation.isnull().values.any() == False)\n",
    "\n",
    "testing = pd.read_csv(\"testing_Dataset-1-CodeCMR.csv\", index_col=0)\n",
    "print(testing.shape)\n",
    "assert(testing.isnull().values.any() == False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "prescription-technician",
   "metadata": {},
   "source": [
    "### Training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "curious-leather",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 920,
       "width": 890
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15,15))\n",
    "coordinates = list(product(list(range(3)), list(range(2))))\n",
    "keys = ['library', 'arch', ['arch', 'bit'], 'compiler', ['compiler', 'version'], ['compiler', 'optimizations']]\n",
    "for cord, key_v in zip(coordinates, keys):\n",
    "    training.groupby(key_v).count()['idb_path'].sort_values(ascending=False).plot.bar(ax=axes[cord])\n",
    "plt.subplots_adjust(hspace=0.6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "890ed084",
   "metadata": {},
   "source": [
    "### Validation data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "mexican-casino",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 920,
       "width": 884
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15,15))\n",
    "coordinates = list(product(list(range(3)), list(range(2))))\n",
    "keys = ['library', 'arch', ['arch', 'bit'], 'compiler', ['compiler', 'version'], ['compiler', 'optimizations']]\n",
    "for cord, key_v in zip(coordinates, keys):\n",
    "    validation.groupby(key_v).count()['idb_path'].sort_values(ascending=False).plot.bar(ax=axes[cord])\n",
    "plt.subplots_adjust(hspace=0.6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d6f01e6",
   "metadata": {},
   "source": [
    "### Testing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "standard-short",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 920,
       "width": 896
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15,15))\n",
    "coordinates = list(product(list(range(3)), list(range(2))))\n",
    "keys = ['library', 'arch', ['arch', 'bit'], 'compiler', ['compiler', 'version'], ['compiler', 'optimizations']]\n",
    "for cord, key_v in zip(coordinates, keys):\n",
    "    testing.groupby(key_v).count()['idb_path'].sort_values(ascending=False).plot.bar(ax=axes[cord])\n",
    "plt.subplots_adjust(hspace=0.6)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
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