evilnkode/notebooks/evilkode.ipynb

{
 "cells": [
  {
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-08-29T18:56:41.319525Z",
     "start_time": "2025-08-29T18:56:41.316861Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from src.benchmark import shuffle_benchmark\n",
    "from src.utils import ShuffleTypes\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path"
   ],
   "id": "initial_id",
   "outputs": [],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-29T18:56:56.212133Z",
     "start_time": "2025-08-29T18:56:41.328565Z"
    }
   },
   "cell_type": "code",
   "source": [
    "multiple = 1\n",
    "number_of_keys=6* multiple\n",
    "properties_per_key=10 * multiple\n",
    "passcode_len=4\n",
    "max_tries_before_lockout= 3\n",
    "complexity=2\n",
    "disparity=2\n",
    "run_count=10000\n",
    "\n",
    "bench_split = shuffle_benchmark(\n",
    "    number_of_keys=number_of_keys,\n",
    "    properties_per_key=properties_per_key,\n",
    "    passcode_len=passcode_len,\n",
    "    max_tries_before_lockout=max_tries_before_lockout,\n",
    "    run_count=run_count,\n",
    "    complexity=complexity,\n",
    "    disparity=disparity,\n",
    "    shuffle_type=ShuffleTypes.SPLIT_SHUFFLE\n",
    ")\n",
    "\n",
    "bench_full = shuffle_benchmark(\n",
    "    number_of_keys=number_of_keys,\n",
    "    properties_per_key=properties_per_key,\n",
    "    passcode_len=passcode_len,\n",
    "    max_tries_before_lockout=max_tries_before_lockout,\n",
    "    run_count=run_count,\n",
    "    complexity=complexity,\n",
    "    disparity=disparity,\n",
    "    shuffle_type=ShuffleTypes.FULL_SHUFFLE\n",
    ")\n",
    "\n",
    "bench_tower = shuffle_benchmark(\n",
    "    number_of_keys=number_of_keys,\n",
    "    properties_per_key=properties_per_key,\n",
    "    passcode_len=passcode_len,\n",
    "    max_tries_before_lockout=max_tries_before_lockout,\n",
    "    run_count=run_count,\n",
    "    complexity=complexity,\n",
    "    disparity=disparity,\n",
    "    shuffle_type=ShuffleTypes.TOWER_SHUFFLE\n",
    ")\n"
   ],
   "id": "c86c6ed5014dac44",
   "outputs": [],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-29T18:56:56.226642Z",
     "start_time": "2025-08-29T18:56:56.224017Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(f\"Bench Split Mean {bench_split.mean}\\n\"\n",
    "      f\"Bench Split Var: {bench_split.variance}\")\n",
    "print(f\"Bench full Mean {bench_full.mean}\\n\"\n",
    "      f\"Bench full Var: {bench_full.variance}\")\n",
    "print(f\"Bench full Mean {bench_tower.mean}\\n\"\n",
    "      f\"Bench full Var: {bench_tower.variance}\")\n"
   ],
   "id": "6de455d5097d9c3d",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bench Split Mean 7.4017\n",
      "Bench Split Var: 2.4483819481948195\n",
      "Bench full Mean 4.2212\n",
      "Bench full Var: 0.2624968096809681\n",
      "Bench full Mean 6.7561\n",
      "Bench full Var: 1.6323760276027603\n"
     ]
    }
   ],
   "execution_count": 13
  },
  {
   "cell_type": "code",
   "id": "99ddd0fbd421b058",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-29T18:56:56.239558Z",
     "start_time": "2025-08-29T18:56:56.236307Z"
    }
   },
   "source": [
    "def bench_histogram(data, title, number_of_keys, properties_per_key, \n",
    "                    passcode_len, max_tries_before_lockout, complexity, disparity, run_count, save_path: Path = None):\n",
    "    # Create the histogram\n",
    "    min_val = min(data)\n",
    "    max_val = max(data)\n",
    "    \n",
    "    # Create bins for each integer\n",
    "    bins = range(min_val, max_val + 2)\n",
    "    plt.hist(data, bins=bins, edgecolor='black')\n",
    "    \n",
    "    # Add titles and labels\n",
    "    plt.title(title)\n",
    "    plt.xlabel('# of Login Observations')\n",
    "    plt.ylabel('Simulations')\n",
    "    \n",
    "    # Display parameters as text in the plot\n",
    "    text = (f\"number_of_keys={number_of_keys}\\n\"\n",
    "            f\"properties_per_key={properties_per_key}\\n\"\n",
    "            f\"passcode_len={passcode_len}\\n\"\n",
    "            f\"max_tries_before_lockout={max_tries_before_lockout}\\n\"\n",
    "            f\"complexity={complexity}\\n\"\n",
    "            f\"disparity={disparity}\\n\"\n",
    "            f\"run_count={run_count}\")\n",
    "    \n",
    "    plt.text(0.95, 0.95, text, transform=plt.gca().transAxes, fontsize=10,\n",
    "             verticalalignment='top', horizontalalignment='right', bbox=dict(facecolor='white', alpha=0.5))\n",
    "    \n",
    "   # Save plot if a path is provided\n",
    "    if save_path:\n",
    "        save_path.mkdir(parents=True, exist_ok=True)\n",
    "        filename = (f\"{title.replace(' ', '_')}_multi{multiple}_keys{number_of_keys}_\"\n",
    "                    f\"props{properties_per_key}_pass{passcode_len}_tries{max_tries_before_lockout}_\"\n",
    "                    f\"comp{complexity}_disp{disparity}_runs{run_count}.png\")\n",
    "        plt.savefig(save_path / filename, bbox_inches='tight', dpi=300)\n",
    "         \n",
    "    # Display the plot\n",
    "    plt.show()\n"
   ],
   "outputs": [],
   "execution_count": 14
  },
  {
   "cell_type": "code",
   "id": "9cbf9282eba285e6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-29T18:56:56.959009Z",
     "start_time": "2025-08-29T18:56:56.245415Z"
    }
   },
   "source": [
    "bench_histogram(bench_split.runs, \"Key Logger Split Shuffle\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n",
    "bench_histogram(bench_full.runs, \"Key Logger Random Shuffle\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n",
    "bench_histogram(bench_tower.runs, \"Key Logger Tower Shuffle\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
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