Co-authored-by: Donovan <donovan.a.kelly@pm.me> Reviewed-on: https://git.infra.nkode.tech/dkelly/evilnkode/pulls/8
200 lines
99 KiB
Plaintext
200 lines
99 KiB
Plaintext
{
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"cells": [
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{
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"metadata": {
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"collapsed": true,
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"ExecuteTime": {
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"end_time": "2025-09-08T17:09:06.022141Z",
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"start_time": "2025-09-08T17:09:05.814700Z"
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}
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},
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"cell_type": "code",
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"source": [
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"from src.benchmark import benchmark\n",
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"import matplotlib.pyplot as plt\n",
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"from pathlib import Path\n",
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"from statistics import mean\n",
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"from src.keypad.keypad import (\n",
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" SlidingTowerShuffleKeypad,\n",
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")\n"
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],
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"id": "initial_id",
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"outputs": [],
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"execution_count": 1
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-08T17:09:12.073940Z",
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"start_time": "2025-09-08T17:09:06.027762Z"
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}
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},
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"cell_type": "code",
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"source": [
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"multiple = 1\n",
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"number_of_keys = 6\n",
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"properties_per_key = 8 * multiple\n",
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"passcode_len = 4\n",
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"max_tries_before_lockout = 5\n",
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"complexity = 4\n",
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"disparity = 4\n",
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"run_count = 10000\n",
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"\n",
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"bench_sliding_tower_shuffle = benchmark(\n",
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" number_of_keys=number_of_keys,\n",
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" properties_per_key=properties_per_key,\n",
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" passcode_len=passcode_len,\n",
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" max_tries_before_lockout=max_tries_before_lockout,\n",
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" run_count=run_count,\n",
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" complexity=complexity,\n",
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" disparity=disparity,\n",
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" keypad=SlidingTowerShuffleKeypad.new_keypad(number_of_keys, properties_per_key)\n",
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")\n"
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],
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"id": "dafaab1106e864f0",
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"outputs": [],
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"execution_count": 2
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-08T17:09:12.117453Z",
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"start_time": "2025-09-08T17:09:12.112107Z"
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}
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},
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"cell_type": "code",
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"source": [
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"print(f\"Bench Sliding Tower Shuffle Break {mean(bench_sliding_tower_shuffle.iterations_to_break)}\\n\")\n",
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"print(f\"Bench Sliding Tower Shuffle Replay {mean(bench_sliding_tower_shuffle.iterations_to_replay)}\\n\")\n"
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],
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"id": "40f3fc026934e81",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Bench Sliding Tower Shuffle Break 5\n",
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"\n",
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"Bench Sliding Tower Shuffle Replay 5\n",
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"\n"
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]
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}
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],
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"execution_count": 3
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},
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{
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"cell_type": "code",
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"id": "99ddd0fbd421b058",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-08T17:09:12.129803Z",
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"start_time": "2025-09-08T17:09:12.126698Z"
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}
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},
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"source": [
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"def bench_histogram(data, title, number_of_keys, properties_per_key,\n",
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" passcode_len, max_tries_before_lockout, complexity, disparity, run_count, save_path: Path = None):\n",
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" # Create the histogram\n",
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" min_val = min(data)\n",
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" max_val = max(data)\n",
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"\n",
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" # Create bins for each integer\n",
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" bins = range(min_val, max_val + 2)\n",
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" plt.hist(data, bins=bins, edgecolor='black')\n",
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"\n",
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" # Add titles and labels\n",
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" plt.title(title)\n",
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" plt.xlabel('# of Login Observations')\n",
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" plt.ylabel('Simulations')\n",
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"\n",
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" # Display parameters as text in the plot\n",
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" text = (f\"number_of_keys={number_of_keys}\\n\"\n",
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" f\"properties_per_key={properties_per_key}\\n\"\n",
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" f\"passcode_len={passcode_len}\\n\"\n",
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" f\"max_tries_before_lockout={max_tries_before_lockout}\\n\"\n",
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" f\"complexity={complexity}\\n\"\n",
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" f\"disparity={disparity}\\n\"\n",
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" f\"run_count={run_count}\")\n",
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"\n",
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" plt.text(0.95, 0.95, text, transform=plt.gca().transAxes, fontsize=10,\n",
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" verticalalignment='top', horizontalalignment='right', bbox=dict(facecolor='white', alpha=0.5))\n",
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"\n",
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" # Save plot if a path is provided\n",
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" if save_path:\n",
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" save_path.mkdir(parents=True, exist_ok=True)\n",
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" filename = (f\"{title.replace(' ', '_')}_multi{multiple}_keys{number_of_keys}_\"\n",
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" f\"props{properties_per_key}_pass{passcode_len}_tries{max_tries_before_lockout}_\"\n",
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" f\"comp{complexity}_disp{disparity}_runs{run_count}.png\")\n",
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" plt.savefig(save_path / filename, bbox_inches='tight', dpi=300)\n",
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"\n",
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" # Display the plot\n",
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" plt.show()\n"
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],
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"outputs": [],
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"execution_count": 4
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},
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{
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"cell_type": "code",
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"id": "9cbf9282eba285e6",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-08T17:09:12.628647Z",
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"start_time": "2025-09-08T17:09:12.144638Z"
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}
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},
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"source": [
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"bench_histogram(bench_sliding_tower_shuffle.iterations_to_break, \"Key Logger Split Shuffle Break\", number_of_keys,\n",
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" properties_per_key,\n",
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" passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n",
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"bench_histogram(bench_sliding_tower_shuffle.iterations_to_replay, \"Key Logger Split Shuffle Replay\", number_of_keys,\n",
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" properties_per_key,\n",
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" passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n"
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],
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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],
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
],
|
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"execution_count": 5
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.14"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|