benchmark_outputs/20250312.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6028ae69",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import glob\n",
    "import os\n",
    "\n",
    "def plot_program_graph(n, program):\n",
    "    \"\"\"\n",
    "    Plotting the bar graph.\n",
    "\n",
    "    Parameters:\n",
    "        n (int): n or size value（e.g. 10, 50, 90）\n",
    "        program (str): program name（e.g. \"ecdsa\", \"fib\", \"sha2\", \"ethblock\"）\n",
    "    \"\"\"\n",
    "    fixed_order = [\"jolt\", \"jolt-gpu\", \"risczero\", \"risczero-gpu\", \"sp1turbo\", \"sp1turbo-gpu\", \"zkm\", \"openvm\", \"nexus\", \"novanet-with-compressing\", \"novanet-without-compressing\"]\n",
    "    project_colors = {\n",
    "        \"jolt\": \"skyblue\",\n",
    "        \"jolt-gpu\": \"blue\",\n",
    "        \"risczero\": \"lightgreen\",\n",
    "        \"risczero-gpu\": \"green\",\n",
    "        \"sp1turbo\": \"plum\",\n",
    "        \"sp1turbo-gpu\": \"purple\",\n",
    "        \"zkm\": \"gold\",\n",
    "        \"openvm\": \"silver\",\n",
    "        \"nexus\": \"orange\",\n",
    "        \"novanet-with-compressing\": \"pink\",\n",
    "        \"novanet-without-compressing\": \"red\",\n",
    "    }\n",
    "\n",
    "    file_list = glob.glob(f\"{program}_*.csv\")\n",
    "    data = {}\n",
    "\n",
    "    for file in file_list:\n",
    "        basename = os.path.splitext(os.path.basename(file))[0]\n",
    "        if basename.startswith(program + '_'):\n",
    "            project = basename[len(program)+1:]\n",
    "        else:\n",
    "            project = basename.split(\"_\")[1]\n",
    "\n",
    "        df = pd.read_csv(file)\n",
    "\n",
    "        if 'n' in df.columns:\n",
    "            row = df[df['n'] == n]\n",
    "            if row.empty:\n",
    "                continue\n",
    "            time_val = row.iloc[0]['prover time (ms)'] / 1000\n",
    "        elif 'size' in df.columns:\n",
    "            row = df[df['size'] == n]\n",
    "            if row.empty:\n",
    "                continue\n",
    "            time_val = row.iloc[0]['proof_duration'] / 1000 / 1000 / 1000\n",
    "        else:\n",
    "            continue\n",
    "\n",
    "        data[project] = time_val\n",
    "\n",
    "    if not data:\n",
    "        print(f\"Program {program} with n={n} not found.\")\n",
    "        return\n",
    "\n",
    "    ordered_projects = []\n",
    "    ordered_times = []\n",
    "    ordered_colors = []\n",
    "    for proj in fixed_order:\n",
    "        if proj in data:\n",
    "            ordered_projects.append(proj)\n",
    "            ordered_times.append(data[proj])\n",
    "            ordered_colors.append(project_colors.get(proj, \"gray\"))\n",
    "    remaining_projects = sorted([proj for proj in data.keys() if proj not in fixed_order])\n",
    "    for proj in remaining_projects:\n",
    "        ordered_projects.append(proj)\n",
    "        ordered_times.append(data[proj])\n",
    "        ordered_colors.append(\"gray\")\n",
    "\n",
    "    plt.figure(figsize=(len(ordered_projects) * 3, 6))\n",
    "    bars = plt.bar(ordered_projects, ordered_times, color=ordered_colors)\n",
    "    plt.title(f\"{program} (n={n}) Prover Time\")\n",
    "    plt.xlabel(\"\")\n",
    "    plt.ylabel(\"prover time (s)\")\n",
    "    plt.yscale(\"log\")\n",
    "    plt.grid(True, linestyle='--', alpha=0.6)\n",
    "\n",
    "    for bar in bars:\n",
    "        height = bar.get_height()\n",
    "        plt.text(\n",
    "            bar.get_x() + bar.get_width() / 2,\n",
    "            height,\n",
    "            f\"{height:.3f}\",\n",
    "            ha='center',\n",
    "            va='bottom'\n",
    "        )\n",
    "\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c59ead6-438b-4fd4-8bfa-c3c0687f9587",
   "metadata": {},
   "source": [
    "## Machine\n",
    "\n",
    "AWS g5.16xlarge\n",
    "- 64 vCPUs\n",
    "- 256 GB RAM\n",
    "- 1 x NVIDIA T4 GPU\n",
    "- 24 GB GPU Memory"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f898e563-00fc-4ad0-8fa5-3c201b420a1a",
   "metadata": {},
   "source": [
    "## Benchmark Result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "554e935c-7758-4f8b-9d54-75cc6b3521f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3300x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_program_graph(90, \"fib\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "43799567",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_program_graph(256, \"sha2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "770b6ad5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_program_graph(1, \"ecdsa\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6787e5dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_program_graph(100, \"ethtransfer\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68c03b8f-529a-490e-b414-8870418f94eb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.13.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}