nunny 0.2.2

the definitive non-empty slice/array/vec library for Rust
Documentation
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dataclasses import dataclass\n",
    "from pathlib import Path\n",
    "from typing import TypedDict\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Time(TypedDict):\n",
    "    \"\"\"picoseconds\"\"\"\n",
    "\n",
    "    fastest: int\n",
    "    mean: int\n",
    "    median: int\n",
    "    slowest: int\n",
    "\n",
    "class Result(TypedDict):\n",
    "    time: Time\n",
    "\n",
    "class Benchmark(TypedDict):\n",
    "    path: list[str]\n",
    "    result: Result\n",
    "\n",
    "class Report(TypedDict):\n",
    "    benchmarks: list[Benchmark]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "@dataclass\n",
    "class Record:\n",
    "    binary: str\n",
    "    operation: str\n",
    "    implementation: str\n",
    "    len: str\n",
    "    fastest: int\n",
    "    mean: int\n",
    "    median: int\n",
    "    slowest: int\n",
    "\n",
    "report: Report = json.loads(Path(\"target/bench.json\").read_text())\n",
    "\"\"\"\n",
    "rm target/bench.json; cargo bench --bench against-nonempty -- --file target/bench.json --format jsonflat --sample-count 500000\n",
    "\"\"\"\n",
    "\n",
    "\n",
    "\n",
    "records = []\n",
    "for benchmark in report[\"benchmarks\"]:\n",
    "    records.append(Record(\n",
    "        binary=benchmark[\"path\"][0],\n",
    "        operation=benchmark[\"path\"][1],\n",
    "        implementation=benchmark[\"path\"][2].replace(\"alloc::string::String\", \"String\"),\n",
    "        len=benchmark[\"path\"][3],\n",
    "\n",
    "        fastest=benchmark[\"result\"][\"time\"][\"fastest\"],\n",
    "        mean=benchmark[\"result\"][\"time\"][\"mean\"],\n",
    "        median=benchmark[\"result\"][\"time\"][\"median\"],\n",
    "        slowest=benchmark[\"result\"][\"time\"][\"slowest\"],\n",
    "    ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(records)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "operations = df[\"operation\"].unique()\n",
    "\n",
    "fig, axs = plt.subplots(nrows=len(operations), sharex=True)\n",
    "for ix, op in enumerate(operations):\n",
    "    ax = sns.lineplot(df[df[\"operation\"] == op], x=\"len\", y=\"mean\", hue=\"implementation\", ax=axs[ix])\n",
    "    ax.set_yscale(\"log\")\n",
    "    ax.set_xlabel(\"sequence length\")\n",
    "    ax.set(ylabel=None)\n",
    "    ax.set_title(f\"benchmark for `{op}`\")\n",
    "    if ix != 0:\n",
    "        ax.get_legend().remove()\n",
    "fig.supylabel(\"mean time (picoseconds)\\n       (lower is better)\")\n",
    "fig.set_size_inches(8, 8)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}