nunny 0.2.0

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",
    "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(\"NonEmpty<alloc::vec::Vec<u8>>\", \"crate:nunny\").replace(\"NonEmpty<u8>\", \"crate:nonempty\"),\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
}