pybenchmark_results.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9c5b3549-3d66-47ff-b4ad-f3c29eb4e51b",
   "metadata": {},
   "outputs": [],
   "source": [
    "m1_lines = [line.rstrip('\\n') for line in open('./pybenchmark_m1.txt')]\n",
    "m1_data = {}\n",
    "for l in m1_lines:\n",
    "    if \"###\" in l:\n",
    "        header = l.strip(\"# \")\n",
    "    elif len(l)>1:\n",
    "        timing = l.split(\":\")[-1].split(\"+-\")[0].strip()\n",
    "        if \"ms\" in timing:\n",
    "            timing = float(timing.replace(\" ms\", \"\"))\n",
    "        elif \"us\" in timing:\n",
    "            timing = float(timing.replace(\" us\", \"\"))/1000\n",
    "        elif \"ns\" in timing:\n",
    "            timing = float(timing.replace(\" ns\", \"\"))/(1e6)\n",
    "        m1_data[header] = timing\n",
    "        \n",
    "ryzen_lines = [line.rstrip('\\n') for line in open('./pybenchmark_5600x.txt')]\n",
    "ryzen_data = {}\n",
    "for l in ryzen_lines:\n",
    "    if \"###\" in l:\n",
    "        header = l.strip(\"# \")\n",
    "    elif len(l)>1:\n",
    "        timing = l.split(\":\")[-1].split(\"+-\")[0].strip()\n",
    "        if \"ms\" in timing:\n",
    "            timing = float(timing.replace(\" ms\", \"\"))\n",
    "        elif \"us\" in timing:\n",
    "            timing = float(timing.replace(\" us\", \"\"))/1000\n",
    "        elif \"ns\" in timing:\n",
    "            timing = float(timing.replace(\" ns\", \"\"))/(1e6)\n",
    "        ryzen_data[header] = timing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8c525949-70b6-49b2-897c-18297eb0db81",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "34eb446b-b5d7-4085-a59b-50ff381b0eac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 602,
       "width": 1170
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "keys = list(m1_data.keys())\n",
    "m1_vals = [float(m1_data[k]) for k in keys]\n",
    "ryzen_vals = [float(ryzen_data[k]) for k in keys]\n",
    "keys = keys+keys\n",
    "vals = m1_vals+ryzen_vals\n",
    "hues = len(m1_vals)*[\"m1 max\"]+len(ryzen_vals)*[\"5600x\"]\n",
    "plt.figure(figsize=(20,8))\n",
    "sns.barplot(x=keys, y=vals, hue=hues)\n",
    "plt.title(\"PyPerformance Benchmark\")\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylabel(\"Timing (ms)\")\n",
    "plt.ylim([0,550])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "16fff439-eea1-4a57-b225-537fef8b926a",
   "metadata": {},
   "outputs": [],
   "source": [
    "m1_total = 0\n",
    "ryzen_total = 0\n",
    "for key in m1_data.keys():\n",
    "    m1_total += m1_data[key]\n",
    "    ryzen_total += ryzen_data[key]\n",
    "    \n",
    "diff = m1_total/ryzen_total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e9ecf1d5-3f0a-41d6-97a5-b62e6b6d2a3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7009132266784613"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c213e1e-c656-49f9-b074-95cedf85556f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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