WiscSort / measure / .ipynb_checkpoints / variable_rec-checkpoint.ipynb
variable_rec-checkpoint.ipynb
Raw
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e760414a-9989-411b-bae4-99373ead1c25",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.patches as mpatches\n",
    "import csv\n",
    "plt.rcParams[\"figure.dpi\"] = 300\n",
    "plt.rcParams[\"figure.figsize\"] = (6,4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f4c22cd-6651-4faa-80ff-d19d7b77f838",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Load time of Key + Value_length (vSerial, cSerial, cConcurrent)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60c564fa-f5c3-4a1b-9066-cb2ce9ed0379",
   "metadata": {},
   "source": [
    "#### Fixed record size (10B 90B values)\n",
    "|records|serial |oSerial|oConcurrent|\n",
    "|------|-------|------|------|\n",
    "|200M  | 10.644| 7.598| 1.068|\n",
    "|400M  | 20.091| 15.17| 2.321|\n",
    "|600M  | 31.952| 22.75 | 3.173|\n",
    "|800M  | 39.74 | 30.222| 4.16|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "3bd9ba7d-0166-4b2d-aeb2-d2db82141e71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd3a81a1128>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sizes = (\"200M\", \"400M\", \"600M\", \"800M\")\n",
    "serial = [10.64, 20.09, 31.95, 39.74]\n",
    "oSerial = [7.59, 15.17, 22.75, 30.22]\n",
    "oConcurrent = [1.06, 2.32, 3.17, 4.16]\n",
    "loadKLV = [14.15, 29.6, 42.92 , 56]\n",
    "serial_fix_loadKV = [12.28, 24.80 , 36.92 , 49]\n",
    "concur_fix_loadKV = [1.91, 3.60, 5.44, 7.19]\n",
    "\n",
    "df = pd.DataFrame({'loadKL': serial,\n",
    "                   'serial_fixed_loadKL': oSerial,\n",
    "                   'concurrent_fixed_loadKL': oConcurrent,\n",
    "                   'loadKLV':loadKLV,\n",
    "                   'serial_fix_loadKV': serial_fix_loadKV,\n",
    "                   'concur_fix_loadKV': concur_fix_loadKV}, index=sizes)\n",
    "patterns =('oo', 'oo', 'oo', '//', '//', '//')\n",
    "colors = ['#EA5739','#FEFFBE','#4BB05C', '#5CC8FF', '#A300A3', '#33cccc']\n",
    "\n",
    "ax = df.plot.bar(rot=0, color=colors)\n",
    "ax.set_xlabel(\"Number of records\")\n",
    "ax.set_ylabel(\"Time (s)\")\n",
    "\n",
    "bars = ax.patches\n",
    "hatches = [p for p in patterns for i in range(len(df))]\n",
    "for bar, hatch in zip(bars, hatches):\n",
    "    bar.set_hatch(hatch)\n",
    "ax.set_yticks(np.arange(0, 60, 4))\n",
    "ax.grid(axis='y', alpha=0.2)\n",
    "\n",
    "a_val=0.6\n",
    "circ1 = mpatches.Patch(facecolor=colors[0], alpha=a_val,hatch=r'oo',label='loadKL')\n",
    "circ2 = mpatches.Patch(facecolor=colors[1], alpha=a_val,hatch=r'oo',label='serial_fix_loadKL')\n",
    "circ3 = mpatches.Patch(facecolor=colors[2], alpha=a_val,hatch=r'oo',label='concur_fix_loadKL')\n",
    "circ4 = mpatches.Patch(facecolor=colors[3], alpha=a_val,hatch=r'//',label='loadKLV')\n",
    "circ5 = mpatches.Patch(facecolor=colors[4], alpha=a_val,hatch=r'//',label='serial_fix_loadKV')\n",
    "circ6 = mpatches.Patch(facecolor=colors[5], alpha=a_val,hatch=r'//',label='concur_fix_loadKV')\n",
    "plt.legend(handles=[circ1, circ2, circ3, circ4, circ5, circ6], prop={'size': 8})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e65bd95-5a59-477c-81a3-6c5c840f5b96",
   "metadata": {},
   "source": [
    "#### Variable range of values with fixed number of records\n",
    "100M records, 10B Keys\n",
    "\n",
    "|V size  |0     |50%   |100% |\n",
    "|--------|------|-----|------|\n",
    "|100B    |5.774 |4.220|3.069 |\n",
    "|200B    |15.37 |12.67|6.35  |\n",
    "|300B    |16.60 |23.52|12.67 |\n",
    "|400B    |20.59 |29.00|18.80 |\n",
    "|500B    |21.00 |33.00|22.73 |\n",
    "|1000B   |22.39 |37.06|31.90 |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "a10f040e-19a3-4f41-8f38-213b167c9dbb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd3a8369780>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sizes = (\"100\", \"200\", \"300\", \"400\", \"500\", \"1000\")\n",
    "zero = [5.77, 15.37, 16.60, 20.59, 21, 22.39]\n",
    "fifty = [4.22, 12.67, 23.52, 29, 33, 37.06]\n",
    "hundred = [3.06, 6.35, 12.67, 18.80, 22.73, 31.90]\n",
    "\n",
    "df = pd.DataFrame({\"0%\": zero,\n",
    "                   '50%': fifty,\n",
    "                   '100%': hundred}, index=sizes)\n",
    "\n",
    "patterns =('o', 'xx', '//')\n",
    "colors = ['dodgerblue','sandybrown','limegreen']\n",
    "ax = df.plot.bar(rot=0, color=colors)\n",
    "ax.set_xlabel(\"Value size range (B)\")\n",
    "ax.set_ylabel(\"Time (s)\")\n",
    "\n",
    "# bars = ax.patches\n",
    "# hatches = [p for p in patterns for i in range(len(df))]\n",
    "# for bar, hatch in zip(bars, hatches):\n",
    "#     bar.set_hatch(hatch)\n",
    "ax.set_yticks(np.arange(0, 42, 2))\n",
    "ax.grid(axis='y', alpha=0.2)\n",
    "\n",
    "a_val=0.6\n",
    "# circ1 = mpatches.Patch(facecolor=colors[0], alpha=a_val,hatch=r'o',label='0%')\n",
    "# circ2 = mpatches.Patch(facecolor=colors[1], alpha=a_val,hatch=r'xx',label='50%')\n",
    "# circ3 = mpatches.Patch(facecolor=colors[2], alpha=a_val,hatch=r'//',label='100%')\n",
    "# plt.legend(handles=[circ1, circ2, circ3])\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b839f847-67e8-40fc-8c44-f8085eb072f3",
   "metadata": {},
   "source": [
    "### Add external merge sort bars to the first figure!?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "02a57dae-6500-4f3d-af73-8a430b33c734",
   "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}