equidistantPlacement.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate from $x^2$ until $y^2$ virtual positions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# x must be lesser than y\n",
    "x = 2\n",
    "y = 33"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "\n"
     ]
    }
   ],
   "source": [
    "import math\n",
    "import os\n",
    "\n",
    "# Whether save file on disk or not.\n",
    "saveFile = True\n",
    "\n",
    "if (saveFile):\n",
    "    path = os.getcwd() + \"/data/placement/\"\n",
    "else:\n",
    "    pathJup = \"equidistant/\"\n",
    "    path = \"equidistant/\"\n",
    "    \n",
    "gw = 1\n",
    "z = 45\n",
    "for k in range(x,y):\n",
    "    k = k**2\n",
    "    posicoes = \"\"\n",
    "    step = math.floor(10000/math.ceil(math.sqrt(k)))\n",
    "    ini = math.floor(step/2)\n",
    "    gw = 1\n",
    "    j = ini\n",
    "    while(j<10000 and gw < k):\n",
    "        i = ini\n",
    "        while(i<10000 and gw < k):\n",
    "            posicoes = posicoes + str(i) + \" \" + str(j) + \" \" + str(z) + \"\\n\"\n",
    "            gw+=1\n",
    "            posicoes = posicoes + str(10000-i) + \" \" + str(10000-j) + \" \" + str(z) + \"\\n\"\n",
    "            gw+=1\n",
    "            i+=step\n",
    "        j += step\n",
    "    if (k%2!=0):\n",
    "        posicoes = posicoes + str(i) + \" \" + str(j-step) + \" \" + str(z) + \"\\n\"\n",
    "        gw+=1\n",
    "    fileGwPlacement = path+'equidistantPlacement_'+str(gw-1)+'.dat'\n",
    "    print(fileGwPlacement+': ['+str(gw-1)+' gateways]')\n",
    "    print(posicoes)\n",
    "    if(saveFile):\n",
    "        with open(fileGwPlacement, \"w+\") as outfile:\n",
    "            outfile.write(posicoes)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Cartesian Placement (side by side)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x4500 with 33 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from glob import glob\n",
    "import os\n",
    "\n",
    "mk = {1:'blue',2:'green',3:'yellow',4:'orange',5:'red'}  \n",
    "\n",
    "stock_files = path = os.getcwd() + \"/data/placement/equidistantPlacement_\"\n",
    "fig, ax = plt.subplots(11, 3, sharex=True, sharey=True,figsize=(15,45))\n",
    "fig.suptitle(\"Posicionamento: Método Equidistante\", fontsize=20,x=0.5,y=.9)\n",
    "i = 0\n",
    "j = 0\n",
    "plt.xlim(-500,10500)\n",
    "plt.ylim(-500,10500)\n",
    "\n",
    "for x in range(2,33):\n",
    "    x = x**2\n",
    "    file = stock_files + str(x) + \".dat\"\n",
    "    data = pd.read_csv(file, names=['x', 'y', 'z'], sep=\" \", index_col=False)\n",
    "    df = pd.DataFrame(data)\n",
    "    ax[i, j].scatter(df['x'], df['y'], s=14, marker='1')\n",
    "    ax[i, j].set(title=str(x) + \" Virtual Positions\")\n",
    "    j+=1\n",
    "    if(j==3):\n",
    "        j=0\n",
    "        i+=1\n",
    "# file = stock_files + str(100) + \".dat\"\n",
    "# data = pd.read_csv(file, names=['x', 'y', 'z'], sep=\" \", index_col=False)\n",
    "# df = pd.DataFrame(data)\n",
    "# ax[i, j].scatter(df['x'], df['y'], s=14, marker='1')\n",
    "# ax[i, j].set(title=str(x))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from glob import glob\n",
    "import os\n",
    "\n",
    "mk = {1:'blue',2:'green',3:'yellow',4:'orange',5:'red'}  \n",
    "\n",
    "stock_files = path = os.getcwd() + \"/data/placement/equidistantPlacement_\"\n",
    "fig, ax = plt.subplots(1, 3, sharex=True, sharey=True,figsize=(15,5))\n",
    "# fig.suptitle(\"Posicionamento: Método Equidistante\", fontsize=20)\n",
    "i = 0\n",
    "j = 0\n",
    "plt.xlim(-500,10500)\n",
    "plt.ylim(-500,10500)\n",
    "\n",
    "for x in [2, 8, 19]:\n",
    "    x = x**2\n",
    "    file = stock_files + str(x) + \".dat\"\n",
    "    data = pd.read_csv(file, names=['x', 'y', 'z'], sep=\" \", index_col=False)\n",
    "    df = pd.DataFrame(data)\n",
    "    ax[j].scatter(df['x'], df['y'], s=60, marker='1')\n",
    "    ax[j].set(title=str(x) + \" Virtual Positions\")\n",
    "    j+=1\n",
    "    if(j==3):\n",
    "        j=0\n",
    "        i+=1\n",
    "# file = stock_files + str(100) + \".dat\"\n",
    "# data = pd.read_csv(file, names=['x', 'y', 'z'], sep=\" \", index_col=False)\n",
    "# df = pd.DataFrame(data)\n",
    "# ax[i, j].scatter(df['x'], df['y'], s=14, marker='1')\n",
    "# ax[i, j].set(title=str(x))\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.11.4"
  },
  "vscode": {
   "interpreter": {
    "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}