{ "cells": [ { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "# Estimation de la latence et de la capacité d’une connexion à partir de mesures asymétriques (sujet 4)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Pour notre analyse sur les caractéristiques d'une connexion nous utiliserons un modèle simplifié qui néglige certains détails.\n", "Ce modèle permet de mettre en relation le **temps d'envoi $T$** (en secondes) d'un message de **taille $S$** (en octets) par une connexion de **latence $L$** (en secondes) et de **capacité $C$** (en octets/seconde) par la formule suivante : $$T(S) = L + S/C$$" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Nous allons donc tenter de déterminer la latence et la capacité d'une connexion à partir de deux jeux de données brutes, qui ont été obtenus pour deux connexions différentes avec l'outil `ping`." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "## Analyse des données" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dépendances" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import math" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Connexion courte à l'intérieur d'un campus" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Récupération et formatage des données" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "raw_data_1 = pd.read_csv(\"http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/liglab2.log.gz\",sep=' ',header=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les données brutes sont stockées dans une variable `raw_data_1`" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def convert_date(raw_date,start):\n", " return float(raw_date[1:-1])-start\n", "\n", "def convert_size(raw_size):\n", " return int(raw_size)\n", "\n", "def convert_time(raw_time):\n", " if(pd.isna(raw_time)):\n", " return None\n", " return float(raw_time[5:])\n", "\n", "def format_data(raw_data):\n", " output_data = {}\n", " first_date = math.floor(float(raw_data[0][0][1:-1]))\n", " output_data[\"date\"] = [convert_date(d,first_date) for d in raw_data[0]]\n", " output_data[\"size\"] = [convert_size(s) for s in raw_data[1]]\n", " output_data[\"time\"] = [convert_time(t) for t in raw_data[8]]\n", " i=0\n", " while (i" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def display_graph_1(data,start=0,end=-1,m=1.5):\n", " plt.plot(data[\"date\"][start:end],data[\"time\"][start:end], 'o', markersize=m)\n", " plt.xlabel(\"Date (sec)\")\n", " plt.ylabel(\"Temps d'envoi (ms)\")\n", " plt.title(\"Évolution du temps de transmission au cours du temps\")\n", " plt.show()\n", "\n", "display_graph_1(data_1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "L'évolution du temps de transmission est représentée ici sur toute la plage de données.\n", "On constate une tendance du temps de transmission entre 50ms et 100ms ne dépassant que rarement les 100ms.\n", "Mais la majorité des valeurs de temps d'envoi semble répartie entre 0ms et 25ms.\n", "Cependant on constate également que cette valeur est très variable. Elle est très éparpillée entre 0ms et 100ms avec des pics à plus de 250ms.\n", "Il est probable que ces fluctuations ne soient pas seulement dûes à la taille des messages mais également à d'autres paramètres extérieurs que nous ne prenons pas en compte ici." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_graph_1(data_1,20120,20320,3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En observant ici les données sur une échelle plus petite, on constate le même phénomène de fluctuation importante du temps de transmission." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Temps de transmission en fonction de la taille des messages" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def sort_by_size(data):\n", " return zip(*sorted(zip(data[\"size\"],data[\"time\"])))\n", "\n", "x, y = sort_by_size(data_1)\n", "\n", "def display_graph_2(x,y,start=0,end=-1,m=1.5):\n", " plt.plot(x[start:end],y[start:end],'o', markersize=m)\n", " plt.xlabel(\"Taille du message (octets)\")\n", " plt.ylabel(\"Temps d'envoi (ms)\")\n", " plt.title(\"Temps de transmission en fonction de la taille des messages\")\n", " plt.show()\n", "\n", "display_graph_2(x,y)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_graph_2(x,y,32550,32850,5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On observe une rupture dans le graphique aux alentours de 1500 octets.\n", "En utilisant une échelle plus petite, on peut estimer que la taille à partir de laquelle la variabilité change est 1481 octets.\n", "On va donc traiter ces deux classes séparément." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def display_graph_3(x,y):\n", " v_change = x.index(1481)\n", " x1 = np.array(x[:v_change])\n", " y1 = y[:v_change]\n", " x2 = np.array(x[v_change:])\n", " y2 = y[v_change:]\n", "\n", " reg1=np.polyfit(x1,y1,1)\n", " reg2=np.polyfit(x2,y2,1)\n", "\n", " L1 = reg1[1]\n", " C1 = 1/reg1[0]\n", " L2 = reg2[1]\n", " C2 = 1/reg2[0]\n", "\n", " plt.plot(x, y,'o',markersize=1.5, label='Données')\n", " plt.plot(x1,reg1[0]*x1+reg1[1],linewidth=5,label=f\"T = {L1:.2f} + S / {C1:.2f}\")\n", " plt.plot(x2,reg2[0]*x2+reg2[1],'r',linewidth=5,label=f\"T = {L2:.2f} + S / {C2:.2f}\")\n", " plt.xlabel(\"Taille du message (octets)\")\n", " plt.ylabel(\"Temps d'envoi (ms)\")\n", " plt.title(\"Temps de transmission en fonction de la taille des messages\")\n", " plt.legend()\n", " plt.show()\n", " return {\"L1\":L1,\"C1\":C1,\"L2\":L2,\"C2\":C2}\n", "\n", "vals = display_graph_3(x,y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour les messages de moins de 1481 octets, on a donc :" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "L = 3.275674199393942 ms\t= 0.003275674199393942 s\n", "C = 3064.514616898644 o/ms\t= 3064514.616898644 o/s\n" ] } ], "source": [ "print(f\"L = {vals['L1']} ms\\t= {vals['L1']/1000} s\")\n", "print(f\"C = {vals['C1']} o/ms\\t= {vals['C1']*1000} o/s\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Et pour les messages de plus de 1481 octets, on a :" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "L = 5.289832573707131 ms\t= 0.005289832573707131 s\n", "C = 387.7603997848882 o/ms\t= 387760.3997848882 o/s\n" ] } ], "source": [ "print(f\"L = {vals['L2']} ms\\t= {vals['L2']/1000} s\")\n", "print(f\"C = {vals['C2']} o/ms\\t= {vals['C2']*1000} o/s\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Connexion vers un site Web éloigné" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Récupération et formatage des données" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "raw_data_2 = pd.read_csv(\"http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/stackoverflow.log.gz\",sep=' ',header=None)\n", "data_2 = format_data(raw_data_2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Temps de transmission en fonction du temps" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_graph_1(data_2,2000,2500,3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ici le temps d'envoi moyen avoisine les 110ms. Aucune valeur ne descend en dessous de ce seuil, mais une partie importante des données est dispersées entre 110ms et 160ms." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Temps de transmission en fonction de la taille des messages" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x, y = sort_by_size(data_2)\n", "display_graph_2(x,y)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_graph_2(x,y,4950,5100,5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On constate également un point de rupture qui apparait aux alentours de 1500 octets. Après observation des données à plus petite échelle, on peut conjecturer qu'il se trouve également à 1481 octets." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vals_2 = display_graph_3(x,y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour les messages de moins de 1481 octets, on a donc :" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "L = 113.22750968484876 ms\t= 0.11322750968484875 s\n", "C = 22119.029139909035 o/ms\t= 22119029.139909036 o/s\n" ] } ], "source": [ "print(f\"L = {vals_2['L1']} ms\\t= {vals_2['L1']/1000} s\")\n", "print(f\"C = {vals_2['C1']} o/ms\\t= {vals_2['C1']*1000} o/s\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Et pour les messages de plus de 1481 octets, on a :" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "L = 120.05358833473097 ms\t= 0.12005358833473098 s\n", "C = -554.663121159614 o/ms\t= -554663.121159614 o/s\n" ] } ], "source": [ "print(f\"L = {vals_2['L2']} ms\\t= {vals_2['L2']/1000} s\")\n", "print(f\"C = {vals_2['C2']} o/ms\\t= {vals_2['C2']*1000} o/s\")" ] } ], "metadata": { "hide_code_all_hidden": true, "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }