From 9c802cf7aaa0d8580fa4b55798920315cb0547ed Mon Sep 17 00:00:00 2001 From: 8ae4836869d9dfa2662a12d59ff25279 <8ae4836869d9dfa2662a12d59ff25279@app-learninglab.inria.fr> Date: Thu, 4 Nov 2021 17:15:28 +0000 Subject: [PATCH] TP : 1. et 2. Analyse des temps de transmission --- module3/exo3/exercice.ipynb | 372 ++++++++++++++++++++++++++++++++++-- 1 file changed, 358 insertions(+), 14 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 4813cd0..ef8ff13 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -18,22 +18,17 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ + "%matplotlib inline\n", + "\n", "import os\n", "from os.path import exists\n", "import requests\n", - "import gzip" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ + "import gzip\n", + "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" @@ -141,14 +136,14 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "44036 lignes lues avec succès, (0.85% d'échecs)\n" + "44036 lignes lues avec succès (0.85% d'échecs)\n" ] }, { @@ -616,7 +611,7 @@ "[44036 rows x 3 columns]" ] }, - "execution_count": 59, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -662,7 +657,356 @@ " return pd.DataFrame({\"timestamp\":timestamps, \"msgsize\":msgsizes, \"time\":times})\n", " \n", "\n", - "extract_data(filenames[0])" + "data0 = extract_data(filenames[0])\n", + "\n", + "data0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Evolution du temps de transmission au cours du temps\n", + "\n", + "Affichons l'évolution du temps de transmission, afin de voir si celui ci est corrélé avec la taille des messages." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sequence = data0.set_index(\"timestamp\").sort_index()\n", + "\n", + "sequence['time'].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données ont de fortes variations, restreignons l'aperçu à un intervalle de temps plus restreint." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sequence['time'][-1000:].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On observe une grande variabilité dans les temps de réponse : souvent ils sont très brefs, mais parfois il y a des pics de lenteur.\n", + "Comparons cela à la taille des données sur le même intervalle, afin de voir si cela s'explique par la taille des messages." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sequence[\"msgsize\"][-1000:].plot(linewidth=0,marker='o',color='#ff551133')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La répartition des tailles de messages est la même sur tout l'intervalle de temps considéré. Il ne semble donc pas y avoir de lien direct entre de très longs temps de réponse et les tailles de messages." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Temps de transmission en fonction de la taille des messages\n", + "\n", + "Représentons le temps de transmission en fonction de la taille des messages." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data0.plot('msgsize','time',linewidth=0,marker='o',color='#1155ff33')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On observe deux zones distinctes : à partir d'une certaine taille de messages, la répartition des temps de réponse change drastiquement.\n", + "Zoomons pour voir où cette rupture se situe." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 100)" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data0.plot('msgsize','time',linewidth=0,marker='o',color='#1155ff33')\n", + "plt.xlim((1450,1500))\n", + "plt.ylim((0,100))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ce graphique apporte deux informations de plus par rapport au précédent :\n", + "\n", + " * la rupture se situe entre 1480 et 1481 octets\n", + " * le temps de réponse est le plus souvent très faible (<10ms) quelle que soit la taille du message, mais il y a régulièrement des valeurs plus élevées (jusqu'à 30ms pour la première zone, ou 100ms pour la deuxième).\n", + " \n", + "Séparons les données en deux sous-jeux selon la taille de message." + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "petits_msg = data0[data0['msgsize']<=1480]\n", + "gros_msg = data0[data0['msgsize']>1480]\n", + "\n", + "fig,ax = plt.subplots(1)\n", + "petits_msg.plot('msgsize','time',ax=ax, linewidth=0,marker='o',color='#1155ff33')\n", + "gros_msg.plot('msgsize','time',ax=ax, linewidth=0,marker='o',color='#ff000033')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2.1 (Non demandé) Histogramme des temps de transmission\n", + "\n", + "La répartition des temps de transmission étant très inégale, représentons la répartition des temps de réponse sous forme d'histogramme (pour les deux zones de taille de message).\n", + "On choisit de découper les zones selon les déciles, et d'utiliser une échelle logarithmique en x." + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins_p = petits_msg[\"time\"].quantile(np.linspace(0,1,11))\n", + "bins_g = gros_msg[\"time\"].quantile(np.linspace(0,1,11))\n", + "\n", + "fig,ax = plt.subplots(1)\n", + "petits_msg[\"time\"].hist(bins=bins_p,density=True,ax=ax)\n", + "gros_msg[\"time\"].hist(bins=bins_g,density=True,ax=ax)\n", + "plt.semilogx()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En particulier, la médiane des temps de transmission sur chaque sous-jeu de données est :" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Médiane des temps pour les petits messages : 1.35 ms\n", + "Médiane des temps pour les gros messages : 2.32 ms\n" + ] + } + ], + "source": [ + "print(\"Médiane des temps pour les petits messages :\",petits_msg[\"time\"].quantile(0.5),\"ms\")\n", + "print(\"Médiane des temps pour les gros messages :\",gros_msg[\"time\"].quantile(0.5),\"ms\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Régression linéaire\n", + "D'après l'énoncé :\n", + "\n", + "> Un modèle simple et fréquemment utilisé pour décrire la performance d'une connexion de réseau consiste à supposer que le temps d'envoi T pour un message dépend principalement de sa taille S (nombre d'octets) et de deux grandeurs propres à la connexion : la latence L (en secondes) et la capacité C (en octets/seconde). La relation entre ces quatre quantités est T(S) = L + S/C.\n", + "\n", + "Cherchons L et C pour chaque partie du jeu de données." ] }, { -- 2.18.1