From cb84855adc093872ca5c322cbe45eb7701040b8a Mon Sep 17 00:00:00 2001 From: 74a52558eb33d9d1ba1ea8847d3eea41 <74a52558eb33d9d1ba1ea8847d3eea41@app-learninglab.inria.fr> Date: Tue, 7 Apr 2020 17:38:35 +0000 Subject: [PATCH] Exo 02-1 : Calcul de pi --- module2/exo1/toy_notebook_fr.ipynb | 139 ++++++++++++++--------------- 1 file changed, 68 insertions(+), 71 deletions(-) diff --git a/module2/exo1/toy_notebook_fr.ipynb b/module2/exo1/toy_notebook_fr.ipynb index eda28db..e1d46f4 100644 --- a/module2/exo1/toy_notebook_fr.ipynb +++ b/module2/exo1/toy_notebook_fr.ipynb @@ -1,101 +1,105 @@ { "cells": [ { - "cell_type": "code", - "execution_count": 1, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt" + "# A propos du calcul de $\\pi$" ] }, { - "cell_type": "code", - "execution_count": 2, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "Nx = 512\n", - "Ny = 512\n", - "\n", - "A = np.random.normal(size=(Ny, Nx)) + 1j * np.random.normal(size=(Ny, Ny))" + "## En demandant à la lib maths" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## En amplitude réelle, on a une loi de Rayleigh" + "Mon ordinateur m'indique que $\\pi$ vaut *approximativement*" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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XgXtYmnoeikkL9y5bIagBvV8u/jnwUFX9ybjrGYUk00le0Hv9POC1wJfHW9XGq6o/qKrtVbWLpX/Tf19VvzbmsjZckpt6iwVIchPwi8DQVsRNVLhX1VXgqa0QHgI+XFVnx1vVxkvyN8C9wA8nWUzyjnHXNAK3AG9jaRR3f+/r9eMuaoPdDHw6yYMsDWQ+VVWbZlngJvQDwOeSPAB8Afh4VX1yWBefqKWQkqRuJmrkLknqxnCXpAYZ7pLUIMNdkhpkuEtSgwx3SWqQ4S5JDTLcJalB/w/yvQP8as4FVQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "3.141592653589793\n" + ] } ], "source": [ - "%matplotlib inline\n", - "\n", - "plt.hist(np.abs(A.flatten()), bins=50, density=True)\n", - "plt.show()" + "from math import *\n", + "print(pi)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Speckle pleinement développé, ouverture de taille nulle" + "## En utilisant la méthode des aiguilles de Buffon" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Mais calculé avec la **méthode** des [aiguilles de Buffon](https://fr.wikipedia.org/wiki/Aiguille_de_Buffon), on obtiendrait comme **approximation** :" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "
" + "3.128911138923655" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "plt.imshow(np.abs(A))\n", - "plt.show()" + "import numpy as np\n", + "np.random.seed(seed=42)\n", + "N = 10000\n", + "x = np.random.uniform(size=N, low=0, high=1)\n", + "theta = np.random.uniform(size=N, low=0, high=pi/2)\n", + "2/(sum((x+np.sin(theta))>1)/N)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Avec un argument \"fréquentiel\" de surface" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sinon, une méthode plus simple à comprendre et ne faisant pas intervenir d’appel à la fonctionsinus se base sur le fait que si $X \\sim U(0, 1)$ et $Y \\sim U(0, 1)$ alors $P[X^2+Y^2 \\leq 1] = \\pi/4$ (voir [méthode de Monte Carlo sur Wikipedia](https://fr.wikipedia.org/wiki/M%C3%A9thode_de_Monte-Carlo#D%C3%A9termination_de_la_valeur_de_%CF%80)). Le code suivant illustre ce fait :" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "hideCode": false, - "hideOutput": false, - "hidePrompt": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -107,55 +111,48 @@ } ], "source": [ - "Dk = 16\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", "\n", - "lowpass = np.zeros(A.shape)\n", - "lowpass[Ny//2-Dk:Ny//2+Dk, Nx//2-Dk:Nx//2+Dk] = 1.0\n", + "np.random.seed(seed=42)\n", + "N = 1000\n", + "x = np.random.uniform(size=N, low=0, high=1)\n", + "y = np.random.uniform(size=N, low=0, high=1)\n", + "accept = (x*x + y*y) <= 1\n", + "reject = np.logical_not(accept)\n", "\n", - "plt.imshow(lowpass)\n", - "plt.show()" + "fig, ax = plt.subplots(1)\n", + "ax.scatter(x[accept], y[accept], c='b', alpha=0.2, edgecolor=None)\n", + "ax.scatter(x[reject], y[reject], c='r', alpha=0.2, edgecolor=None)\n", + "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Speckle pleinement développé, ouverture carrée de taille finie" + "Il est alors aisé d'obtenir une approximation (pas terrible) de $\\pi$ en comptant combien de fois, en moyenne, $X^2 + Y^2$ est inférieur à 1 :" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" + "3.112" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "from numpy.fft import fft2, ifft2\n", - "\n", - "A_down = ifft2(lowpass * fft2(A))\n", - "\n", - "plt.imshow(np.abs(A_down))\n", - "plt.show()" + "4 * np.mean(accept)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { -- 2.18.1