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@olivierverdier
Created December 11, 2015 11:39
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise for the course [Python for MATLAB users](http://sese.nu/python-for-matlab-users-ht15/), by Olivier Verdier"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using matplotlib backend: MacOSX\n",
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A numerical derivative of a function $f$ is a formula of the type\n",
"\\\\[\n",
"f'(x_0) \\simeq \\frac{f(x_0+h/2) - f(x_0-h/2)}{h}\n",
"\\\\]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Implement a function `derivator` which returns the derivative *function*."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def derivator(f, h):\n",
" def df(x):\n",
" return (f(x+h/2) - f(x - h/2))/h\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"msin_ = derivator(cos, 1e-10)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"assert(allclose(msin_(0), 0))\n",
"assert(allclose(msin_(pi), 0))\n",
"assert(allclose(msin_(pi/2), -1.))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"gist_id": "157eac7b81960e1cf7b3",
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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