{"nbformat_minor": 0, "metadata": {"name": "", "signature": "sha256:ee28f794d992b7036cadb4ef454dc1da0d3183ef5a1820fd2ef130e9be4f7e73"}, "nbformat": 3, "worksheets": [{"cells": [{"metadata": {}, "source": ["# Newton's method in $n$ dimensions"], "cell_type": "markdown"}, {"input": ["import numpy as np\n", "import numpy.linalg as la\n", "\n", "import scipy.optimize as sopt\n", "\n", "import matplotlib.pyplot as pt\n", "from mpl_toolkits.mplot3d import axes3d"], "metadata": {}, "prompt_number": 1, "outputs": [], "cell_type": "code", "collapsed": false, "language": "python"}, {"metadata": {}, "source": ["Here are two functions. The first one is an oblong \"bowl-shaped\" one made of quadratic functions."], "cell_type": "markdown"}, {"input": ["def f(x):\n", " return 0.5*x[0]**2 + 2.5*x[1]**2\n", "\n", "def df(x):\n", " return np.array([x[0], 5*x[1]])\n", "\n", "def ddf(x):\n", " return np.array([\n", " [1,0],\n", " [0,5]\n", " ])"], "metadata": {}, "prompt_number": 2, "outputs": [], "cell_type": "code", "collapsed": false, "language": "python"}, {"metadata": {}, "source": ["The second one is a challenge problem for optimization algorithms known as [Rosenbrock's banana function](https://en.wikipedia.org/wiki/Rosenbrock_function)."], "cell_type": "markdown"}, {"input": ["\n", "def f(X):\n", " x = X[0]\n", " y = X[1]\n", " val = 100.0 * (y - x**2)**2 + (1.0 - x)**2\n", " return val\n", "\n", "def df(X):\n", " x = X[0]\n", " y = X[1]\n", " val1 = 400.0 * (y - x**2) * x - 2 * x\n", " val2 = 200.0 * (y - x**2)\n", " return np.array([val1, val2])\n", "\n", "def ddf(X):\n", " x = X[0]\n", " y = X[1]\n", " val11 = 400.0 * (y - x**2) - 800.0 * x**2 - 2\n", " val12 = 400.0\n", " val21 = -400.0 * x\n", " val22 = 200.0\n", " return np.array([[val11, val12], [val21, val22]])"], "metadata": {}, "prompt_number": 3, "outputs": [], "cell_type": "code", "collapsed": false, "language": "python"}, {"metadata": {}, "source": ["Let's take a look at these functions. First in 3D:"], "cell_type": "markdown"}, {"input": ["fig = pt.figure()\n", "ax = fig.gca(projection=\"3d\")\n", "\n", "xmesh, ymesh = np.mgrid[-2:2:50j,-2:2:50j]\n", "fmesh = f(np.array([xmesh, ymesh]))\n", "ax.plot_surface(xmesh, ymesh, fmesh,\n", " alpha=0.3, cmap=pt.cm.coolwarm, rstride=3, cstride=3)"], "metadata": {}, "prompt_number": 4, "outputs": [{"metadata": {}, "prompt_number": 4, "text": [""], "output_type": "pyout"}, {"text": ["/usr/lib/python3/dist-packages/matplotlib/backends/backend_agg.py:517: DeprecationWarning: npy_PyFile_Dup is deprecated, use npy_PyFile_Dup2\n", " filename_or_obj, self.figure.dpi)\n"], "stream": "stderr", "output_type": "stream"}, {"metadata": {}, "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADtCAYAAAAcNaZ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text": [""], "output_type": "display_data"}], "cell_type": "code", "collapsed": false, "language": "python"}, {"metadata": {}, "source": ["Then as a \"contour plot\":"], "cell_type": "markdown"}, {"input": ["pt.axis(\"equal\")\n", "pt.contour(xmesh, ymesh, fmesh, 50)"], "metadata": {}, "prompt_number": 5, "outputs": [{"metadata": {}, "prompt_number": 5, "text": [""], "output_type": "pyout"}, {"metadata": {}, "png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD/CAYAAAAKVJb/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJs1/lv8D45TYqbxUZUAAAAAASUVORK5CYII=\n", "text": [""], "output_type": "display_data"}], "cell_type": "code", "collapsed": false, "language": "python"}, {"metadata": {}, "source": ["* You may need to add contours to seee more detail.\n", "* The function is *not* symmetric about the y axis!"], "cell_type": "markdown"}, {"metadata": {}, "source": ["### Newton"], "cell_type": "markdown"}, {"metadata": {}, "source": ["First, initialize:"], "cell_type": "markdown"}, {"input": ["# Initialize the method\n", "\n", "guesses = [np.array([2, 2./5])]"], "metadata": {}, "prompt_number": 14, "outputs": [], "cell_type": "code", "collapsed": false, "language": "python"}, {"metadata": {}, "source": ["Then evaluate this cell lots of times:"], "cell_type": "markdown"}, {"input": ["x = guesses[-1]\n", "s = la.solve(ddf(x), df(x))\n", "next_guess = x - s\n", "print(f(next_guess), next_guess)\n", "\n", "guesses.append(next_guess)"], "metadata": {}, "prompt_number": 117, "outputs": [{"text": ["0.00468110908297 [ 0.93196634 0.86783648]\n"], "stream": "stdout", "output_type": "stream"}], "cell_type": "code", "collapsed": false, "language": "python"}, {"metadata": {}, "source": ["Here's some plotting code to see what's going on:"], "cell_type": "markdown"}, {"input": ["pt.axis(\"equal\")\n", "pt.contour(xmesh, ymesh, fmesh, 50)\n", "it_array = np.array(guesses)\n", "pt.plot(it_array.T[0], it_array.T[1], \"x-\")"], "metadata": {}, "prompt_number": 119, "outputs": [{"metadata": {}, "prompt_number": 119, "text": ["[]"], "output_type": "pyout"}, {"metadata": {}, "png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD7CAYAAACRxdTpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGncvXrx4uQj5X39YyFRdDHGnAAAAAElFTkSuQmCC\n", "text": [""], "output_type": "display_data"}], "cell_type": "code", "collapsed": false, "language": "python"}], "metadata": {}}]}