{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "octavemagic: Octave inside IPython" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Installation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `octavemagic` extension provides the ability to interact with Octave. It is provided by the `oct2py` package,\n", "which may be installed using `pip` or `easy_install`.\n", "\n", "To enable the extension, load it as follows:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%load_ext oct2py.ipython" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Loading the extension enables three magic functions: `%octave`, `%octave_push`, and `%octave_pull`.\n", "\n", "The first is for executing one or more lines of Octave, while the latter allow moving variables between the Octave and Python workspace.\n", "Here you see an example of how to execute a single line of Octave, and how to transfer the generated value back to Python:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = %octave [1 2; 3 4];\n", "x" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "array([[ 1., 2.],\n", " [ 3., 4.]])" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "a = [1, 2, 3]\n", "\n", "%octave_push a\n", "%octave a = a * 2;\n", "%octave_pull a\n", "a" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "array([[2, 4, 6]])" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "When using the cell magic, `%%octave` (note the double `%`), multiple lines of Octave can be executed together. Unlike\n", "with the single cell magic, no value is returned, so we use the `-i` and `-o` flags to specify input and output variables." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%octave -i x -o y\n", "y = x + 3;" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "y" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "array([[ 4., 5.],\n", " [ 6., 7.]])" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot output is automatically captured and displayed, and using the `-f` flag you may choose its format (currently, `png` and `svg` are supported)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%octave -f svg\n", "\n", "p = [12 -2.5 -8 -0.1 8];\n", "x = 0:0.01:1;\n", "\n", "polyout(p, 'x')\n", "plot(x, polyval(p, x));" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "text": [ "12*x^4 - 2.5*x^3 - 8*x^2 - 0.1*x^1 + 8" ] }, { "metadata": {}, "output_type": "display_data", "svg": [ "\n", "\n", "gnuplot\n", "Produced by GNUPLOT 4.4 patchlevel 4 \n", "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "\n", "\n", "\n", "\n", "\n", "\t\n", "\t\n", "\t\t6\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t6.5\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t7\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t7.5\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t8\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t8.5\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t9\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t9.5\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t0\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t0.2\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t0.4\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t0.6\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t0.8\n", "\t\t\n", "\t\n", "\t\n", "\t\n", "\t\t1\n", "\t\t\n", "\t\n", "\t\n", "\n", "\tPlot_1\n", "\n", "\t\n", "\n", "\t\n", "\n", "\n", "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot size is adjusted using the `-s` flag:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%octave -s 500,500\n", "\n", "# butterworth filter, order 2, cutoff pi/2 radians\n", "b = [0.292893218813452 0.585786437626905 0.292893218813452];\n", "a = [1 0 0.171572875253810];\n", "freqz(b, a, 32);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "svg": [ "\n", "\n", "gnuplot\n", "Produced by GNUPLOT 4.4 patchlevel 4 \n", "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-3\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-2.5\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-2\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-1.5\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-1\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-0.5\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t\n", "\t\n", "\t\n", "\n", "\tPlot_1\n", "\n", "\t\n", "\t\tPass band (dB)\n", "\t\t\n", "\t\n", "\t\n", "\n", "\t\n", "\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-60\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-50\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-40\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-30\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-20\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-10\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t\n", "\t\n", "\t\n", "\n", "\tPlot_1\n", "\n", "\t\n", "\t\tStop band (dB)\n", "\t\t\n", "\t\n", "\t\n", "\n", "\t\n", "\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-200\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-150\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-100\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t-50\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0.1\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0.2\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0.3\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0.4\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0.5\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0.6\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0.7\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0.8\n", "\t\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\t0.9\n", "\t\t\n", "\t\n", "\t\n", "\n", "\tPlot_1\n", "\n", "\t\n", "\t\tPhase (degrees)\n", "\t\t\n", "\t\n", "\t\n", "\n", "\t\n", "\n", "\n", "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "%%octave -s 600,200 -f png\n", "\n", "subplot(121);\n", "[x, y] = meshgrid(0:0.1:3);\n", "r = sin(x - 0.5).^2 + cos(y - 0.5).^2;\n", "surf(x, y, r);\n", "\n", "subplot(122);\n", "sombrero()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAADGCAIAAACB92mRAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\nRU5ErkJggg==\n" } ], "prompt_number": 12 } ], "metadata": {} } ] }