{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# IPython\n", "## Python Magic on the Command Line and Web\n", "\n", "Austin Godber \n", "@godber \n", "\n", "DesertPy - 3/26/2014" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# IPython Installation\n", "\n", "* System Pacakages - `sudo apt-get update && sudo apt-get upgrade`\n", "* OS X - Homebrew - `brew install ipython`\n", "* PIP - `pip install ipython`\n", "* Commercial Python Bundles - [anaconda](https://store.continuum.io/cshop/anaconda/), [canopy](https://www.enthought.com/products/canopy/)\n", "* Open Source Bundles - [python(x,y)](https://code.google.com/p/pythonxy/)\n", "* Use the [DesertPy Salt Stack setup](https://github.com/godber/ipynb) - **cough** not yet\n", "\n", "It's not so much about IPython as the other things in your toolkit.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# How to Run IPython\n", "\n", "Just type:\n", "\n", "```\n", "ipython\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# IPython REPL\n", "\n", "An enhanced command line with these features\n", "\n", "```text\n", "+------------------+----------------------------+\n", "| Python Help | Magic |\n", "| Sytem Aliases | Dynamic Object Information |\n", "| Tab Completion | Searchable History |\n", "| Logging | Session save and restore |\n", "| System Commands | Colorized output |\n", "| Input Caching | Output Caching |\n", "+------------------+----------------------------+\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# IPython REPL - Memorize this now!\n", "\n", "* ?\n", "* %quickref\n", "* help\n", "* object?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## did you get it?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "* ?\n", "* %quickref\n", "* help\n", "* object?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Knowing these two is sufficient\n", "\n", "* ?\n", "* %quickref\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## ? - IPython Introduction\n", "\n", "Describes IPython features with hints." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## %quickref - Prints quick reference guide\n", "\n", "(%q TAB - for the lazy)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# IPython REPL Examples - line magic\n", "\n", "* line oriented operation\n", "* prefixed with `%` (or not)\n", "* append `?` to see docs on a magic - `%reset?`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " execute a file:\n", " \n", "`%run file.py`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "`%run` reloads from the disk every time so its good for iterative development." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "open `foo.py` in your editor and execute it on exit:\n", "\n", "`%edit foo.py`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "save IPython lines 9 through 12 into `file2.py`:\n", "\n", "`%save file2.py 9-12`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "print out all variables in interactive namespace:\n", " \n", "`%who`\n", "\n", "print more!!!!!\n", "\n", "`%whos`\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "reset interactive namespace, clears variables:\n", "\n", "`%reset`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "toggle the need for % in front of magics:\n", "\n", "`%automagic`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "show all of the many more magics:\n", "\n", "`%magic`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# System Commands\n", "\n", "* system commands can be executed by prepending a `!`\n", "* output fom these can be stored" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "```python\n", "!ls\n", "!ls *.py\n", "py_files = !ls *.py\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Sample Session\n", "\n", "```text\n", "a = range(10)\n", "g = !ping google.com -c 5\n", "g\n", "g. TAB\n", "g.grep('ttl')\n", "who\n", "whos\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Magics Sample Session\n", "\n", "```\n", "In [1]: def sq(n):\n", " ...: return n*n\n", " ...:\n", "\n", "In [2]: sq(5)\n", "Out[2]: 25\n", "\n", "In [4]: %save sq.py 1\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "In a new session\n", "\n", "```\n", "In [1]: %run sq.py\n", "\n", "In [2]: sq(6)\n", "Out[2]: 36\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Other IPython CLI Features\n", "\n", "* Embed into your app\n", "* Demo mode\n", "* PDB integration" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Relax" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import Image\n", "Image(filename=\"austin-relax.png\")" ], "language": "python", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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aCCEREJgB0BqD82SXuKjX5BLtp4syas/3OnP8w+Z6g2ZpaDnHazbdO8XMq8rK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T7mkniiVlmL+cQ45wgAtm1H7h1fB57nnT179vLly58cOvTSyy+/8sorPT09uVyOAbOEhFAZV99N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"prompt_number": 18, "text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Yes, thats what I look like when I relax." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# The flipside - IPython Notebook" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We are going from this ..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "Image(filename=\"ipython-cli.png\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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Bg23btsXFxVHPKysr586dy7xSXENDIyoqip4ZdXBwoBbB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\nR2lKSkpiY2PfsPpZ47UrbWZmZlOmTOHxeBs3bty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F1dTUjhw5Qn4ZtbGxgYvg+Hx+zx+Q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\nLxL04Ycfk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5ejO/SM+xWlEI8AKSMFS4nxOEdF6h7s7DfKP0EzgnRWaWOletgxQd4uMoZajS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9aqpFGIVp6wWMx22sHjcVlKIplTnxQ70+3XQipGs3ajcaRiAFAW6n5q073Suy+rY7czVeQaPA4b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\nig35LOLSjw1OE4ro5riyWvMoq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ShmbfnmutL1orpiBeSKDeXoa4bGdsQc0uPQFdMpuhUW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\nCCjaJAkhpQDl+Eiam17r/JtHLdKHgLNCMwnFBoyK6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"prompt_number": 20, "text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# IPython Notebook\n", "\n", "* Web based interface to IPython\n", "* Inline graphics\n", "* Cell based evaluation\n", "* Same commands and magics as CLI IPython" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Notebook Advantages\n", "\n", "* Web based\n", "* Remotely (globally) accessible\n", "* Execution near your data\n", "* Execution on powerful machine\n", "* Setup is all on server side" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# How to run ipython web notebook?\n", "\n", "Just type\n", "\n", "```bash\n", "ipython notebook\n", "```\n", "\n", "or\n", "\n", "```bash\n", "ipython notebook --ip=0.0.0.0 --port=9999 -no-browser\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Cells\n", "\n", "* Basic unit of execution\n", "* Type Python code into the cell\n", "* ENTER for newline\n", "* SHIFT+ENTER to execute whole cell" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# This is a cell\n", "a = 'This '\n", "print a + \"is cell output\"" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "This is cell output\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Different Cell Types\n", "\n", "* `code` - in the previous example, executes python code\n", "* `markdown` - is a markup language that gets converted to HTML\n", "* `header` - HTML Header cells\n", "* `raw` - Raw Text too!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# IPython Notebook has cell magics\n", "\n", "* similar to the line magics, but works on whole cells\n", "* prefixed with `%%`\n", "* `%%capture` - capture cell contents\n", "* `%%writefile` - write cell contents to file\n", "* more ..." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Execute OTHER interpreters" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%ruby\n", "puts \"Hi #{RUBY_VERSION}\"" ], "language": "python", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Hi 1.9.3\n" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "%%bash\n", "echo \"hi from $BASH\"" ], "language": "python", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "hi from /bin/bash\n" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Inline Graphics\n", "\n", "To get inline graphics (shown as output in the browser) start each notebook with:\n", "\n", "`%matplotlib inline`\n", "\n", "or when you start your notebook server start it with the option:\n", "\n", "`--pylab=inline`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Notebook Examples\n", "\n", "Visit the following URL to play along:\n", "\n", "http://ipynb.desertpy.com\n", "\n", "(active only during this presentation)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# A simple plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "# don't forget the\n", "# %matplotlib inline\n", "x = np.linspace(0, 10, 20)\n", "y = x ** 2\n", "plt.plot(x,y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Scikit Image Example" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# from http://scipy-lectures.github.io/packages/scikit-image/\n", "import skimage\n", "from skimage import io\n", "import os\n", "filename = os.path.join(skimage.data_dir, 'camera.png')\n", "camera = skimage.io.imread(filename)\n", "camera.view()\n", "# image is displayed" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "(3 * camera).view()" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# My Pandas Presentation\n", "\n", "The demo server has my Pandas presentation checked out into it. You can use `cd`, `ls` and `%load` or `%run` to run my examples.\n", "\n", "```\n", "cd pandas_examples/\n", "ls\n", "%load\n", "# or\n", "%run\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Development Tips\n", "\n", "* Link Working directories into your analysis directory\n", "* Edit your main code with `vim` and use `%run` to load it into notebook\n", "* The notebook is your scratchpad\n", "* The notebook can be your documentation (literate programming)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Other Notebook Tips" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Notebook Conversion - nbconvert\n", "\n", "* A saved notebook is a JSON file ending with .ipynb.\n", "* It can be converted to other formats with the `nbconvert` subcommand of ipython (it had been a separate tool but was merged)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Generate HTML\n", "\n", "```bash\n", "ipython nbconvert mynotebook.ipynb --to html --template basic\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Generate LaTeX\n", "```bash\n", "ipython nbconvert mynotebook.ipynb --to latex\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Generate LaTeX and make a PDF\n", "```bash\n", "ipython nbconvert mynotebook.ipynb --to latex --post PDF\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Generate Restructured Text\n", "```bash\n", "ipython nbconvert mynotebook.ipynb --to rst\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## You can even make presentations!\n", "\n", "```bash\n", "ipython nbconvert IPython_Presentation.ipynb --to slides\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Check out the source notebook to this very presentation\n", "\n", "[http://nbviewer.ipython.org/github/desertpy/presentations/blob/master/ipython-godber/IPython_Presentation.ipynb](http://nbviewer.ipython.org/github/desertpy/presentations/blob/master/ipython-godber/IPython_Presentation.ipynb)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Remote Access Trick - ngrok\n", "\n", "My notebook runs on my desktop but I'm not home?\n", "\n", "Make it accessible using [ngrok](http://ngrok.com)!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Generate a password hash:\n", "\n", "```\n", ">>> from IPython.lib import passwd\n", ">>> passwd()\n", "Enter password:\n", "Verify password:\n", "'sha1:67c9e60bb8b6:9ffede0825894254b2e042ea597d771089e11aed'\n", "```\n", "\n", "Generate the notebook config file\n", "\n", "```bash\n", "$ ipython profile create nbserver\n", "```\n", "\n", "Place the bash in the config file\n", "\n", "```\n", "# Password to use for web authentication\n", "c = get_config()\n", "c.NotebookApp.password =\n", "u'sha1:67c9e60bb8b6:9ffede0825894254b2e042ea597d771089e11aed'\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Launch the Notebook Server:\n", "\n", "```text\n", "ipython notebook --profile==nbserver\n", "```\n", "\n", "Serve it publicly with ngrok:\n", "\n", "```text\n", "~/bin/ngrok -proto='https' 8888\n", "# now running on https://e082589425.ngrok.com\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Thank You!\n", "\n", "Austin Godber\n", "\n", "@godber\n", "\n", "http://desertpy.com/presentations" ] } ], "metadata": {} } ] }