{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# d3viz: Interactive visualization of Theano compute graphs "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Requirements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`d3viz` requires the [pydot](https://pypi.python.org/pypi/pydot) package, which can be installed with `pip`:\n",
    "```\n",
    "pip install pydot\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`d3viz` extends Theano’s [printing module](http://deeplearning.net/software/theano/library/printing.html) to interactively visualize compute graphs. Instead of creating a static picture, it creates an HTML file, which can be opened with current web-browsers. `d3viz` allows\n",
    "\n",
    "* to zoom to different regions and to move graphs via drag and drop,\n",
    "* to position nodes both manually and automatically,\n",
    "* to retrieve additional information about nodes and edges such as their data type or definition in the source code,\n",
    "* to edit node labels,\n",
    "* to visualizing profiling information, and\n",
    "* to explore nested graphs such as OpFromGraph nodes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import theano as th\n",
    "import theano.tensor as T\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As an example, consider the following multilayer perceptron with one hidden layer and a softmax output layer. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ninputs = 1000\n",
    "nfeatures = 100\n",
    "noutputs = 10\n",
    "nhiddens = 50\n",
    "\n",
    "rng = np.random.RandomState(0)\n",
    "x = T.dmatrix('x')\n",
    "wh = th.shared(rng.normal(0, 1, (nfeatures, nhiddens)), borrow=True)\n",
    "bh = th.shared(np.zeros(nhiddens), borrow=True)\n",
    "h = T.nnet.sigmoid(T.dot(x, wh) + bh)\n",
    "\n",
    "wy = th.shared(rng.normal(0, 1, (nhiddens, noutputs)))\n",
    "by = th.shared(np.zeros(noutputs), borrow=True)\n",
    "y = T.nnet.softmax(T.dot(h, wy) + by)\n",
    "\n",
    "predict = th.function([x], y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function `predict` outputs the probability of 10 classes. You can visualize it with `pydotprint` as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The output file is available at examples/mlp.png\n"
     ]
    }
   ],
   "source": [
    "from theano.printing import pydotprint\n",
    "import os\n",
    "\n",
    "if not os.path.exists('examples'):\n",
    "    os.makedirs('examples')\n",
    "pydotprint(predict, 'examples/mlp.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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KBRWRckC5oKJZpLQVtJeVxbWxIuJ9nnQZLIvrY0XEuwrKBcoDIuWOumeLiIiI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\nSUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "image/png": {
       "width": "80%"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('examples/mlp.png', width='80%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To visualize it interactively, import the `d3viz` function from the `d3viz` module, which can be called as before:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import theano.d3viz as d3v\n",
    "d3v.d3viz(predict, 'examples/mlp.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Open visualization!](examples/mlp.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When you open the output file `mlp.html` in your web-browser, you will see an interactive visualization of the compute graph. You can move the whole graph or single nodes via drag and drop, and zoom via the mouse wheel. When you move the mouse cursor over a node, a window will pop up that displays detailed information about the node, such as its data type or definition in the source code. When you left-click on a node and select `Edit`, you can change the predefined node label. If you are dealing with a complex graph with many nodes, the default node layout may not be perfect. In this case, you can press the `Release node` button in the top-left corner to automatically arrange nodes. To reset nodes to their default position, press the `Reset nodes` button."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Profiling "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Theano allows [function profiling](http://deeplearning.net/software/theano/tutorial/profiling.html) via the `profile=True` flag. After at least one function call, the compute time of each node can be printed in text form with `debugprint`. However, analyzing complex graphs in this way can be cumbersome.\n",
    "\n",
    "`d3viz` can visualize the same timing information graphically, and hence help to spot bottlenecks in the compute graph more easily! To begin with, we will redefine the `predict` function, this time by using `profile=True` flag. Afterwards, we capture the runtime on random data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "predict_profiled = th.function([x], y, profile=True)\n",
    "\n",
    "x_val = rng.normal(0, 1, (ninputs, nfeatures))\n",
    "y_val = predict_profiled(x_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "d3v.d3viz(predict_profiled, 'examples/mlp2.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Open visualization!](./examples/mlp2.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When you open the HTML file in your browser, you will find an additional `Toggle profile colors` button in the menu bar. By clicking on it, nodes will be colored by their compute time, where red corresponds to a high compute time. You can read out the exact timing information of a node by moving the cursor over it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Different output formats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Internally, `d3viz` represents a compute graph in the [Graphviz DOT language](http://www.graphviz.org/), using the [pydot](https://pypi.python.org/pypi/pydot) package, and defines a front-end based on the [d3.js](http://d3js.org/) library to visualize it. However, any other Graphviz front-end can be used, which allows to export graphs to different formats. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "formatter = d3v.formatting.PyDotFormatter()\n",
    "pydot_graph = formatter(predict_profiled)\n",
    "\n",
    "pydot_graph.write_png('examples/mlp2.png');\n",
    "pydot_graph.write_pdf('examples/mlp2.pdf');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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m2tra4eHhZDsygMjNzW1paUH9I4SokXx9AQAvL6+rV6+S7cUAIi0tDcMw1H5BiJohoS+z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\n93WlZgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('./examples/mlp2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we used the `PyDotFormatter` class to convert the compute graph into a `pydot` graph, and created a [PNG](./examples/mlp2.png) and [PDF](./examples/mlp2.pdf) file. You can find all output formats supported by Graphviz [here](http://www.graphviz.org/doc/info/output.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## OpFromGraph nodes "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An [OpFromGraph](http://deeplearning.net/software/theano/library/compile/opfromgraph.html) node defines a new operation, which can be called with different inputs at different places in the compute graph. Each `OpFromGraph` node defines a nested graph, which will be visualized accordingly by `d3viz`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "x, y, z = T.scalars('xyz')\n",
    "e = T.nnet.sigmoid((x + y + z)**2)\n",
    "op = th.OpFromGraph([x, y, z], [e])\n",
    "\n",
    "e2 = op(x, y, z) + op(z, y, x)\n",
    "f = th.function([x, y, z], e2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "d3v.d3viz(f, 'examples/ofg.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Open visualization!](./examples/ofg.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, an operation with three inputs is defined, which is used to build a function that calls this operations twice, each time with different input arguments. \n",
    "\n",
    "In the `d3viz` visualization, you will find two OpFromGraph nodes, which correspond to the two OpFromGraph calls. When you double click on one of them, the nested graph appears with the correct mapping of its input arguments. You can move it around by drag and drop in the shaded area, and close it again by double-click.\n",
    "\n",
    "An OpFromGraph operation can be composed of further OpFromGraph operations, which will be visualized as nested graphs as you can see in the following example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "x, y, z = T.scalars('xyz')\n",
    "e = x * y\n",
    "op = th.OpFromGraph([x, y], [e])\n",
    "e2 = op(x, y) + z\n",
    "op2 = th.OpFromGraph([x, y, z], [e2])\n",
    "e3 = op2(x, y, z) + z\n",
    "f = th.function([x, y, z], [e3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "d3v.d3viz(f, 'examples/ofg2.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Open visualization!](./examples/ofg2.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feedback "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have any problems or great ideas on how to improve `d3viz`, please let me know!\n",
    "\n",
    "* Christof Angermueller\n",
    "* <cangermueller@gmail.com>\n",
    "* https://cangermueller.com"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
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