{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# IPython's Data Publication API"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "IPython has an API that allows IPython Engines to publish data back to the Client.  This Notebook shows how this API works."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We begin by enabling matplotlib plotting and creating a `Client` object to work with an IPython cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from ipyparallel import Client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<DirectView [0, 1, 2, 3,...]>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c = Client()\n",
    "dv = c[:]\n",
    "dv.block = False\n",
    "dv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple publication"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is a simple Python function we are going to run on the Engines.  This function uses `publish_data` to publish a simple Python dictionary when it is run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def publish_it():\n",
    "    from IPython.kernel.zmq.datapub import publish_data\n",
    "    publish_data(dict(a='hi'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We run the function on the Engines using `apply_async` and save the returned `AsyncResult` object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ar = dv.apply_async(publish_it)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The published data from each engine is then available under the `.data` attribute of the `AsyncResult` object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'a': 'hi'},\n",
       " {'a': 'hi'},\n",
       " {'a': 'hi'},\n",
       " {'a': 'hi'},\n",
       " {'a': 'hi'},\n",
       " {'a': 'hi'},\n",
       " {'a': 'hi'},\n",
       " {'a': 'hi'}]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ar.data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each time `publish_data` is called, the `.data` attribute is updated with the most recently published data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulation loop"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In many cases, the Engines will be running a simulation loop and we will want to publish data at each time step of the simulation.  To show how this works, we create a mock simulation function that iterates over a loop and publishes a NumPy array and loop variable at each time step. By inserting a call to `time.sleep(1)`, we ensure that new data will be published every second."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def simulation_loop():\n",
    "    from IPython.kernel.zmq.datapub import publish_data\n",
    "    import time\n",
    "    import numpy as np\n",
    "    for i in range(10):\n",
    "        publish_data(dict(a=np.random.rand(20), i=i))\n",
    "        time.sleep(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, we run the `simulation_loop` function in parallel using `apply_async` and save the returned `AsyncResult` object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ar = dv.apply_async(simulation_loop)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "New data will be published by the Engines every second.  Anytime we access `ar.data`, we will get the most recently published data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x10c41e910>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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       "EidUWBFCCCGExAkVVoQQQgghcfL/u8ZDblhTSdUAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c41e850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = ar.data\n",
    "for i, d in enumerate(data):\n",
    "    plt.plot(d['a'], label='engine: '+str(i))\n",
    "plt.title('Data published at time step: ' + str(data[0]['i']))\n",
    "plt.legend()"
   ]
  }
 ],
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