{
 "metadata": {
  "name": "Part 8 - Performance"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Performance"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "How small do my tasks need to be (aka how fast is IPython)?\n",
      "\n",
      "In parallel computing, an important relationship to keep in mind is the\n",
      "ratio of computation to communication. In order for your simulation to\n",
      "perform reasonably, you must keep this ratio high. When testing out a\n",
      "new tool like IPython, it is important to examine the limit of\n",
      "granularity that is appropriate. If it takes half a second of overhead\n",
      "to run each task, then breaking your work up into millisecond chunks\n",
      "isn't going to make sense.\n",
      "\n",
      "Basic imports to use later, create a Client, and a LoadBalancedView of all the engines."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pylab inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n",
        "For more information, type 'help(pylab)'.\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import time\n",
      "import numpy as np\n",
      "\n",
      "from IPython.display import Image\n",
      "\n",
      "from IPython import parallel\n",
      "\n",
      "# rc = parallel.Client()\n",
      "rc = parallel.Client(packer='pickle')\n",
      "view = rc.load_balanced_view()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "rc.ids"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "[0, 1, 2, 3]"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Latency"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Sending and receiving tiny messages gives us a sense of the minimum time\n",
      "IPython must spend building and sending messages around. This should\n",
      "give us a sense of the *minimum* overhead of the communication system.\n",
      "\n",
      "This should give us a sense of the lower limit on available granularity."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "def test_latency(v, n):\n",
      "    tic = time.time()\n",
      "    echo = lambda x: x\n",
      "    tic = time.time()\n",
      "    for i in xrange(n):\n",
      "        v.apply_async(echo, '')\n",
      "    toc = time.time()\n",
      "    v.wait()\n",
      "    tac = time.time()\n",
      "    sent = toc-tic\n",
      "    roundtrip = tac-tic\n",
      "    return sent, roundtrip"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sends = []\n",
      "roundtrips = []\n",
      "ns = [1,4,8,16,32,64,128,256,512,1024,2048,4096]\n",
      "for n in ns:\n",
      "    # short rest between tests\n",
      "    time.sleep(1)\n",
      "    s,rt = test_latency(view, n)\n",
      "    s = n/s\n",
      "    rt = n/rt\n",
      "    sends.append(s)\n",
      "    roundtrips.append(rt)\n",
      "    print \"%4i %6.1f %6.1f\" % (n,s,rt)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   1 1416.5  133.1\n",
        "   4 1464.2  384.7"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   8 1901.6  554.2"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  16 1858.1  807.5"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  32 2575.5  705.6"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  64 2483.2  996.2"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        " 128 2351.9 1103.6"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        " 256 2264.1 1126.8"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        " 512 2118.3 1088.5"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "1024 2080.3 1050.9"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "2048 1808.1 1065.3"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "4096 1343.0  986.2"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.title(\"Latency\")\n",
      "# ns, sends, roundtrips = map(np.array, [ns, sends, roundtrips])\n",
      "plt.loglog(ns, sends, '--', label='sent')\n",
      "plt.loglog(ns, roundtrips, '-+', label='roundtrip')\n",
      "plt.legend(loc=\"lower right\")\n",
      "plt.xlabel(\"Tasks\")\n",
      "plt.ylabel(\"Tasks/s\")\n",
      "plt.ylim(1e1,1e4)\n",
      "plt.xlim(ns[0], ns[-1])\n",
      "plt.grid(True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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kIqJG4xITTVBSUYLPj32OQRsHYWyXsTg97bTRFgHOsRYfcy4u5luNM4LqJSYG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\n/w97mV5ivgnG7QAAAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Image(filename=\"figures/latency.png\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "png": 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o01shNUUhOgr69VWIjGzr5jvk+mk+bYuiKChq2zeuYrZg7Z2DtXcOUSdOwXfT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z4f67uiKGia9vkQCfbCp5rAOhIsGbdlXQWmLtLu3bsTHC4eK5xOJzt37mTDhg14PB5GjBhxRC/A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\nnz/P2LFj+eijj0hPT8dqtZKWlsaRI0cA9xKi3W5nzJgxDBkyhF27dlFUV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UuzYcMGXC4X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\nQgghqpgkWEIIIYQQVez/AdZE8LRIFrtwAAAAAElFTkSuQmCC\n",
       "prompt_number": 7,
       "text": [
        "<IPython.core.display.Image at 0x108244ed0>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "These tests were run on the loopback interface on a fast 8-core machine\n",
      "with 4 engines and slightly tuned non-default config (msgpack for serialization, TaskScheduler.HWM=0).\n",
      "\n",
      "The tests were done with the Python scheduler and pure-zmq scheduler,\n",
      "and with/without an SSH tunnel. We can see that the Python scheduler can\n",
      "do about 800 tasks/sec, while the pure-zmq scheduler gets an extra\n",
      "factor of two, at around 1.5k tasks/sec roundtrip. Purely outgoing - the\n",
      "time before the Client code can go on working, is closer to 4k msgs/sec\n",
      "sent. Using an SSH tunnel does not significantly impact performance, as\n",
      "long as you have a few tasks to line up.\n",
      "\n",
      "Running the same test on a dedicated cluster with up to 128 CPUs shows\n",
      "that IPython does scale reasonably well."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Image(filename=\"figures/latency2.png\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "png": 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9K+nkZDLJbeAaje1kNtXiUp5V9LknJMjB0GKBiAgIC4MKxsffitjYWHrXqwfL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\nEEKIduz/A63GwEZdBt9+AAAAAElFTkSuQmCC\n",
       "prompt_number": 9,
       "text": [
        "<IPython.core.display.Image at 0x10978e050>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Throughput"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Echoing numpy arrays is similar to the latency test, but scaling the\n",
      "array size instead of the number of messages tests the limits when there\n",
      "is data to be transferred."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "def test_throughput(v, n, s):\n",
      "    A = np.random.random(s/8) # doubles are 8B\n",
      "    tic = time.time()\n",
      "    echo = lambda x: x\n",
      "    tic = time.time()\n",
      "    for i in xrange(n):\n",
      "        v.apply_async(echo, A)\n",
      "    toc = time.time()\n",
      "    v.wait()\n",
      "    tac = time.time()\n",
      "    sent = toc-tic\n",
      "    roundtrip = tac-tic\n",
      "    return sent, roundtrip"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "n = 128\n",
      "sizes = np.logspace(7,20,14, base=2)\n",
      "t_sends = []\n",
      "t_roundtrips = []\n",
      "for sz in sizes:\n",
      "    # short rest between tests\n",
      "    time.sleep(1)\n",
      "    s,rt = test_throughput(view, n, int(sz))\n",
      "    s = n/s\n",
      "    rt = n/rt\n",
      "    t_sends.append(s)\n",
      "    t_roundtrips.append(rt)\n",
      "    print \"%8i  %6.1f  %6.1f\" % (sz,s,rt)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "     128  2206.4   896.2\n",
        "     256  2275.6   948.6"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "     512  2183.1   977.7"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "    1024  1924.8   897.9"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "    2048  2025.0   761.7"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "    4096  2143.4   554.7"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "    8192  2129.3   323.6"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   16384  2549.5   147.7"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   32768  2236.0    91.5"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   65536  2704.1    45.5"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  131072  2914.8    22.5"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  262144  2318.0    12.1"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  524288  2992.5     6.1"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        " 1048576  2159.4     3.4"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.title(\"Throughput (%i Messages)\" % n)\n",
      "plt.xlabel(\"msg size (B)\")\n",
      "plt.ylabel(\"Tasks/s\")\n",
      "plt.loglog(sizes, t_sends, '--', label='sent')\n",
      "plt.loglog(sizes, t_roundtrips, '-+', label='roundtrip')\n",
      "plt.ylim(1,1e4)\n",
      "plt.xlim(1e2,1e6)\n",
      "plt.legend(loc=\"lower left\")\n",
      "plt.grid(True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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9j/ewpPcS2JkpfnVjQhoSOnSW1EtDaqG9PkZhZmCGUP9QJM9MRlPDpui4oSPm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\nTkSuQmCC\n"
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Image(filename=\"figures/throughput1.png\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "png": 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tcbU4eXl5LFmyhDFjxnD++efr1wsLC0lLS+Ouu+7i+eef1913tEWeJyP3Z555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MMfZB588DFSUpzRdWLFr34OqWr93w28g0AwCIGASiCg1V0woOIPCIRQWbtOxWoRFHZWMVtE1A4m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\n",
       "prompt_number": 10,
       "text": [
        "<IPython.core.display.Image at 0x10978ef90>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "Note that the dotted lines, which measure the time it took to *send* the\n",
      "arrays is *not* a function of the message size. This is again thanks to\n",
      "pyzmq's non-copying sends. Locally, we can send 100 4MB arrays in ~50\n",
      "ms, and libzmq will take care of actually transmitting the data while we\n",
      "can go on working.\n",
      "\n",
      "Plotting the same data, scaled by message size shows that we are\n",
      "saturating the connection at ~1Gbps with ~10kB messages when using\n",
      "SSH, and ~10Gbps with ~50kB messages when not using SSH."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.title(\"Throughput (%i Messages)\" % n)\n",
      "plt.xlabel(\"msg size (B)\")\n",
      "plt.ylabel(\"Mbps\")\n",
      "sizes, t_sends, t_roundtrips = map(np.array, [sizes, t_sends, t_roundtrips])\n",
      "plt.loglog(sizes, 8e-6*sizes*t_roundtrips, '-+', label='roundtrip')\n",
      "# plt.ylim(1,1e4)\n",
      "plt.xlim(1e2,1e6)\n",
      "plt.legend(loc=\"upper left\")\n",
      "plt.grid(True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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WXFYnn0r+X1eC6sXD0lsP4eHhZnlvVdtWtN6U5fcuu3f+3lZhTTBHPu83l5Wtqyp35S1j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\nIiKT/T+Om+BFRLppfQAAAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Image(filename=\"figures/throughput2.png\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "png": 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GoLZlOJuy1iatmmbfvn0sWLCAwYMHc8kll2jns7OzSUpK4p577uG1117TwnfU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\n71DeaxLtAAAAAElFTkSuQmCC\n",
       "prompt_number": 11,
       "text": [
        "<IPython.core.display.Image at 0x10978e810>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Map"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Another useful test is seeing how fast `view.map` is, for various\n",
      "numbers of tasks and for tasks of varying size.\n",
      "\n",
      "These tests were done on [AWS](http://aws.amazon.com/) extra-large\n",
      "instances with the help of\n",
      "[StarCluster](http://web.mit.edu/stardev/cluster/), so the IO and CPU\n",
      "performance are quite low compared to a physical cluster."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "def test_map(v,dt,n):\n",
      "    ts = [dt]*n\n",
      "    tic = time.time()\n",
      "    amr = v.map_async(time.sleep, ts)\n",
      "    toc = time.time()\n",
      "    amr.get()\n",
      "    tac = time.time()\n",
      "    sent = toc-tic\n",
      "    roundtrip = tac-tic\n",
      "    return sent, roundtrip"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "n = len(rc.ids) * 16\n",
      "for dt in np.logspace(-3,0,7):\n",
      "    time.sleep(0.5)\n",
      "    s,rt = test_map(view, dt, n)\n",
      "    print \"%4ims %5.1f%%\" % (1000*dt, 1600*dt / rt)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   1ms  22.9%\n",
        "   3ms  55.3%"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  10ms  77.5%"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  31ms  91.9%"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        " 100ms  97.2%"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        " 316ms  99.1%"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "1000ms  99.6%"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<img src=\"files/figures/map.png\">\n",
      "\n",
      "This shows runs for jobs ranging from 1 to 128 ms, on 4,31,and 63\n",
      "engines. On this system, millisecond jobs are clearly too small, but by\n",
      "the time individual tasks are \\> 100 ms, IPython overhead is negligible."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}