{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "messages = [\n",
    "    {'call_id': 1, 'kwargs': {}, 'args': ['sleep', 0.1]},\n",
    "    {'call_id': 1, 't': 'r', 'returned': 'd53b2823d35b471282ab5c8b6c2e4685'},\n",
    "    {'call_id': 2, 'kwargs': {'utc': True}, 'args': ['date', '%d-%m-%Y %H:%M %Z']},\n",
    "    {'call_id': 2, 't': 'r', 'returned': '77da239342e240a0a3078d50019a20a0'},\n",
    "    {'call_id': 1, 'data': {'status': 'started', 'task_id': 'd53b2823d35b471282ab5c8b6c2e4685'}, 't': 'm'},\n",
    "    {'call_id': 2, 'data': {'status': 'started', 'task_id': '77da239342e240a0a3078d50019a20a0'}, 't': 'm'},\n",
    "    {'call_id': 1, 'data': {'status': 'success', 'task_id': 'd53b2823d35b471282ab5c8b6c2e4685', 'result': None, 'duration': 0.12562298774719238}, 't': 'm'},\n",
    "    {'call_id': 2, 'data': {'status': 'success', 'task_id': '77da239342e240a0a3078d50019a20a0', 'result': '27-02-2017 11:46 UTC', 'duration': 0.04673957824707031}, 't': 'm'}\n",
    "    \n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import ujson\n",
    "import msgpack\n",
    "import umsgpack\n",
    "import cbor\n",
    "import ubjson\n",
    "\n",
    "NUM_ROUNDS = 10000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# JSON (standard library)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total length 798\n"
     ]
    }
   ],
   "source": [
    "sz=0\n",
    "for m in messages:\n",
    "    sz+= len(json.dumps(m))\n",
    "print('Total length %d'% sz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 loop, best of 3: 833 ms per loop\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "for i in range(NUM_ROUNDS):\n",
    "    for m in messages:\n",
    "        \n",
    "        json.loads(json.dumps(m))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# JSON (ujson)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total length 798\n"
     ]
    }
   ],
   "source": [
    "sz=0\n",
    "for m in messages:\n",
    "    sz+= len(json.dumps(m))\n",
    "print('Total length %d'% sz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 loop, best of 3: 193 ms per loop\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "for i in range(NUM_ROUNDS):\n",
    "    for m in messages:\n",
    "        \n",
    "        ujson.loads(ujson.dumps(m))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MessagePack (official lib)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total length 591\n"
     ]
    }
   ],
   "source": [
    "sz=0\n",
    "for m in messages:\n",
    "    sz+= len(msgpack.packb(m))\n",
    "print('Total length %d'% sz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 loop, best of 3: 289 ms per loop\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "for i in range(NUM_ROUNDS):\n",
    "    for m in messages:\n",
    "        msgpack.unpackb(msgpack.packb(m))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MessagePack (umsgpack)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total length 585\n"
     ]
    }
   ],
   "source": [
    "sz=0\n",
    "for m in messages:\n",
    "    sz+= len(umsgpack.packb(m))\n",
    "print('Total length %d'% sz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 loop, best of 3: 3.15 s per loop\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "for i in range(NUM_ROUNDS):\n",
    "    for m in messages:\n",
    "        umsgpack.unpackb(umsgpack.packb(m))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CBOR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total length 585\n"
     ]
    }
   ],
   "source": [
    "sz=0\n",
    "for m in messages:\n",
    "    sz+= len(cbor.dumps(m))\n",
    "print('Total length %d'% sz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 loop, best of 3: 163 ms per loop\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "for i in range(NUM_ROUNDS):\n",
    "    for m in messages:\n",
    "        \n",
    "        cbor.loads(cbor.dumps(m))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UBJSON"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total length 668\n"
     ]
    }
   ],
   "source": [
    "sz=0\n",
    "for m in messages:\n",
    "    sz+= len(ubjson.dumpb(m))\n",
    "print('Total length %d'% sz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 loop, best of 3: 2.28 s per loop\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "for i in range(NUM_ROUNDS):\n",
    "    for m in messages:\n",
    "        \n",
    "        ubjson.loadb(ubjson.dumpb(m))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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