Serialization tests.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "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": 30,
   "metadata": {},
   "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": 31,
   "metadata": {},
   "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": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "789 ms ± 34.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\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": 33,
   "metadata": {},
   "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": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "181 ms ± 8.71 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\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": 35,
   "metadata": {},
   "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": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "286 ms ± 12.3 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\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": 37,
   "metadata": {},
   "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": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "435 ms ± 12.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\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": 39,
   "metadata": {},
   "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": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "164 ms ± 6.04 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\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": 41,
   "metadata": {},
   "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": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "292 ms ± 15.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "for i in range(NUM_ROUNDS):\n",
    "    for m in messages:\n",
    "        \n",
    "        ubjson.loadb(ubjson.dumpb(m))"
   ]
  }
 ],
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