{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import mmap\n",
    "import os\n",
    "import struct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%load_ext memory_profiler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def mmap_and(f, fn):\n",
    "    try:\n",
    "        fd = os.open(f, os.O_RDONLY)\n",
    "        with mmap.mmap(fd, 0, prot=mmap.MAP_SHARED) as m:\n",
    "            return fn(m)\n",
    "    finally:\n",
    "        os.close(fd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_value(m):\n",
    "    return struct.unpack('b', struct.pack('B', m[8]))[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def slice_(m):\n",
    "    return struct.unpack('b', struct.pack('B', m[1:][7]))[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def slice_cast(m):\n",
    "    return memoryview(m[1:]).cast('b')[7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def mview_slice(m):\n",
    "    with memoryview(m) as mv:\n",
    "        return mv[1:].cast('b')[7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "size 2086114280\n"
     ]
    }
   ],
   "source": [
    "f = '20140728.json.xz'\n",
    "print('size', os.stat(f).st_size)\n",
    "assert mmap_and(f, get_value) == mmap_and(f, slice_) == mmap_and(f, slice_cast) == mmap_and(f, mview_slice)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "peak memory: 35.02 MiB, increment: 0.30 MiB\n",
      "peak memory: 35.04 MiB, increment: 0.01 MiB\n",
      "peak memory: 3860.70 MiB, increment: 3825.66 MiB\n",
      "peak memory: 3863.97 MiB, increment: 3828.93 MiB\n",
      "peak memory: 35.04 MiB, increment: 0.00 MiB\n"
     ]
    }
   ],
   "source": [
    "%memit mmap_and(f, lambda x: None)\n",
    "%memit mmap_and(f, get_value)\n",
    "%memit mmap_and(f, slice_)\n",
    "%memit mmap_and(f, slice_cast)\n",
    "%memit mmap_and(f, mview_slice)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The slowest run took 18.19 times longer than the fastest. This could mean that an intermediate result is being cached \n",
      "100000 loops, best of 3: 15.4 µs per loop\n"
     ]
    }
   ],
   "source": [
    "%timeit mmap_and(f, lambda x: None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The slowest run took 10.44 times longer than the fastest. This could mean that an intermediate result is being cached \n",
      "10000 loops, best of 3: 27.9 µs per loop\n"
     ]
    }
   ],
   "source": [
    "%timeit mmap_and(f, get_value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 loops, best of 3: 1.36 s per loop\n"
     ]
    }
   ],
   "source": [
    "%timeit mmap_and(f, slice_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 loops, best of 3: 1.36 s per loop\n"
     ]
    }
   ],
   "source": [
    "%timeit mmap_and(f, slice_cast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The slowest run took 5.40 times longer than the fastest. This could mean that an intermediate result is being cached \n",
      "10000 loops, best of 3: 29.6 µs per loop\n"
     ]
    }
   ],
   "source": [
    "%timeit mmap_and(f, mview_slice)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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