docs/tutorial_1/1_beam_introduction.ipynb

{
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  "metadata": {
    "colab": {
      "name": "1_beam_introduction.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F92JfP83EUrU"
      },
      "source": [
        "#Introduction to Apache Beam API\n",
        "\n",
        "This Colab contains interactive exercises which introduces Beam API which are needed for doing Differentially Private (DP) computations. Some exercises are building blocks in DP pipeline computations. This Colab doesn't cover DP concepts, they will be discussed in the next Codelab."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CEZSOxHzEhtH"
      },
      "source": [
        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/OpenMined/PipelineDP/blob/main/docs/tutorial_1/1_beam_introduction.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
        "  </td>\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://github.com/OpenMined/PipelineDP/blob/main/docs/tutorial_1/1_beam_introduction.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
        "  </td>\n",
        "</table>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "A_K6yTNcRVtY"
      },
      "source": [
        "#Usage:\n",
        "1. Click \"Run in Google Colab\" link above\n",
        "2. Make a copy in Drive (File->Save a copy in Drive)\n",
        "3. Run all cells in Setup area\n",
        "4. Enjoy the exercises :)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZoULdE_xyG3j"
      },
      "source": [
        "# Setup\r\n",
        "\r\n",
        "Please run all cells in this section. It will install apache_beam, import all needed libraries, create datafiles and initialize framework for exercises."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XwvmAL_abu6w",
        "cellView": "form"
      },
      "source": [
        "#@title Install apache_beam and download and prepare data of Netflix prize dataset movie view\r\n",
        "!pip install apache-beam[interactive]\r\n",
        "from IPython.display import clear_output\r\n",
        "clear_output()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XNBY1AOQckb6",
        "cellView": "form"
      },
      "source": [
        "#@title Import libraries\r\n",
        "import apache_beam as beam\r\n",
        "import datetime as dt\r\n",
        "import os\r\n",
        "import time\r\n",
        "from dataclasses import dataclass\r\n",
        "import numpy as np\r\n",
        "from apache_beam.runners.portability import fn_api_runner\r\n",
        "import apache_beam.transforms.combiners as combiners"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Pr_G4fvnwB8C",
        "cellView": "form"
      },
      "source": [
        "#@title Set consts\r\n",
        "INFILE = \"movie_views.txt\"\r\n",
        "MOVIE_TITLES_FILE = \"movie_titles.txt\"\r\n",
        "OUTPUT_DIR = \"outputs\"\r\n",
        "OUTFILE = 'outputs/%s'"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YNxGOMsPt42R",
        "cellView": "form"
      },
      "source": [
        "#@title Create data files\r\n",
        "# This is the first 10K lines of Netflix prize dataset. TODO: find a way to download\r\n",
        "ten_k_lines= [\r\n",
        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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " 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        " '1417241,5,2005-05-01\\n353874,1,2005-05-02\\n945083,3,2005-05-05\\n145941,3,2005-05-09\\n905587,2,2005-05-15\\n834612,4,2005-05-16\\n549743,2,2005-05-20\\n2429320,1,2005-05-22\\n2121132,4,2005-05-22\\n2030444,2,2005-05-23\\n2170924,3,2005-05-24\\n918708,2,2005-05-25\\n696709,2,2005-05-26\\n259665,4,2005-05-27\\n2302029,2,2005-06-01\\n1793530,4,2005-06-02\\n2193701,1,2005-06-05\\n989539,4,2005-06-06\\n620310,4,2005-06-09\\n156406,5,2005-06-10\\n1887050,2,2005-06-13\\n562049,3,2005-06-13\\n2625738,5,2005-06-21\\n1390954,2,2005-06-21\\n739277,2,2005-06-25\\n1826944,3,2005-06-29\\n2164063,5,2005-06-30\\n2303843,1,2005-07-01\\n1748702,5,2005-07-03\\n2299624,5,2005-09-14\\n2429768,5,2005-09-19\\n539062,2,2005-09-27\\n36212,4,2005-10-11\\n91613,4,2005-10-17\\n2282317,5,2005-10-27\\n1821640,3,2005-11-01\\n1914939,4,2005-11-25\\n2444455,4,2005-11-28\\n2237381,2,2005-11-29\\n2270634,4,2005-12-01\\n1688256,5,2005-12-08\\n2027969,3,2005-07-13\\n2416942,2,2005-07-17\\n846622,1,2005-07-22\\n104457,3,2005-07-25\\n494826,5,2005-07-26\\n904558,3,2005-07-31\\n2145194,3,2005-08-05\\n1541104,2,2005-08-17\\n766872,2,2005-08-21\\n2247628,2,2005-09-05\\n209610,4,2004-09-21\\n780579,4,2005-03-18\\n2601606,3,2005-03-19\\n796854,3,2005-03-20\\n1070584,5,2005-03-23\\n821629,3,2005-03-26\\n2615444,3,2005-03-28\\n556369,3,2005-03-29\\n492341,5,2005-04-03\\n1114349,5,2005-04-04\\n715245,3,2005-04-05\\n384710,3,2005-04-06\\n1778729,3,2005-04-08\\n1703742,3,2005-04-10\\n2068582,5,2005-04-12\\n2010750,4,2005-04-14\\n2156835,4,2005-04-15\\n277837,1,2005-04-20\\n861329,5,2005-04-26\\n544818,3,2005-04-26\\n1307150,1,2005-04-27\\n1589111,2,2005-04-28\\n2095697,1,2005-05-02\\n2097186,3,2005-05-02\\n1372143,1,2005-05-02\\n1530021,3,2005-05-03\\n1628290,5,2005-05-03\\n965531,4,2005-05-04\\n1326128,1,2005-05-12\\n2384817,1,2005-05-18\\n986470,1,2005-05-22\\n200677,4,2005-05-24\\n1733777,4,2005-05-25\\n2092470,2,2005-05-27\\n1253401,4,2005-05-31\\n1378520,3,2005-06-06\\n911516,4,2005-06-06\\n225047,2,2005-06-06\\n2337351,2,2005-06-09\\n1791461,3,2005-06-13\\n281340,3,2005-06-16\\n2576911,4,2005-06-17\\n732422,3,2005-06-22\\n2439733,3,2005-07-03\\n1462537,1,2005-09-23\\n2100269,2,2005-09-28\\n688132,3,2005-10-04\\n982790,3,2005-10-29\\n1201509,2,2005-11-07\\n508227,2,2005-11-08\\n1651852,4,2005-11-13\\n1705492,5,2005-11-13\\n612143,5,2005-11-19\\n2257370,5,2005-11-19\\n73989,4,2005-11-20\\n2637612,4,2005-11-25\\n792808,4,2005-12-05\\n3522,2,2005-12-13\\n1649533,4,2005-07-05\\n2227161,1,2005-07-08\\n2338727,4,2005-07-11\\n1819279,4,2005-07-11\\n113283,4,2005-07-12\\n1625190,4,2005-07-17\\n178534,5,2005-07-20\\n240816,5,2005-05-05\\n2581506,3,2005-07-31\\n224128,5,2005-08-05\\n596255,1,2005-08-12\\n2128766,3,2005-08-16\\n1710007,5,2005-08-17\\n712782,1,2005-08-22\\n748090,4,2005-08-26\\n2069638,4,2005-09-02\\n401748,5,2005-09-07\\n2084509,5,2004-09-23\\n320540,4,2005-03-20\\n2627800,3,2005-03-21\\n1708403,3,2005-03-21\\n1828803,4,2005-03-23\\n2347551,4,2005-03-24\\n2077435,4,2005-04-06\\n1936110,4,2005-04-04\\n105916,2,2005-04-01\\n387660,5,2005-04-02\\n1892119,5,2005-04-06\\n534141,5,2005-04-11\\n464078,2,2005-04-14\\n165146,2,2005-04-17\\n531780,5,2005-04-17\\n1472281,3,2005-04-18\\n581649,1,2005-04-19\\n1068610,4,2005-04-19\\n153531,5,2005-04-19\\n1102855,3,2005-04-21\\n2430483,5,2005-04-25\\n70911,3,2005-04-26\\n673918,5,2005-04-28\\n1262327,3,2005-04-29\\n816856,5,2005-04-30\\n1496849,3,2005-04-30\\n2557243,2,2005-05-02\\n1225237,1,2005-05-03\\n330058,1,2005-05-08\\n2615679,1,2005-11-01\\n32579,5,2005-05-10\\n820559,2,2005-05-12\\n889014,2,2005-05-12\\n1913529,4,2005-05-12\\n1041943,4,2005-05-16\\n496770,4,2005-05-16\\n39117,2,2005-05-20\\n1076473,5,2005-05-20\\n771921,1,2005-05-22\\n2274538,4,2005-05-25\\n138490,4,2005-05-27\\n394181,3,2005-05-31\\n2065585,4,2005-05-31\\n355350,2,2005-06-04\\n2523024,2,2005-06-05\\n2072838,3,2005-06-08\\n1807535,2,2005-06-12\\n42147,4,2005-06-14\\n345548,4,2005-06-14\\n1893106,1,2005-06-15\\n1636021,4,2005-06-16\\n1418115,1,2005-06-17\\n1250231,3,2005-06-21\\n1120721,2,2005-06-28\\n2486584,4,2005-07-03\\n1871013,3,2005-07-03\\n1681810,3,2005-10-12\\n1646435,1,2005-10-18\\n1731876,3,2005-10-19\\n979353,5,2005-10-19\\n1757328,1,2005-10-24\\n1713651,3,2005-10-30\\n2102040,3,2005-11-07\\n957960,4,2005-11-17\\n932168,3,2005-12-06\\n1769901,3,2005-12-07\\n353739,1,2005-12-12\\n152946,5,2005-12-30\\n2156554,5,2005-07-06\\n1251028,3,2005-07-08\\n1558023,1,2005-07-12\\n1187217,3,2005-07-12\\n757375,3,2005-07-12\\n503445,2,2005-07-15\\n2160527,1,2005-07-17\\n2570044,4,2005-07-18\\n2597080,1,2005-07-22\\n2217698,5,2005-07-23\\n243773,1,2005-08-04\\n2595527,5,2005-08-06\\n2517159,4,2005-08-08\\n860642,1,2005-08-12\\n1228188,4,2005-08-17\\n2551557,3,2005-08-20\\n1775595,1,2005-08-29\\n802452,1,2005-08-30\\n592134,4,2005-08-31\\n595778,3,2005-09-02\\n280287,4,2005-09-07\\n2019679,5,2004-11-30\\n155279,3,2005-03-23\\n1448369,4,2005-03-21\\n1267292,2,2005-03-22\\n2068865,4,2005-03-23\\n901402,4,2005-03-23\\n1811844,4,2005-03-23\\n1581917,2,2005-03-23\\n1938298,1,2005-03-24\\n1051988,3,2005-03-24\\n2437738,5,2005-03-27\\n1589270,1,2005-03-28\\n2647026,5,2005-03-28\\n2107192,4,2005-03-28\\n62361,4,2005-03-31\\n1406633,4,2005-04-04\\n56769,1,2005-04-04\\n2173344,4,2005-04-07\\n2208132,1,2005-04-07\\n482082,5,2005-04-12\\n1111021,3,2005-04-12\\n1105029,2,2005-04-12\\n562544,4,2005-04-14\\n22696,3,2005-04-15\\n259861,5,2005-04-19\\n1055250,3,2005-04-19\\n1779247,5,2005-04-19\\n1785406,3,2005-04-22\\n2451907,3,2005-04-23\\n1794722,2,2005-04-23\\n2325330,4,2005-04-25\\n141309,3,2005-04-26\\n1467058,4,2005-04-26\\n1913519,3,2005-04-26\\n1498250,4,2005-04-26\\n369625,2,2005-05-02\\n1342808,4,2005-05-02\\n2632574,3,2005-05-04\\n755557,3,2005-05-06\\n1573912,3,2005-05-10\\n2058571,3,2005-05-11\\n1358799,3,2005-05-11\\n107342,4,2005-05-13\\n2010666,3,2005-05-13\\n1615638,4,2005-05-15\\n479920,5,2005-05-23\\n1109293,2,2005-05-19\\n382673,1,2005-05-21\\n2409427,4,2005-05-27\\n2545927,4,2005-06-03\\n530137,4,2005-06-04\\n1724345,3,2005-06-05\\n2217238,3,2005-06-06\\n811823,2,2005-06-06\\n1389091,3,2005-06-15\\n1265740,2,2005-06-22\\n1974577,4,2005-06-25\\n2232489,1,2005-06-27\\n1280119,4,2005-06-29\\n951049,2,2005-07-01\\n457058,4,2005-09-09\\n336680,5,2005-09-09\\n1701245,2,2005-09-26\\n17510,5,2005-09-28\\n2385239,3,2005-09-30\\n1087141,1,2005-10-19\\n1346995,2,2005-10-26\\n1431924,5,2005-10-29\\n811073,3,2005-11-04\\n2532276,2,2005-12-25\\n433636,5,2005-07-07\\n1492069,4,2005-07-12\\n1179916,1,2005-07-13\\n1856309,4,2005-07-14\\n2487480,3,2005-08-08\\n2636296,5,2005-08-15\\n2208723,3,2005-08-24\\n692144,2,2005-08-25\\n446706,1,2005-08-26\\n965447,3,2005-08-26\\n1796166,5,2005-01-29\\n1784256,4,2005-03-18\\n1213124,1,2005-03-21\\n189397,3,2005-03-21\\n1721709,3,2005-03-23\\n1257703,5,2005-03-25\\n1114552,2,2005-03-28\\n1756027,2,2005-04-06\\n1290092,3,2005-04-11\\n2377499,4,2005-04-12\\n381608,4,2005-04-14\\n315512,5,2005-04-16\\n1797234,5,2005-04-19\\n1732375,2,2005-04-19\\n1808582,5,2005-05-18\\n225648,3,2005-04-22\\n2115651,2,2005-04-27\\n879221,3,2005-05-02\\n2634195,3,2005-05-08\\n553636,3,2005-05-08\\n634216,3,2005-05-12\\n1586693,5,2005-05-15\\n1542686,2,2005-05-15\\n1770324,5,2005-05-15\\n374348,5,2005-05-17\\n1291962,3,2005-05-20\\n1432530,2,2005-05-24\\n2276431,3,2005-06-01\\n1929283,5,2005-06-01\\n823596,2,2005-06-10\\n2155818,1,2005-06-11\\n547684,5,2005-06-13\\n1605264,1,2005-06-18\\n1868998,3,2005-06-20\\n1706491,3,2005-06-24\\n2597636,2,2005-06-29\\n2613973,5,2005-06-30\\n1705697,2,2005-07-01\\n184178,4,2005-09-05\\n1670742,5,2005-09-08\\n73204,2,2005-09-13\\n1803105,2,2005-09-13\\n2267534,3,2005-09-15\\n1464163,1,2005-09-27\\n2597173,4,2005-09-29\\n2529835,4,2005-10-04\\n1939582,3,2005-10-07\\n1742993,2,2005-10-17\\n987214,2,2005-10-21\\n1992224,4,2005-10-31\\n2290335,4,2005-12-12\\n2240295,3,2005-07-10\\n2322418,5,2005-07-12\\n538274,2,2005-07-15\\n942951,1,2005-07-17\\n2465670,3,2005-07-18\\n2474409,4,2005-07-18\\n2585108,1,2005-07-18\\n71649,4,2005-07-19\\n2241385,4,2005-07-22\\n2395394,5,2005-08-15\\n33066,3,2005-08-16\\n1005654,4,2005-08-16\\n2204979,3,2005-08-22\\n2242464,3,2005-08-22\\n622054,3,2005-08-25\\n1148958,2,2005-08-28\\n30021,5,2005-09-05\\n291519,4,2005-03-18\\n364749,1,2005-03-21\\n687574,3,2005-03-21\\n931316,2,2005-03-21\\n2014274,4,2005-03-23\\n87033,5,2005-03-28\\n590461,1,2005-03-29\\n2526842,5,2005-04-02\\n2386622,1,2005-04-02\\n2071601,4,2005-04-02\\n2141290,1,2005-04-02\\n200261,2,2005-04-04\\n888192,3,2005-04-05\\n1028116,2,2005-04-12\\n2092541,3,2005-04-14\\n1676270,4,2005-04-14\\n1593373,4,2005-04-19\\n1260894,3,2005-04-20\\n1318762,3,2005-04-24\\n179199,5,2005-04-25\\n1197904,3,2005-04-26\\n1028140,5,2005-04-28\\n1520710,1,2005-04-28\\n2227664,4,2005-05-02\\n1019131,3,2005-05-02\\n1274813,2,2005-05-05\\n218030,4,2005-05-05\\n1538659,3,2005-05-07\\n2602667,4,2005-05-08\\n86538,5,2005-05-09\\n173474,5,2005-05-09\\n809074,4,2005-05-09\\n2142408,1,2005-05-10\\n2231367,3,2005-05-10\\n1304395,4,2005-05-10\\n1468830,3,2005-05-13\\n1369078,1,2005-05-15']\r\n",
        "\r\n",
        "ten_k_lines = \"\\n\".join(ten_k_lines)\r\n",
        "\r\n",
        "with open(INFILE, 'w') as out:\r\n",
        "  out.write(ten_k_lines)\r\n",
        "\r\n",
        "movie_titles_10_lines = \"1,2003,Dinosaur Planet\\n2,2004,Isle of Man TT 2004 Review\\n3,1997,Character\\n4,1994,Paula Abdul's Get Up & Dance\\n5,2004,The Rise and Fall of ECW\\n6,1997,Sick\\n7,1992,8 Man\\n8,2004,What the #$*! Do We Know!?\\n9,1991,Class of Nuke 'Em High 2\\n10,2001,Fighter\"\r\n",
        "with open(MOVIE_TITLES_FILE, 'w') as out:\r\n",
        "  out.write(movie_titles_10_lines)\r\n",
        "\r\n",
        "!mkdir outputs"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "cellView": "form",
        "id": "TIf2kpomxL9E"
      },
      "source": [
        "#@title The framework for running exercises\r\n",
        "# 1.Reading and parsing movie views\r\n",
        "# 2.Running user provided transformations on Beam pipeline\r\n",
        "# 3.Writing result\r\n",
        "\r\n",
        "@dataclass\r\n",
        "class MovieView:\r\n",
        "  user_id: int\r\n",
        "  movie_id: int\r\n",
        "  rating: int\r\n",
        "  date: dt.datetime\r\n",
        "\r\n",
        "class ParseMovieViewsFile(beam.DoFn):\r\n",
        "  def __init__(self):\r\n",
        "    self.movie_id = -1\r\n",
        "\r\n",
        "  def process(self, line: str):\r\n",
        "    if line[-1] == ':':\r\n",
        "      self.movie_id = int(line[:-1])\r\n",
        "      return []\r\n",
        "    spl = line.split(',')\r\n",
        "    user_id = int(spl[0])\r\n",
        "    rating = int(spl[1])\r\n",
        "    date = dt.datetime.strptime(spl[2], '%Y-%m-%d')\r\n",
        "    yield MovieView(user_id, self.movie_id, rating, date)\r\n",
        "\r\n",
        "\r\n",
        "def read_file(pipeline, in_file):\r\n",
        "  return pipeline | beam.io.ReadFromText(in_file) | beam.ParDo(ParseMovieViewsFile())\r\n",
        "\r\n",
        "\r\n",
        "def run_pipeline(pipeline_fn):\r\n",
        "  start_time = time.time()\r\n",
        "  runner = fn_api_runner.FnApiRunner()\r\n",
        "  fn_name = pipeline_fn.__name__\r\n",
        "  outfile = OUTFILE % fn_name\r\n",
        "  with beam.Pipeline(runner=runner) as pipeline:\r\n",
        "    input_data = read_file(pipeline, INFILE)\r\n",
        "    pipeline_fn(input_data) | \"Write result\" >> beam.io.WriteToText(outfile, shard_name_template='')\r\n",
        "  # print(f\"Elapsed time in {fn_name} is {time.time() - start_time}\")\r\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DuPWswzQyBF0"
      },
      "source": [
        "#Exercises\r\n",
        "\r\n",
        "Each exercise it to write an Apache Beam pipeline, which does some transformations on a part of Netflix prize dataset data (the first 10K lines). \r\n",
        "\r\n",
        "The completion of the exercises requires **additional research** on usage of Beam API with a search engine or looking at the offcial API reference https://beam.apache.org/documentation/sdks/python/, \r\n",
        "\r\n",
        "Let's start by looking at first lines of the dataset. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0878_11KzO2z",
        "outputId": "f43f5e0a-e620-4c36-ae85-eb0cec5cec13"
      },
      "source": [
        "# There are 2 types of lines '<movie_id>:' and '<user_id>, <rating>, <date>'. \r\n",
        "# '<movie_id>:' says that the following views have movie ids <movie_id>\r\n",
        "# Rating is in 1..5\r\n",
        "!head -5 movie_views.txt"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1:\n",
            "1488844,3,2005-09-06\n",
            "822109,5,2005-05-13\n",
            "885013,4,2005-10-19\n",
            "30878,4,2005-12-26\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_BPomLO8zy4t"
      },
      "source": [
        "The exercise framework function **run_pipeline** executes a user defined pipeline function.\r\n",
        "The output of the pipeline is written in a file 'content/outputs/(pipeline_fn name)'.\r\n",
        "\r\n",
        "Each exercise has a solution. \r\n",
        "\r\n",
        "The exercises don't assume prior knowledge of Apache Beam. This Colab shows basically all Beam API which is needed for working on Privacy Beam. It assumes that neccassary API is searched on the Internet.\r\n",
        "\r\n",
        "In all exercises elements of the input collection are MovieView objects:\r\n",
        "\r\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "roTQbs_cEUnZ"
      },
      "source": [
        "@dataclass\n",
        "class MovieView:\n",
        "  user_id: int\n",
        "  movie_id: int\n",
        "  rating: int\n",
        "  date: dt.datetime"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MhPG9AAiFGns"
      },
      "source": [
        "Let's start with an example: the goal is to write a pipeline function for computing number of records in the dataset. The example code is in the following code cell:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IsZ2pz__Ajiz"
      },
      "source": [
        "# Number of records in the dataset\r\n",
        "\r\n",
        "# The exercise framework calls this funciton with |views| representing all MovieViews in the dataset.\r\n",
        "# |views| has type PCollection, which is a parrallel collection.\r\n",
        "# Beam pipelines consist of applying PTransforms (i.e. parallel transformations) on PCollections\r\n",
        "def count_all_views(views): \r\n",
        "   # This is an example of applying PTransform\r\n",
        "   # Beam uses | (pipe) syntax:\r\n",
        "   # new_p_collection = p_collection | \"Optional comment\" >> PTransform\r\n",
        "  return views | \"Count all views\" >> combiners.Count.Globally()\r\n",
        "\r\n",
        "run_pipeline(count_all_views)  # the framework function, it reads/parses data, runs count_all_views and write results to \"outputs/count_all_views\"\r\n",
        "\r\n",
        "print(\"\\nFirst lines of the output file:\")\r\n",
        "!head -1 \"outputs/count_all_views\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qJN_Icn2DDAi"
      },
      "source": [
        "##Exercise 1\r\n",
        "\r\n",
        "Write a pipeline function for computing distinct movies IDs in the dataset\r\n",
        "\r\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9aSeuIrMD6-z"
      },
      "source": [
        "def distinct_movies_ids(views):\r\n",
        "  # TODO: write your code here\r\n",
        "\r\n",
        "run_pipeline(distinct_movies_ids)\r\n",
        "\r\n",
        "print(\"\\Content of the output file:\")\r\n",
        "!cat \"outputs/distinct_movies_ids\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Sl4XO84sEJZy",
        "cellView": "form"
      },
      "source": [
        "#@title Hint (double click to open)\r\n",
        "# Search for beam.Map and beam.Distinct"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XtyCCoHJDCUr",
        "cellView": "form"
      },
      "source": [
        "#@title Solution (click on the arrow button to run, double click to open)\r\n",
        "def distinct_movies_ids(views):\r\n",
        "  movie_ids = views | beam.Map(lambda mv: mv.movie_id)\r\n",
        "  return movie_ids | beam.Distinct()\r\n",
        "\r\n",
        "run_pipeline(distinct_movies_ids)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!cat \"outputs/distinct_movies_ids\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BnAQT1kzEfmL"
      },
      "source": [
        "## Exercise 2\r\n",
        "\r\n",
        "Write a pipeline function for computing the **number** of distinct movies ids in the dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5jqgHgbfE1CD"
      },
      "source": [
        "def number_distinct_movies_ids(views):\r\n",
        "  # TODO: write your code here\r\n",
        "  # Hint: you can use the function from the previous exercise\r\n",
        "\r\n",
        "run_pipeline(number_distinct_movies_ids)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!cat \"outputs/number_distinct_movies_ids\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KVJ1EqOMFaWj",
        "cellView": "form"
      },
      "source": [
        "#@title Solution (click on the arrow button to run, double click to open)\r\n",
        "def number_distinct_movies_ids(views):\r\n",
        "  return distinct_movies_ids(views) | combiners.Count.Globally()\r\n",
        "\r\n",
        "run_pipeline(number_distinct_movies_ids)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!cat \"outputs/number_distinct_movies_ids\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eEg0IdtM-USW"
      },
      "source": [
        "## Exercise 3\r\n",
        "\r\n",
        "Write a pipeline which computes the number of views per movie i.e. it outputsPCollection (movie_id, number of views)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5F4sUYId-tKk"
      },
      "source": [
        "def views_count_per_movie(views):\r\n",
        "   # TODO: write your code\r\n",
        "\r\n",
        "run_pipeline(views_count_per_movie)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!cat \"outputs/views_count_per_movie\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vjfFjkVm_s5_",
        "cellView": "form"
      },
      "source": [
        "#@title Hint (double click to open)\r\n",
        "# Search for beam combiners"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f5dIxHKt-u-d",
        "cellView": "form"
      },
      "source": [
        "#@title Solution\r\n",
        "def views_count_per_movie(views):\r\n",
        "  movie_ids = views | beam.Map(lambda mv: mv.movie_id)\r\n",
        "  return movie_ids | \"Count movies\" >> combiners.Count.PerElement()\r\n",
        "\r\n",
        "run_pipeline(views_count_per_movie)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!cat \"outputs/views_count_per_movie\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Gizp5nvB_P_X"
      },
      "source": [
        "## Exercise 4\r\n",
        "\r\n",
        "Write a pipeline which computes the average rating per movie, i.e. it outputs PCollection (movie_id, average rating)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9ZP12hCn_1Pu"
      },
      "source": [
        "def mean_rating_per_movie(views):\r\n",
        "  # TODO: write your code here\r\n",
        "\r\n",
        "run_pipeline(mean_rating_per_movie)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!cat \"outputs/mean_rating_per_movie\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iZUtNUwg_wfm",
        "cellView": "form"
      },
      "source": [
        "#@title Solution\r\n",
        "\r\n",
        "def mean_rating_per_movie(views):\r\n",
        "  # 2 element tuples then tuples are treated as (key, value) in PCollections\r\n",
        "  movie_rating = views | beam.Map(lambda mv: (mv.movie_id, mv.rating))\r\n",
        "  return movie_rating | combiners.Mean.PerKey()\r\n",
        "\r\n",
        "run_pipeline(mean_rating_per_movie)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!cat \"outputs/mean_rating_per_movie\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6Rahkq8mAoyk"
      },
      "source": [
        "## Exercise 5\r\n",
        "\r\n",
        "Write a pipeline which bounds number of views per user by |max_views|, it outputs PCollection(MovieView), such that for each user_id there are not more than |max_views| records."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SU5CKbs9BT_3"
      },
      "source": [
        "def bound_number_of_views_per_user(views, max_views=2):\r\n",
        "  # TODO: write your code here\r\n",
        "\r\n",
        "run_pipeline(bound_number_of_views_per_user)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!head -5 \"outputs/bound_number_of_views_per_user\"\r\n",
        "\r\n",
        "print(\"\\nNumber of lines (the correct number is 9930 for max_views=2):\")\r\n",
        "!wc -l \"outputs/bound_number_of_views_per_user\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g8E6o2PgCpOH",
        "cellView": "form"
      },
      "source": [
        "#@title Hint\r\n",
        "# Search for combiners.Sample and beam.FlatMap"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A4HuEH_lA5y2",
        "cellView": "form"
      },
      "source": [
        "#@title Solution\r\n",
        "def bound_number_of_views_per_user(views,\r\n",
        "                                   max_views=2):\r\n",
        "  user_view = views | beam.Map(lambda mv: (mv.user_id, mv))\r\n",
        "  # user_id -> list of MovieView\r\n",
        "  user_bounded_views = user_view | combiners.Sample.FixedSizePerKey(max_views)\r\n",
        "  bounded_views = user_bounded_views | \"Remove keys\" >> beam.Values()\r\n",
        "  return bounded_views | \"Unnest lists\" >> beam.FlatMap(lambda x: x)\r\n",
        "\r\n",
        "run_pipeline(bound_number_of_views_per_user)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!head -5 \"outputs/bound_number_of_views_per_user\"\r\n",
        "print(\"\\nNumber of lines:\")\r\n",
        "!wc -l \"outputs/bound_number_of_views_per_user\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EgNEnrKeHZUo"
      },
      "source": [
        "## Exercise 6\r\n",
        "Write a pipeline which computes rating histogram per movie, i.e. \r\n",
        "it outputs PCollection((movie_id, histogram_tuple)), where histogram_tuple is \r\n",
        "the 5 elements tuple, which contains the number of views with corresponding rating.\r\n",
        "\r\n",
        "This exercise is for learning how to create custom combiners (look for beam.CombineFn).\r\n",
        "\r\n",
        "Note: this exercise is bigger than previous ones."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QmaNHtd5G1Xg"
      },
      "source": [
        "def movie_rating_histogram(views):\r\n",
        "   # TODO: write your code here\r\n",
        "\r\n",
        "run_pipeline(movie_rating_histogram)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!head -10 \"outputs/movie_rating_histogram\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lEZNOSX3C-xx",
        "cellView": "form"
      },
      "source": [
        "#@title Solution\r\n",
        "class SumTuplesCombiner(beam.CombineFn):\r\n",
        "  def __init__(self, ndim):\r\n",
        "    self.ndim = ndim\r\n",
        "\r\n",
        "  def create_accumulator(self):\r\n",
        "    return [0] * self.ndim\r\n",
        "\r\n",
        "  def add_input(self, accumulator, element):\r\n",
        "    for i, b in enumerate(element):\r\n",
        "      accumulator[i] += b\r\n",
        "    return accumulator\r\n",
        "\r\n",
        "  def merge_accumulators(self, accumulators):\r\n",
        "    res = self.create_accumulator()\r\n",
        "    for a in accumulators:\r\n",
        "      self.add_input(res, a)\r\n",
        "    return res\r\n",
        "\r\n",
        "  def extract_output(self, accumulator):\r\n",
        "    return accumulator\r\n",
        "\r\n",
        "def movie_rating_histogram(views):\r\n",
        "  def one_hot(rating):\r\n",
        "    return (rating == 1, rating == 2, rating == 3, rating == 4, rating == 5)\r\n",
        "\r\n",
        "  movie_rating_vector = views | beam.Map(lambda mv: (mv.movie_id, one_hot(mv.rating)))\r\n",
        "  return movie_rating_vector | beam.CombinePerKey(SumTuplesCombiner(ndim=5))\r\n",
        "\r\n",
        "run_pipeline(movie_rating_histogram)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!head -10 \"outputs/movie_rating_histogram\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yTCuMUNMHcVw"
      },
      "source": [
        "##Exercise 7\r\n",
        "\r\n",
        "This exercise has 2 parts, the first one is about reading from files, the second is about using join.\r\n",
        "\r\n",
        "In this exercise we will work with MovieTitle. The next code cell contains data class definition and code for parsing MovieTitle from string.\r\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZoBYRKkZIbLx"
      },
      "source": [
        "# MovieTitle class and parsing of Movie titles\r\n",
        "\r\n",
        "@dataclass\r\n",
        "class MovieTitle:\r\n",
        "  movie_id: int\r\n",
        "  year: int\r\n",
        "  name: str\r\n",
        "\r\n",
        "def parse_movie_title(line):\r\n",
        "  if line.strip() == \"\": return []\r\n",
        "  spl = line.split(',')\r\n",
        "  movie_id = int(spl[0])\r\n",
        "  year = -1 if spl[1] == \"NULL\" else int(spl[1])\r\n",
        "  title = spl[2]\r\n",
        "  return MovieTitle(movie_id, year, title)\r\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pJit3uvPKiKa"
      },
      "source": [
        "### Exercise 7a\r\n",
        "Read and parse a movie titles file and output movie names. It should output PCollection(str).\r\n",
        "\r\n",
        "There is MOVIE_TITLES_FILE const with the path for the file. \r\n",
        "\r\n",
        "Hint: use MovieTitle and parse_movie_title from the previous cell."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Aw1p74fuNrhy"
      },
      "source": [
        "def read_movie_names(_):  # _ is acctually PCollection of views, because the framework supports only views\r\n",
        "  pipeline = _.pipeline  # a pipeline object is needed as \"input\" for reading operation \r\n",
        "   # TODO: write your code here\r\n",
        "\r\n",
        "run_pipeline(read_movie_names)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!head -10 \"outputs/read_movie_names\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pFwELflRJNjy",
        "cellView": "form"
      },
      "source": [
        "#@title Solution\r\n",
        "def read_movie_names(_):\r\n",
        "  pipeline = _.pipeline\r\n",
        "  return (pipeline \r\n",
        "            | \"Read movie titles\" >> beam.io.ReadFromText(MOVIE_TITLES_FILE)\r\n",
        "            | \"Parse \">> beam.Map(parse_movie_title) \r\n",
        "            | \"Extract name\">> beam.Map(lambda title: title.name))\r\n",
        "\r\n",
        "run_pipeline(read_movie_names)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!head -10 \"outputs/read_movie_names\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kMhqdn4qN9bK"
      },
      "source": [
        "### Exercise 7b\r\n",
        "\r\n",
        "This part of the exercise is for learning of using join (which is called CoGroupByKey in Beam).\r\n",
        "\r\n",
        "Output PCollection((movie_name, number of views)), only for movies with views.\r\n",
        "\r\n",
        "Hint: reuse the function for number of views per movie from Exercise 3"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mm43i16yPKfy"
      },
      "source": [
        "def movie_name_count_views(views):\r\n",
        "  # TODO: 1. reading movie titles similar to 7a\r\n",
        "\r\n",
        "  # TODO: 2. compute movie_id_counts\r\n",
        "\r\n",
        "  # TODO: 3. join 1 and 2 (search for CoGroupByKey)\r\n",
        "\r\n",
        "run_pipeline(movie_name_count_views)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!head -10 \"outputs/movie_name_count_views\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VNzLCwawObWh",
        "cellView": "form"
      },
      "source": [
        "#@title Solution\r\n",
        "def movie_name_count_views(views):\r\n",
        "  movie_id_count = views_count_per_movie(views)\r\n",
        "  pipeline = views.pipeline\r\n",
        "  movie_titles = (pipeline \r\n",
        "            | \"Read movie titles\" >> beam.io.ReadFromText(MOVIE_TITLES_FILE)\r\n",
        "            | \"Parse \">> beam.Map(parse_movie_title)) \r\n",
        "\r\n",
        "  movie_id_title = movie_titles | \"To (movie_id, title)\" >> beam.Map(lambda t: (t.movie_id, t))\r\n",
        "\r\n",
        "  # Join movie_id_count and movie_id_title\r\n",
        "  COUNT_KEY = 0\r\n",
        "  TITLES_KEY = 1\r\n",
        "  # Element Format: (movie_id, {COUNT_KEY: [], TITLES_KEY: []})\r\n",
        "  join_res = {COUNT_KEY: movie_id_count, TITLES_KEY: movie_id_title} | beam.CoGroupByKey()\r\n",
        "\r\n",
        "  def process_join(movie_id_dict):\r\n",
        "    if len(movie_id_dict[1][COUNT_KEY]) == 0: return [] # no views of this movie. It happens because only part of the views dataset is processed.\r\n",
        "    yield (movie_id_dict[1][TITLES_KEY][0].name, movie_id_dict[1][COUNT_KEY][0])\r\n",
        "\r\n",
        "  return join_res | beam.ParDo(process_join)\r\n",
        "\r\n",
        "run_pipeline(movie_name_count_views)\r\n",
        "\r\n",
        "print(\"\\nContent of the output file:\")\r\n",
        "!head -10 \"outputs/movie_name_count_views\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xTauFvnvlF1c"
      },
      "source": [
        "##Next\n",
        "The next [colab](https://github.com/OpenMined/PipelineDP/blob/main/docs/tutorial_1/2_beam_laplace_mechansim.ipynb) introduces Laplace mechanism and how to use it."
      ]
    }
  ]
}