map_reduce.ipynb

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  "metadata": {
    "colab": {
      "name": "map_reduce.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyNw9JTyrVG/ICwnPAxPWifK",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/anjalysam/Hadoop/blob/master/map_reduce.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KvcQanOy42ns",
        "colab_type": "text"
      },
      "source": [
        "***upload mapper.py and reducer.py***"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "z3zO5z405WRQ",
        "colab_type": "text"
      },
      "source": [
        "#Mapper"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TJfGiDT4tCkX",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 680
        },
        "outputId": "dd7e4f34-534b-4b75-ba6a-d233962a856d"
      },
      "source": [
        "cat mapper.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "# -*- coding: utf-8 -*-\n",
            "\"\"\"reducer.ipynb\n",
            "\n",
            "Automatically generated by Colaboratory.\n",
            "\n",
            "Original file is located at\n",
            "    https://colab.research.google.com/drive/1YzJ-vUsO5VYCyMrfPMow3s2IdxXkyQ0i\n",
            "\"\"\"\n",
            "\n",
            "from operator import itemgetter\n",
            "import sys\n",
            "\n",
            "\n",
            "current_word = None\n",
            "current_count = 0\n",
            "word = None\n",
            "\n",
            "\n",
            "for line in sys.stdin:\n",
            "    line = line.strip()\n",
            "    word, count = line.split('\\t', 1)\n",
            "    try:\n",
            "        count = int(count)\n",
            "    except ValueError:\n",
            "        continue\n",
            "    if current_word == word:\n",
            "      current_count += count\n",
            "    else:\n",
            "      if current_word==word:\n",
            "        print ('%s\\t%s' % (current_word, current_count))\n",
            "        current_count = count\n",
            "        current_word = word\n",
            "\n",
            "# do not forget to output the last word if needed!\n",
            "if current_word == word:\n",
            "  print ('%s\\t%s' % (current_word, current_count))\n",
            "\n",
            "\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Vj8PX0uoEBNQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 850
        },
        "outputId": "80474e5d-5867-4483-ea23-8fd19939c422"
      },
      "source": [
        "cat reducer.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "# -*- coding: utf-8 -*-\n",
            "\"\"\"reducer.ipynb\n",
            "\n",
            "Automatically generated by Colaboratory.\n",
            "\n",
            "Original file is located at\n",
            "    https://colab.research.google.com/drive/1YzJ-vUsO5VYCyMrfPMow3s2IdxXkyQ0i\n",
            "\"\"\"\n",
            "\n",
            "\n",
            "from operator import itemgetter\n",
            "import sys\n",
            "\n",
            "current_word = None\n",
            "current_count = 0\n",
            "word = None\n",
            "\n",
            "# input comes from STDIN\n",
            "for line in sys.stdin:\n",
            "    # remove leading and trailing whitespace\n",
            "    line = line.strip()\n",
            "    line=line.lower()\n",
            "\n",
            "    # parse the input we got from mapper.py\n",
            "    word, count = line.split('\\t', 1)\n",
            "    try:\n",
            "      count = int(count)\n",
            "    except ValueError:\n",
            "      #count was not a number, so silently\n",
            "      #ignore/discard this line\n",
            "      continue\n",
            "\n",
            "    # this IF-switch only works because Hadoop sorts map output\n",
            "    # by key (here: word) before it is passed to the reducer\n",
            "    if current_word == word:\n",
            "        current_count += count\n",
            "    else:\n",
            "        if current_word:\n",
            "            # write result to STDOUT\n",
            "            print ('%s\\t%s' % (current_word, current_count))\n",
            "        current_count = count\n",
            "        current_word = word\n",
            "\n",
            "# do not forget to output the last word if needed!\n",
            "if current_word == word:\n",
            "    print( '%s\\t%s' % (current_word, current_count))\n",
            "\n",
            "\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "74CSxTX3tDMD",
        "colab_type": "text"
      },
      "source": [
        "# Download 20newsgroups dataset available at http://qwone.com/~jason/20Newsgroups."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BqG-ncu0_462",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!wget http://qwone.com/~jason/20Newsgroups/20news-18828.tar.gz\n",
        "\n",
        "!tar -xzvf 20news-18828.tar.gz"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ark866Us6J8c",
        "colab_type": "text"
      },
      "source": [
        "count the words in 20newsgroups using mapper and reducer."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "M1IW3iPJ6Wi4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "779f1ac5-ec6c-4f27-d7e5-da9a8f3646be"
      },
      "source": [
        "!cat /content/20news-18828/*/* | python mapper.py | sort | python reducer.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
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}