大數(shù)據(jù)基礎入門

1、大數(shù)據(jù)基礎入門飛 谷 云2016年1月10日變更歷史：版本號修改內(nèi)容修改日期修改人備注V1.0創(chuàng)建初稿2016-1-10吳茂貴V1.1補充完善原有內(nèi)容、新增scala等內(nèi)容。2016-2-28吳茂貴目 錄 TOC o 1-3 h z u HYPERLINK l _Toc444591778 第一部分 Linux和Shell簡介 PAGEREF _Toc444591778 h 11 HYPERLINK l _Toc444591779 第1章 Linux和shell概述 PAGEREF _Toc444591779 h 11 HYPERLINK l _Toc444591780 1.1 Linux和sh

2、ell概述 PAGEREF _Toc444591780 h 11 HYPERLINK l _Toc444591781 1.2 Shell分類 PAGEREF _Toc444591781 h 12 HYPERLINK l _Toc444591782 1.3 登錄Linux PAGEREF _Toc444591782 h 12 HYPERLINK l _Toc444591783 1.4 在客戶端與服務器間上傳或下載文件 PAGEREF _Toc444591783 h 15 HYPERLINK l _Toc444591784 第2章 Shell常用命令 PAGEREF _Toc444591784 h

3、 16 HYPERLINK l _Toc444591785 2.1 shell主要命令 PAGEREF _Toc444591785 h 16 HYPERLINK l _Toc444591786 2.2 操作目錄 PAGEREF _Toc444591786 h 17 HYPERLINK l _Toc444591787 2.2.1 查看目錄 PAGEREF _Toc444591787 h 17 HYPERLINK l _Toc444591788 2.2.2 創(chuàng)建或刪除目錄 PAGEREF _Toc444591788 h 19 HYPERLINK l _Toc444591789 2.2.3 創(chuàng)建或刪

4、除文件 PAGEREF _Toc444591789 h 20 HYPERLINK l _Toc444591790 2.3 操作文件 PAGEREF _Toc444591790 h 22 HYPERLINK l _Toc444591791 2.3.1查詢文件 PAGEREF _Toc444591791 h 22 HYPERLINK l _Toc444591792 2.3.2查找目錄或文件 PAGEREF _Toc444591792 h 22 HYPERLINK l _Toc444591793 2.3.3給文件或目錄賦權(quán) PAGEREF _Toc444591793 h 23 HYPERLINK l

5、 _Toc444591794 第3章 Shell編程 PAGEREF _Toc444591794 h 27 HYPERLINK l _Toc444591795 3.1 shell特點 PAGEREF _Toc444591795 h 27 HYPERLINK l _Toc444591796 3.2 編輯文本幾種模式及互相轉(zhuǎn)換 PAGEREF _Toc444591796 h 27 HYPERLINK l _Toc444591797 第4章 安裝Hadoop導航菜單 PAGEREF _Toc444591797 h 31 HYPERLINK l _Toc444591798 4.1 導航主菜單 PAGE

6、REF _Toc444591798 h 31 HYPERLINK l _Toc444591799 4.2 選擇7進入選擇組件安裝菜單界面 PAGEREF _Toc444591799 h 32 HYPERLINK l _Toc444591800 4.3選擇需要安裝的組件后，開始安裝 PAGEREF _Toc444591800 h 32 HYPERLINK l _Toc444591801 4.4實現(xiàn)上述功能的腳本如下： PAGEREF _Toc444591801 h 32 HYPERLINK l _Toc444591802 4.5練習： PAGEREF _Toc444591802 h 36 HYP

7、ERLINK l _Toc444591803 第5章 Shell操作數(shù)據(jù)庫 PAGEREF _Toc444591803 h 37 HYPERLINK l _Toc444591804 5.1 利用shell操作oracle PAGEREF _Toc444591804 h 37 HYPERLINK l _Toc444591805 5.2 利用shell操作mysql PAGEREF _Toc444591805 h 37 HYPERLINK l _Toc444591806 第6章 定時備份 PAGEREF _Toc444591806 h 37 HYPERLINK l _Toc444591807 6.

8、1 調(diào)度器crontab PAGEREF _Toc444591807 h 37 HYPERLINK l _Toc444591808 6.2 crontab實例 PAGEREF _Toc444591808 h 37 HYPERLINK l _Toc444591809 第7章 SSH無密碼傳輸 PAGEREF _Toc444591809 h 38 HYPERLINK l _Toc444591810 7.1 SSH簡介 PAGEREF _Toc444591810 h 38 HYPERLINK l _Toc444591811 7.2 SSH無密碼傳輸 PAGEREF _Toc444591811 h 3

9、8 HYPERLINK l _Toc444591812 第8章 Shell高性能 PAGEREF _Toc444591812 h 39 HYPERLINK l _Toc444591813 8.1 項目背景 PAGEREF _Toc444591813 h 39 HYPERLINK l _Toc444591814 第9章 Shell腳本調(diào)試 PAGEREF _Toc444591814 h 39 HYPERLINK l _Toc444591815 9.1 Shell調(diào)試基本方法 PAGEREF _Toc444591815 h 39 HYPERLINK l _Toc444591816 9.2 trap

10、調(diào)試實例 PAGEREF _Toc444591816 h 39 HYPERLINK l _Toc444591817 第10章 性能監(jiān)控 PAGEREF _Toc444591817 h 40 HYPERLINK l _Toc444591818 10.1 Linux性能監(jiān)控 PAGEREF _Toc444591818 h 40 HYPERLINK l _Toc444591819 第二部分MySQL入門 PAGEREF _Toc444591819 h 41 HYPERLINK l _Toc444591820 第11章 數(shù)據(jù)庫基礎 PAGEREF _Toc444591820 h 41 HYPERLIN

11、K l _Toc444591821 11.1 數(shù)據(jù)庫的定義 PAGEREF _Toc444591821 h 41 HYPERLINK l _Toc444591822 11.2 表的定義 PAGEREF _Toc444591822 h 41 HYPERLINK l _Toc444591823 11.3 數(shù)據(jù)庫語言 PAGEREF _Toc444591823 h 42 HYPERLINK l _Toc444591824 11.4 數(shù)據(jù)庫系統(tǒng)架構(gòu) PAGEREF _Toc444591824 h 42 HYPERLINK l _Toc444591825 第12章 安裝與配置 PAGEREF _Toc4

12、44591825 h 42 HYPERLINK l _Toc444591826 12.1 Windows平臺 PAGEREF _Toc444591826 h 42 HYPERLINK l _Toc444591827 12.2 Linux平臺 PAGEREF _Toc444591827 h 49 HYPERLINK l _Toc444591828 12.2.1在CentOS上安裝 PAGEREF _Toc444591828 h 49 HYPERLINK l _Toc444591829 12.2.2 在Ubuntu上安裝 PAGEREF _Toc444591829 h 49 HYPERLINK l

13、 _Toc444591830 第13章 操作數(shù)據(jù)庫 PAGEREF _Toc444591830 h 50 HYPERLINK l _Toc444591831 13.1 登錄MySQL數(shù)據(jù)庫 PAGEREF _Toc444591831 h 50 HYPERLINK l _Toc444591832 13.1.1在windows下登錄mysql PAGEREF _Toc444591832 h 50 HYPERLINK l _Toc444591833 13.1.2在Linux下登錄mysql PAGEREF _Toc444591833 h 50 HYPERLINK l _Toc444591834 13

14、.2 數(shù)據(jù)庫基本信息 PAGEREF _Toc444591834 h 57 HYPERLINK l _Toc444591835 13.3 獲取幫助 PAGEREF _Toc444591835 h 58 HYPERLINK l _Toc444591836 第14章 操作表 PAGEREF _Toc444591836 h 61 HYPERLINK l _Toc444591837 14.1創(chuàng)建表 PAGEREF _Toc444591837 h 61 HYPERLINK l _Toc444591838 14.2修改表 PAGEREF _Toc444591838 h 65 HYPERLINK l _To

15、c444591839 14.2.1修改字段類型 PAGEREF _Toc444591839 h 65 HYPERLINK l _Toc444591840 14.2.2修改字段名稱 PAGEREF _Toc444591840 h 66 HYPERLINK l _Toc444591841 14.2.3添加字段 PAGEREF _Toc444591841 h 67 HYPERLINK l _Toc444591842 14.2.4刪除字段 PAGEREF _Toc444591842 h 68 HYPERLINK l _Toc444591843 14.2.4修改表的字符集 PAGEREF _Toc444

16、591843 h 69 HYPERLINK l _Toc444591844 14.2.5刪除表 PAGEREF _Toc444591844 h 70 HYPERLINK l _Toc444591845 14.2.6修改表的存儲引擎 PAGEREF _Toc444591845 h 71 HYPERLINK l _Toc444591846 14.3 插入數(shù)據(jù) PAGEREF _Toc444591846 h 74 HYPERLINK l _Toc444591847 14.3 練習： PAGEREF _Toc444591847 h 82 HYPERLINK l _Toc444591848 第15章 數(shù)

17、據(jù)類型 PAGEREF _Toc444591848 h 83 HYPERLINK l _Toc444591849 15.1 mysql的數(shù)據(jù)類型 PAGEREF _Toc444591849 h 83 HYPERLINK l _Toc444591850 15.1.1 整數(shù)型數(shù)據(jù)類型 PAGEREF _Toc444591850 h 83 HYPERLINK l _Toc444591851 15.1.2 字符型數(shù)據(jù)類型 PAGEREF _Toc444591851 h 83 HYPERLINK l _Toc444591852 15.1.3 日期型數(shù)據(jù)類型 PAGEREF _Toc444591852 h

18、 84 HYPERLINK l _Toc444591853 15.1.4 二進制數(shù)據(jù)類型 PAGEREF _Toc444591853 h 85 HYPERLINK l _Toc444591854 第16章 查詢數(shù)據(jù) PAGEREF _Toc444591854 h 87 HYPERLINK l _Toc444591855 16.1 查詢數(shù)據(jù) PAGEREF _Toc444591855 h 87 HYPERLINK l _Toc444591856 16.2 視圖簡介 PAGEREF _Toc444591856 h 88 HYPERLINK l _Toc444591857 16.2.1 創(chuàng)建視圖 P

19、AGEREF _Toc444591857 h 89 HYPERLINK l _Toc444591858 16.2.2 查看視圖 PAGEREF _Toc444591858 h 89 HYPERLINK l _Toc444591859 16.2.3 練習 PAGEREF _Toc444591859 h 90 HYPERLINK l _Toc444591860 第17章 增刪改數(shù)據(jù) PAGEREF _Toc444591860 h 91 HYPERLINK l _Toc444591861 17.1 新增數(shù)據(jù) PAGEREF _Toc444591861 h 91 HYPERLINK l _Toc444

20、591862 17.2 修改數(shù)據(jù) PAGEREF _Toc444591862 h 92 HYPERLINK l _Toc444591863 17.3刪除數(shù)據(jù) PAGEREF _Toc444591863 h 93 HYPERLINK l _Toc444591864 第18章MySQL函數(shù) PAGEREF _Toc444591864 h 95 HYPERLINK l _Toc444591865 18.1 字符串函數(shù) PAGEREF _Toc444591865 h 95 HYPERLINK l _Toc444591866 18.2 數(shù)值函數(shù) PAGEREF _Toc444591866 h 95 HY

21、PERLINK l _Toc444591867 18.3 日期函數(shù) PAGEREF _Toc444591867 h 96 HYPERLINK l _Toc444591868 18.4 流程函數(shù) PAGEREF _Toc444591868 h 97 HYPERLINK l _Toc444591869 18.5 系統(tǒng)函數(shù) PAGEREF _Toc444591869 h 97 HYPERLINK l _Toc444591870 第19章 存儲過程 PAGEREF _Toc444591870 h 98 HYPERLINK l _Toc444591871 19.1 存儲過程概述 PAGEREF _Toc

22、444591871 h 98 HYPERLINK l _Toc444591872 19.2 練習 PAGEREF _Toc444591872 h 99 HYPERLINK l _Toc444591873 第20章 用戶管理 PAGEREF _Toc444591873 h 100 HYPERLINK l _Toc444591874 20.1 權(quán)限表 PAGEREF _Toc444591874 h 100 HYPERLINK l _Toc444591875 20.2 創(chuàng)建用戶 PAGEREF _Toc444591875 h 100 HYPERLINK l _Toc444591876 20.3 給用

23、戶賦權(quán)限 PAGEREF _Toc444591876 h 100 HYPERLINK l _Toc444591877 第21章 數(shù)據(jù)備份與恢復 PAGEREF _Toc444591877 h 101 HYPERLINK l _Toc444591878 21.1 數(shù)據(jù)備份的幾種方法 PAGEREF _Toc444591878 h 101 HYPERLINK l _Toc444591879 21.2 數(shù)據(jù)恢復的幾種方法 PAGEREF _Toc444591879 h 101 HYPERLINK l _Toc444591880 21.1 定時備份 PAGEREF _Toc444591880 h 10

24、1 HYPERLINK l _Toc444591881 第22章 性能優(yōu)化 PAGEREF _Toc444591881 h 101 HYPERLINK l _Toc444591882 22.1 優(yōu)化概述 PAGEREF _Toc444591882 h 101 HYPERLINK l _Toc444591883 22.2 優(yōu)化查詢 PAGEREF _Toc444591883 h 102 HYPERLINK l _Toc444591884 22.2.1 分析查詢語句 PAGEREF _Toc444591884 h 102 HYPERLINK l _Toc444591885 22.2.2 索引對查詢

25、的影響 PAGEREF _Toc444591885 h 103 HYPERLINK l _Toc444591886 22.2.3 索引的最左原則 PAGEREF _Toc444591886 h 105 HYPERLINK l _Toc444591887 22.3 優(yōu)化設計 PAGEREF _Toc444591887 h 107 HYPERLINK l _Toc444591888 22.4 優(yōu)化系統(tǒng) PAGEREF _Toc444591888 h 107 HYPERLINK l _Toc444591889 22.5 練習 PAGEREF _Toc444591889 h 107 HYPERLINK

26、 l _Toc444591890 第三部分 Python簡介 PAGEREF _Toc444591890 h 109 HYPERLINK l _Toc444591891 第23章 基礎知識 PAGEREF _Toc444591891 h 109 HYPERLINK l _Toc444591892 23.1 Python簡介 PAGEREF _Toc444591892 h 109 HYPERLINK l _Toc444591893 23.1.1 Python發(fā)展 PAGEREF _Toc444591893 h 109 HYPERLINK l _Toc444591894 23.1.1 Python

27、與Shell PAGEREF _Toc444591894 h 110 HYPERLINK l _Toc444591895 23.2 安裝Python PAGEREF _Toc444591895 h 110 HYPERLINK l _Toc444591896 23.2.1 Linux和Unix下安裝 PAGEREF _Toc444591896 h 110 HYPERLINK l _Toc444591897 23.2.1 Windows下安裝 PAGEREF _Toc444591897 h 110 HYPERLINK l _Toc444591898 23.3 交互式解釋器 PAGEREF _Toc

28、444591898 h 111 HYPERLINK l _Toc444591899 23.4 開發(fā)規(guī)范 PAGEREF _Toc444591899 h 112 HYPERLINK l _Toc444591900 23.4.1 注釋 PAGEREF _Toc444591900 h 112 HYPERLINK l _Toc444591901 23.4.2 縮進與冒號 PAGEREF _Toc444591901 h 113 HYPERLINK l _Toc444591902 23.4.3 模塊導入 PAGEREF _Toc444591902 h 113 HYPERLINK l _Toc4445919

29、03 23.4.4常用開發(fā)工具 PAGEREF _Toc444591903 h 114 HYPERLINK l _Toc444591904 23.5 變量與常量 PAGEREF _Toc444591904 h 114 HYPERLINK l _Toc444591905 23.6 用戶輸入 PAGEREF _Toc444591905 h 114 HYPERLINK l _Toc444591906 23.6.1 純數(shù)字輸入 PAGEREF _Toc444591906 h 114 HYPERLINK l _Toc444591907 23.6.1.2輸入字符串為表達式 PAGEREF _Toc4445

30、91907 h 115 HYPERLINK l _Toc444591908 23.7 運算符 PAGEREF _Toc444591908 h 115 HYPERLINK l _Toc444591909 23.8 函數(shù) PAGEREF _Toc444591909 h 115 HYPERLINK l _Toc444591910 23.8.1常用函數(shù) PAGEREF _Toc444591910 h 115 HYPERLINK l _Toc444591911 23.8.2自定義函數(shù) PAGEREF _Toc444591911 h 117 HYPERLINK l _Toc444591912 23.9 一

31、個簡單程序 PAGEREF _Toc444591912 h 117 HYPERLINK l _Toc444591913 第24章Python數(shù)據(jù)結(jié)構(gòu) PAGEREF _Toc444591913 h 119 HYPERLINK l _Toc444591914 24.1 數(shù)據(jù)結(jié)構(gòu)概述 PAGEREF _Toc444591914 h 119 HYPERLINK l _Toc444591915 24.2 序列概述 PAGEREF _Toc444591915 h 119 HYPERLINK l _Toc444591916 24.3 序列操作 PAGEREF _Toc444591916 h 120 HYP

32、ERLINK l _Toc444591917 24.3.1 序列常用操作 PAGEREF _Toc444591917 h 120 HYPERLINK l _Toc444591918 24.3.2 序列函數(shù)&方法 PAGEREF _Toc444591918 h 123 HYPERLINK l _Toc444591919 24.4 創(chuàng)建字典 PAGEREF _Toc444591919 h 128 HYPERLINK l _Toc444591920 24.5 使用字典 PAGEREF _Toc444591920 h 128 HYPERLINK l _Toc444591921 24.5.1對字典的增刪

33、改 PAGEREF _Toc444591921 h 128 HYPERLINK l _Toc444591922 24.5.2字典內(nèi)置函數(shù) PAGEREF _Toc444591922 h 129 HYPERLINK l _Toc444591923 24.5.3字典內(nèi)置方法 PAGEREF _Toc444591923 h 129 HYPERLINK l _Toc444591924 24.6 列表推導式 PAGEREF _Toc444591924 h 133 HYPERLINK l _Toc444591925 第26章字符處理與控制語句 PAGEREF _Toc444591925 h 136 HYP

34、ERLINK l _Toc444591926 26.1 字符處理 PAGEREF _Toc444591926 h 136 HYPERLINK l _Toc444591927 26.1.1字符串格式化 PAGEREF _Toc444591927 h 136 HYPERLINK l _Toc444591928 26.1.2處理字符串常用方法 PAGEREF _Toc444591928 h 136 HYPERLINK l _Toc444591929 26.2 條件及循環(huán)語句 PAGEREF _Toc444591929 h 139 HYPERLINK l _Toc444591930 26.3 正則表達

35、式 PAGEREF _Toc444591930 h 141 HYPERLINK l _Toc444591931 26.3.1 正則表達式簡介 PAGEREF _Toc444591931 h 141 HYPERLINK l _Toc444591932 26.3.2 re模塊簡介 PAGEREF _Toc444591932 h 142 HYPERLINK l _Toc444591933 26.4 Numpy與數(shù)組和矩陣 PAGEREF _Toc444591933 h 147 HYPERLINK l _Toc444591934 26.4.1數(shù)組 PAGEREF _Toc444591934 h 147

36、 HYPERLINK l _Toc444591935 26.4.2矩陣 PAGEREF _Toc444591935 h 148 HYPERLINK l _Toc444591936 26.5 Scipy與算法 PAGEREF _Toc444591936 h 150 HYPERLINK l _Toc444591937 26.5.1 最小二乘擬合實例 PAGEREF _Toc444591937 h 150 HYPERLINK l _Toc444591938 26.6 把圖像數(shù)據(jù)導入numpy或scipy數(shù)組 PAGEREF _Toc444591938 h 152 HYPERLINK l _Toc44

37、4591939 第27章Python處理文件 PAGEREF _Toc444591939 h 155 HYPERLINK l _Toc444591940 27.1 處理文件 PAGEREF _Toc444591940 h 155 HYPERLINK l _Toc444591941 27.1 .1 創(chuàng)建文件 PAGEREF _Toc444591941 h 155 HYPERLINK l _Toc444591942 27.1 .2 讀取文件 PAGEREF _Toc444591942 h 156 HYPERLINK l _Toc444591943 27.1 .3 寫入文件 PAGEREF _Toc

38、444591943 h 157 HYPERLINK l _Toc444591944 27.1 .4 刪除文件 PAGEREF _Toc444591944 h 157 HYPERLINK l _Toc444591945 27.1 .5 復制文件 PAGEREF _Toc444591945 h 157 HYPERLINK l _Toc444591946 27.2 處理目錄 PAGEREF _Toc444591946 h 157 HYPERLINK l _Toc444591947 27.2.1 創(chuàng)建及刪除目錄 PAGEREF _Toc444591947 h 157 HYPERLINK l _Toc4

39、44591948 27.2.2 遍歷目錄 PAGEREF _Toc444591948 h 157 HYPERLINK l _Toc444591949 27.2.3 練習 PAGEREF _Toc444591949 h 158 HYPERLINK l _Toc444591950 第28章 操作數(shù)據(jù)庫 PAGEREF _Toc444591950 h 159 HYPERLINK l _Toc444591951 28.1 使用MySQLdb連接MySQL PAGEREF _Toc444591951 h 159 HYPERLINK l _Toc444591952 28.2 操作MySQL數(shù)據(jù)庫 PAGE

40、REF _Toc444591952 h 159 HYPERLINK l _Toc444591953 第29章Python進程與線程 PAGEREF _Toc444591953 h 160 HYPERLINK l _Toc444591954 29.1 Python進程 PAGEREF _Toc444591954 h 160 HYPERLINK l _Toc444591955 29.2 Python進程管理 PAGEREF _Toc444591955 h 160 HYPERLINK l _Toc444591956 29.3 Python線程 PAGEREF _Toc444591956 h 160

41、HYPERLINK l _Toc444591957 29.4 線程管理 PAGEREF _Toc444591957 h 160 HYPERLINK l _Toc444591958 第30章Python機器學習 PAGEREF _Toc444591958 h 161 HYPERLINK l _Toc444591959 30.1 機器學習的定義 PAGEREF _Toc444591959 h 161 HYPERLINK l _Toc444591960 30.2 如何選擇合適算法 PAGEREF _Toc444591960 h 161 HYPERLINK l _Toc444591961 30.3 機

42、器學習建模一般步驟 PAGEREF _Toc444591961 h 162 HYPERLINK l _Toc444591962 30.4 Python語言的優(yōu)缺點 PAGEREF _Toc444591962 h 163 HYPERLINK l _Toc444591963 30.5 Python數(shù)據(jù)分析工具簡介 PAGEREF _Toc444591963 h 165 HYPERLINK l _Toc444591964 30.6 機器學習實例 PAGEREF _Toc444591964 h 165 HYPERLINK l _Toc444591965 30.6.1線性回歸 PAGEREF _Toc4

43、44591965 h 165 HYPERLINK l _Toc444591966 30.6.2推薦系統(tǒng)實戰(zhàn) PAGEREF _Toc444591966 h 169 HYPERLINK l _Toc444591967 第31章Python與Hadoop PAGEREF _Toc444591967 h 173 HYPERLINK l _Toc444591968 31.1 各組件功能說明 PAGEREF _Toc444591968 h 173 HYPERLINK l _Toc444591969 31.2 自動化安裝部署 PAGEREF _Toc444591969 h 174 HYPERLINK l

44、_Toc444591970 第32章Python與Spark PAGEREF _Toc444591970 h 174 HYPERLINK l _Toc444591971 32.1 啟動spark PAGEREF _Toc444591971 h 174 HYPERLINK l _Toc444591972 32.2 自動化安裝部署 PAGEREF _Toc444591972 h 175 HYPERLINK l _Toc444591973 32.2.1系統(tǒng)環(huán)境配置 PAGEREF _Toc444591973 h 175 HYPERLINK l _Toc444591974 第四部分 大數(shù)據(jù)技術(shù)簡介 P

45、AGEREF _Toc444591974 h 175 HYPERLINK l _Toc444591975 第33章Hadoop簡介 PAGEREF _Toc444591975 h 176 HYPERLINK l _Toc444591976 第34章 Spark簡介 PAGEREF _Toc444591976 h 178 HYPERLINK l _Toc444591977 34.1 Spark簡介 PAGEREF _Toc444591977 h 178 HYPERLINK l _Toc444591978 34.1.1 Spark大數(shù)據(jù)架構(gòu) PAGEREF _Toc444591978 h 179

46、HYPERLINK l _Toc444591979 34.1.2 Spark特點 PAGEREF _Toc444591979 h 179 HYPERLINK l _Toc444591980 34.2 Spark資源管理 PAGEREF _Toc444591980 h 179 HYPERLINK l _Toc444591981 34.2.1 Spark與YARN PAGEREF _Toc444591981 h 179 HYPERLINK l _Toc444591982 34.2.2 Spark與Mesos PAGEREF _Toc444591982 h 180 HYPERLINK l _Toc444591983 34.3運行Spark PAGEREF _Toc444591983 h 180 HYPERLINK l _Toc444591984 34.3.1啟動Spark PAGEREF _Toc444591984 h 180 HYPERLINK l _Toc444591985 34.3.2 Spark讀取文件 PAGE