Spark SQL （一）

Spark SQL

 Spark与Hive的比较，Hive用一句话总结是，传入一条交互式sql在海量数据中查找结果，Spark可以将其结果转化成RDD来来进一步操作。

1.0以前：

      Shark

1.1.x开始：

     SparkSQL(只是测试性的)  SQL

1.3.x:

     SparkSQL(正式版本)+Dataframe

1.5.x:

SparkSQL 钨丝计划

1.6.x：

     SparkSQL+DataFrame+DataSet(测试版本)

1. x:

     SparkSQL+DataFrame+DataSet(正式版本)

     SparkSQL:还有其他的优化

     StructuredStreaming(DataSet)

一、什么是SparkSQL

spark SQL是spark的一个模块，主要用于进行结构化数据的处理。它提供的最核心的编程抽象就是DataFrame。

二、Spark SQL的作用

提供一个编程抽象（DataFrame） 并且作为分布式 SQL 查询引擎

DataFrame：它可以根据很多源进行构建，包括：结构化的数据文件，hive中的表，外部的关系型数据库，以及RDD

三、运行原理

将 Spark SQL 转化为 RDD， 然后提交到集群执行。

四、特点

（1）容易整合

（2）统一的数据访问方式

（3）兼容 Hive

（4）标准的数据连接

五、SparkSession

SparkSession是Spark 2.0引如的新概念。SparkSession为用户提供了统一的切入点，来让用户学习spark的各项功能。 
  在spark的早期版本中，SparkContext是spark的主要切入点，由于RDD是主要的API，我们通过sparkcontext来创建和操作RDD。对于每个其他的API，我们需要使用不同的context。例如，对于Streming，我们需要使用StreamingContext；对于sql，使用sqlContext；对于Hive，使用hiveContext。但是随着DataSet和DataFrame的API逐渐成为标准的API，就需要为他们建立接入点。所以在spark2.0中，引入SparkSession作为DataSet和DataFrame API的切入点，SparkSession封装了SparkConf、SparkContext和SQLContext。为了向后兼容，SQLContext和HiveContext也被保存下来。 
　　 
　　SparkSession实质上是SQLContext和HiveContext的组合（未来可能还会加上StreamingContext），所以在SQLContext和HiveContext上可用的API在SparkSession上同样是可以使用的。SparkSession内部封装了sparkContext，所以计算实际上是由sparkContext完成的。

特点：

　　 ---- 为用户提供一个统一的切入点使用Spark 各项功能

        ---- 允许用户通过它调用 DataFrame 和 Dataset 相关 API 来编写程序

        ---- 减少了用户需要了解的一些概念，可以很容易的与 Spark 进行交互

        ---- 与 Spark 交互之时不需要显示的创建 SparkConf, SparkContext 以及 SQlContext，这些对象已经封闭在 SparkSession 中

六、DataFrames 

　　Spark SQL是Spark的核心组件之一，于2014年4月随Spark 1.0版一同面世，在Spark 1.3当中， Spark SQL终于从alpha阶段毕业，除了部分developer API以外，所有的公共API都已经稳定， 可以放心使用了。 Spark 1.3更加完整的表达了Spark SQL的愿景:让开发者用更精简的代码处理尽量少的数据，同时让Spark SQL自动优化执行过程，以达到降低开发成本，提升数据分析执行效率的目的。为此， 在Spark 1.3中引入了与R和Python Pandas接口类似的DataFrame API 与RDD类似，DataFrame也是一个分布式数据容器。然而DataFrame更像传统数据库的二维表 格，除了数据以外，还掌握数据的结构信息，即schema。同时，与Hive类似，DataFrame也支 持嵌套数据类型(struct、array和map)。从API易用性的角度上看，DataFrame API提供的是 一套高层的关系操作，比函数式的RDD API要更加友好，门槛更低。由于与R和Pandas的 DataFrame类似，Spark DataFrame很好地继承了传统单机数据分析的开发体验。

　　在Spark中，DataFrame是一种以RDD为基础的分布式数据集，类似于传统数据库中的二维表格。DataFrame与RDD的主要区别在于，前者带有schema元信息，即DataFrame所表示的二维表数据集的每一列都带有名称和类型。这使得Spark SQL得以洞察更多的结构信息，从而对藏于DataFrame背后的数据源以及作用于DataFrame之上的变换进行了针对性的优化，最终达到大幅提升运行时效率的目标。反观RDD，由于无从得知所存数据元素的具体内部结构，Spark Core只能在stage层面进行简单、通用的流水线优化。

七、RDD转换成为DataFrame

数据准备：

(student表)

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1500100003,单乐蕊,22,女,理科六班
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1500100005,宣谷芹,22,女,理科五班
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1500100999,钟绮晴,23,女,文科五班
1500101000,符瑞渊,23,男,理科六班
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1500100016,潘访烟,23,女,文科一班
1500100017,高芷天,21,女,理科五班
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1500100046,靳香巧,22,女,理科五班
1500100047,秋旭尧,23,男,文科六班
1500100048,从子辰,21,男,理科六班
1500100049,籍涵煦,21,男,理科六班
1500100050,方小蕾,22,女,文科五班
1500100051,江寄容,24,女,文科五班
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1500100056,古鸿信,21,男,理科二班
1500100057,经沛白,24,女,文科四班
1500100058,薄谷蕊,23,女,理科三班
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1500100100,宁昊磊,22,男,文科六班
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1500100107,能昆明,23,男,理科五班
1500100108,伏易云,24,女,理科五班
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1500100113,羿思真,24,女,理科三班
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1500100122,乔书雁,23,女,理科四班
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1500100137,宣向山,22,女,理科四班
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1500100144,通冰夏,22,女,文科六班
1500100145,殴飞昂,24,男,理科五班
1500100146,于向南,23,女,理科三班
1500100147,翁鸿晖,23,男,理科四班
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1500100152,衡从安,21,女,文科五班
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1500100156,姚星爵,23,男,理科五班
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1500100220,向安寒,24,女,文科五班
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1500100928,戚昌盛,22,男,文科一班
1500100929,满慕易,21,女,理科三班
1500100930,闻运凯,24,男,文科五班
1500100931,庄昆卉,21,男,理科二班
1500100932,堵凡儿,24,女,理科四班
1500100933,向曜瑞,22,男,文科二班
1500100934,隆高旻,21,男,理科五班
1500100935,蓬昆琦,21,男,文科六班
1500100936,习振锐,23,男,理科二班
1500100937,雍飞莲,22,女,理科四班
1500100938,国鸿德,21,男,文科二班
1500100939,耿智杰,23,男,理科四班
1500100940,狄映安,24,女,文科二班
1500100941,莘昆雄,23,男,文科六班
1500100942,贡涵亮,21,男,理科六班
1500100943,许昌黎,21,男,文科一班
1500100944,查振国,22,男,理科四班
1500100945,居平卉,24,女,理科六班
1500100946,秋海白,23,女,文科一班
1500100947,桂寄风,22,女,理科一班
1500100948,马昊天,24,男,理科二班
1500100949,颜沛槐,21,女,文科五班
1500100950,边香巧,22,女,文科二班
1500100951,平彭泽,22,男,文科一班
1500100952,郁迎荷,22,女,文科四班
1500100953,戈昌茂,24,男,文科五班
1500100954,咸芷天,21,女,文科二班
1500100955,逄德运,24,男,文科三班
1500100956,臧恨桃,22,女,文科二班
1500100957,杜易云,21,女,文科一班
1500100958,柴铭晨,23,男,理科三班
1500100959,金醉波,23,女,理科四班
1500100960,乔旭尧,21,男,文科三班
1500100961,李昂熙,24,男,文科四班
1500100962,毕德明,23,男,理科二班
1500100963,饶忆之,21,女,理科二班
1500100964,洪鸿骞,24,男,理科二班
1500100965,尤昊伟,23,男,文科二班
1500100966,庞昆雄,23,男,文科三班
1500100967,能映秋,21,女,文科五班
1500100968,谭晗日,24,男,文科五班
1500100969,毛昆鹏,24,男,文科三班
1500100970,相凡梦,23,女,理科五班
1500100971,郝曼凡,24,女,文科五班
1500100972,王昂杰,23,男,理科二班
1500100973,钮幼南,23,女,文科一班
1500100974,容鸿晖,21,男,文科五班
1500100975,蓬曜瑞,22,男,理科三班
1500100976,卓芷梦,21,女,文科六班
1500100977,邹飞珍,23,女,文科四班
1500100978,郜昆卉,21,男,文科五班
1500100979,乐曜灿,24,男,文科六班
1500100980,霍谷槐,22,女,理科一班
1500100981,经鹏涛,23,男,文科六班
1500100982,钱若芹,21,女,理科二班
1500100983,左傲薇,22,女,理科四班
1500100984,殷景逸,23,男,理科二班
1500100985,申飞珍,21,女,文科一班
1500100986,左天曼,22,女,文科一班
1500100987,双昆杰,24,男,文科四班
1500100988,余鸿云,22,男,文科六班
1500100989,柏盼香,24,女,理科六班
1500100990,扈旭鹏,23,男,理科三班
1500100991,冉飞昂,22,男,理科一班
1500100992,莫运盛,24,男,理科六班
1500100993,衡从蕾,21,女,理科二班

View Code

（score表）

1500100001,1000001,98
1500100001,1000002,5
1500100001,1000003,137
1500100001,1000004,29
1500100001,1000005,85
1500100001,1000006,52
1500100002,1000001,139
1500100002,1000002,102
1500100002,1000003,44
1500100002,1000004,18
1500100002,1000005,46
1500100002,1000006,91
1500100003,1000001,48
1500100003,1000002,132
1500100003,1000003,41
1500100003,1000007,32
1500100003,1000008,7
1500100003,1000009,99
1500100004,1000001,147
1500100004,1000002,69
1500100004,1000003,37
1500100004,1000007,87
1500100004,1000008,21
1500100004,1000009,60
1500100005,1000001,105
1500100005,1000002,105
1500100005,1000003,30
1500100005,1000007,68
1500100005,1000008,38
1500100005,1000009,49
1500100006,1000001,87
1500100006,1000002,98
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1500100006,1000007,44
1500100006,1000008,1
1500100006,1000009,29
1500100007,1000001,102
1500100007,1000002,149
1500100007,1000003,83
1500100007,1000004,21
1500100007,1000005,25
1500100007,1000006,38
1500100008,1000001,5
1500100008,1000002,129
1500100008,1000003,110
1500100008,1000007,47
1500100008,1000008,40
1500100008,1000009,32
1500100009,1000001,65
1500100009,1000002,71
1500100009,1000003,38
1500100009,1000007,57
1500100009,1000008,17
1500100009,1000009,3
1500100010,1000001,98
1500100010,1000002,142
1500100010,1000003,50
1500100010,1000007,6
1500100010,1000008,44
1500100010,1000009,62
1500100011,1000001,42
1500100011,1000002,117
1500100011,1000003,80
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1500100015,1000003,119
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1500100016,1000005,76
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1500100017,1000001,37
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1500100018,1000003,117
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1500100019,1000007,42
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1500100020,1000009,46
1500100021,1000001,47
1500100021,1000002,21
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1500100021,1000009,85
1500100022,1000001,29
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1500100026,1000007,20
1500100026,1000008,74
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1500100027,1000001,34
1500100027,1000002,16
1500100027,1000003,119
1500100027,1000004,70
1500100027,1000005,94
1500100027,1000006,57
1500100028,1000001,147
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1500100028,1000003,6
1500100028,1000007,86
1500100028,1000008,2
1500100028,1000009,70
1500100029,1000001,21
1500100029,1000002,65
1500100029,1000003,144
1500100029,1000007,63
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1500100030,1000001,139
1500100030,1000002,36
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1500100030,1000007,30
1500100030,1000008,46
1500100030,1000009,19
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1500100031,1000004,53
1500100031,1000005,52
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1500100032,1000001,12
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1500100032,1000004,25
1500100032,1000005,28
1500100032,1000006,22
1500100033,1000001,120
1500100033,1000002,64
1500100033,1000003,124
1500100033,1000007,57
1500100033,1000008,87
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1500100034,1000001,52
1500100034,1000002,93
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1500100034,1000007,5
1500100034,1000008,44
1500100034,1000009,35
1500100035,1000001,136
1500100035,1000002,11
1500100035,1000003,127
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1500100035,1000008,98
1500100035,1000009,40
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1500100036,1000003,5
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1500100036,1000005,50
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1500100037,1000001,40
1500100037,1000002,106
1500100037,1000003,31
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1500100037,1000005,59
1500100037,1000006,83
1500100038,1000001,5
1500100038,1000002,8
1500100038,1000003,137
1500100038,1000007,95
1500100038,1000008,52
1500100038,1000009,84
1500100039,1000001,140
1500100039,1000002,34
1500100039,1000003,126
1500100039,1000004,88
1500100039,1000005,97
1500100039,1000006,18
1500100040,1000001,90
1500100040,1000002,87
1500100040,1000003,85
1500100040,1000004,13
1500100040,1000005,33
1500100040,1000006,74
1500100041,1000001,143
1500100041,1000002,75
1500100041,1000003,55
1500100041,1000007,65
1500100041,1000008,69
1500100041,1000009,61
1500100042,1000001,65
1500100042,1000002,98
1500100042,1000003,41
1500100042,1000004,10
1500100042,1000005,43
1500100042,1000006,41
1500100043,1000001,45
1500100043,1000002,74
1500100043,1000003,43
1500100043,1000007,92
1500100043,1000008,21
1500100043,1000009,81
1500100044,1000001,41
1500100044,1000002,52
1500100044,1000003,82
1500100044,1000004,88
1500100044,1000005,22
1500100044,1000006,10
1500100045,1000001,136
1500100045,1000002,37
1500100045,1000003,51
1500100045,1000007,70
1500100045,1000008,20
1500100045,1000009,41
1500100046,1000001,66
1500100046,1000002,2
1500100046,1000003,82
1500100046,1000007,55
1500100046,1000008,77
1500100046,1000009,0
1500100047,1000001,43
1500100047,1000002,90
1500100047,1000003,11
1500100047,1000004,9
1500100047,1000005,77
1500100047,1000006,17
1500100048,1000001,43
1500100048,1000002,126
1500100048,1000003,38
1500100048,1000007,65
1500100048,1000008,56
1500100048,1000009,62
1500100049,1000001,3
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1500100049,1000003,76
1500100049,1000007,77
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1500100099,1000004,1
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1500100100,1000001,142
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1500100999,1000005,41
1500100999,1000006,10
1500101000,1000001,100
1500101000,1000002,78
1500101000,1000003,81
1500101000,1000007,5
1500101000,1000008,87
1500101000,1000009,28

View Code

这里我将一些Context必须创建的对象，封装成了一个工具类，用的时候只需要继承实现方法即可，代码如下：

package util

import org.apache.spark.sql.SQLContext
import org.apache.spark.{SparkConf, SparkContext}

trait SparkTool {

  var sc: SparkContext = _
  var conf: SparkConf = _

  def main(args: Array[String]): Unit = {
    conf = new SparkConf()
      .setAppName(this.getClass.getName)

    this.init()

    sc = new SparkContext(conf)

    this.run()

  }

  /**
    * Spark 业务逻辑代码
    * 里面可以使用sc对象
    */
  def run()

  /**
    * 初始化方法
    * 设置Conf参数
    */
  def init()

}

　　

　　1、通过 json 文件创建 DataFrames

join文件：

{"id":"1500100994","name":"相凌青","age":24,"gender":"女","clazz":"理科四班"}
{"id":"1500100995","name":"寿芷卉","age":24,"gender":"女","clazz":"理科五班"}
{"id":"1500100996","name":"厉运凡","age":24,"gender":"男","clazz":"文科三班"}
{"id":"1500100997","name":"陶敬曦","age":21,"gender":"男","clazz":"理科六班"}

创建DataFrames

package day3

import org.apache.spark.sql.SQLContext
import util.SparkTool

object Demo1SparkSQLJson extends SparkTool{
  /**
    * Spark 业务逻辑代码
    * 里面可以使用sc对象
    */
  override def run(): Unit = {

    /**
      * 创建spark sql上下文对象
      */
    val sqlContext = new SQLContext(sc)

    /**
      * dataFrame 数据框，基于RDD的封装，每一行实际上就是一个row对象
      */
    val dataFrame = sqlContext.read.json("D:\\shujia\\shujia006\\sparkP\\data\\students.json")

//    /**
//      * 打印列的信息
//      */
    dataFrame.printSchema()
//
//    /**
//      * 打印前20行数据
//      *
//      * numRows：打印的行数
//      * truncate: 是否显示整行，默认显示20个字符，默认true为不整行显示
//      *
//      */
    dataFrame.select(dataFrame("name"),dataFrame("age")+1).show()
//
//    /**
//      * 过滤 传入列名条件
//      */
    dataFrame.filter(dataFrame("age")>21).show()
//
//    /**
//      * 过滤 传入表达式
//      */
    dataFrame.filter("age<24").show()
//
//    /**
//      * 分组 必须配合聚合使用
//      * 1、可根据一个列分组
//    * 2、也可以根据多个列进行分组
//    */
    dataFrame.groupBy("age").count().show()


    /**
      * 将dataframe注册成一个临时表
      *
      * dataFrame.registerTempTable
      *
      */
    dataFrame.registerTempTable("students")

    /**
      * 通过sqlContext写sql数据操作临时表
      */
    sqlContext.sql("select * from students").show()

  }

  /**
    * 初始化方法
    * 设置Conf参数
    */
  override def init(): Unit = {

    conf.setMaster("local")
  }
}

　　2、通过 case class 创建 DataFrames（反射）样例类的方式

 val studentsRDD: RDD[String] = sc.textFile("D:\\shujia\\shujia006\\sparkP\\data\\students.txt")

    val scoresRDD: RDD[String] = sc.textFile("D:\\shujia\\shujia006\\sparkP\\data\\score.txt")

    /**
      * 通过样例类的方式创建DF
      *
      */
    val stuRDD = studentsRDD
      .map(lines => {
        val stu = lines.split(",")
        Student(stu(0), stu(1), stu(2).toInt, stu(3), stu(4))
      })

    val scoRDD = scoresRDD
      .map(lines => {
        val sco = lines.split(",")
        Score(sco(0), sco(1), sco(2).toInt)
      })


    val sqlContext = new SQLContext(sc)

    /**
      * 导入隐式转换，自动给RDD增加转换成DF的方法
      */
    import sqlContext.implicits._

    /**
      * 每一行是一个自定义类对象
      *
      * RDD -> DF
      */
    val stuDF = stuRDD.toDF()
    val scoDF = scoRDD.toDF()

　　3、通过 structType 创建 DataFrames（编程接口）列描述来创建DF

val studentsRDD: RDD[String] = sc.textFile("D:\\shujia\\shujia006\\sparkP\\data\\students.txt")
/**
      * 通过列的表述来创建DF
      */
    //局部导包，只在局部作用域有效
    import org.apache.spark.sql.Row

    val sRDD = studentsRDD
      .map(lines => lines.split(","))
      .map(s=>Row(s(0),s(1),s(2),s(3),s(4)))

    val schema = StructType(
      List("id","name","age","gender","clazz")
        .map(fieldName => StructField(fieldName,StringType,true) ))

    val dataFrame = sqlContext.createDataFrame(sRDD,schema)

    dataFrame.show()

　　

八、Spark SQL DF的一些操作

package day3

import org.apache.spark.rdd.RDD
import org.apache.spark.sql.types.{StringType, StructField, StructType}
import org.apache.spark.sql.{DataFrame, SQLContext}
import util.SparkTool

object Demo2SparkSQL extends SparkTool {
  /**
    * Spark 业务逻辑代码
    * 里面可以使用sc对象
    */
  override def run(): Unit = {
    val studentsRDD: RDD[String] = sc.textFile("D:\\shujia\\shujia006\\sparkP\\data\\students.txt")

    val scoresRDD: RDD[String] = sc.textFile("D:\\shujia\\shujia006\\sparkP\\data\\score.txt")

    /**
      * 通过样例类的方式创建DF
      *
      */
    val stuRDD = studentsRDD
      .map(lines => {
        val stu = lines.split(",")
        Student(stu(0), stu(1), stu(2).toInt, stu(3), stu(4))
      })

    val scoRDD = scoresRDD
      .map(lines => {
        val sco = lines.split(",")
        Score(sco(0), sco(1), sco(2).toInt)
      })


    val sqlContext = new SQLContext(sc)

    /**
      * 导入隐式转换，自动给RDD增加转换成DF的方法
      */
    import sqlContext.implicits._

    /**
      * 每一行是一个自定义类对象
      *
      * RDD -> DF
      */
    val stuDF = stuRDD.toDF()
    val scoDF = scoRDD.toDF()


    /**
      * 通过列的表述来创建DF
      */
    //局部导包，只在局部作用域有效
    import org.apache.spark.sql.Row

    val sRDD = studentsRDD
      .map(lines => lines.split(","))
      .map(s=>Row(s(0),s(1),s(2),s(3),s(4)))

    val schema = StructType(
      List("id","name","age","gender","clazz")
        .map(fieldName => StructField(fieldName,StringType,true) ))

    val dataFrame = sqlContext.createDataFrame(sRDD,schema)

    dataFrame.show()



    /**
      * 排序 默认升序
      * 与order by一样
      */
        stuDF.sort(stuDF("age")).show(1000)
    //倒序
        stuDF.sort(stuDF("age").desc)
        stuDF.sort(-stuDF("age"))

    /**
      * 笛卡尔积
      */

    //根据相同到的列名进行join
    //计算每个学生的总分
        stuDF.join(scoDF,"id")
    //想让结果有多个列，就直接groupBy的时候添加
          .groupBy("id","name","age","gender","clazz")
          .sum("fen")
          .withColumnRenamed("sum(fen)","sum")
          .show()

    /**
      * 也可以有另一种方式进行join
      * stuDF("id") === scoDF("id") 相当于 sql语句on后面关联条件
      *
      */

        stuDF.join(scoDF, stuDF("id") === scoDF("id")).show()
    //也可以指定类型 关联方式
        stuDF.join(scoDF, stuDF("id") === scoDF("id"), "left_outer")


    /**
      * head 取前多个数据，返回的是row 和take算子一样的操作
      */
    stuDF
      .head(100) //actions算子
      .foreach(row => {
      //row代表是一行数据，可以通过下标和列名获取
      val id = row.getAs[String]("id")
      val name = row.getAs[String]("name")
      val age = row.getAs[Int]("age")
      val gender = row.getAs[String]("gender")
      val clazz = row.getAs[String]("clazz")

      println(id + "," + name + "," + age + "," + gender + "," + clazz)

    })

    /**
      * drop
      * 删除一列 返回新的DF
      */
    val dropDF = stuDF.drop("age")


    /**
      * 去重：去除整行相同的数据
      * 返回新的DF
      *
      */
    val distinctDF = stuDF.distinct()

    /**
      * map操作返回一个RDD
      */
    stuDF.map(row => row.getAs[String]("name")).foreach(println)

    /**
      * DF ->RDD
      * 每一行是一个row对象
      */
    val newStuRDD = stuDF.rdd


    /**
      * 注册成一个临时表
      */
    stuDF.registerTempTable("students")
    scoDF.registerTempTable("scores")

    /**
      * 想要取几个字段就把它加上 group by 后面加  这才是正确的写法  不然会报错
      */
        sqlContext
          .sql("select s1.id,s1.name,s1.age,sum(s2.fen) from students s1 join scores s2 on s1.id=s2.id group by s1.id,s1.name,s1.age")
          .show()


  }

  /**
    * 初始化方法
    * 设置Conf参数
    */
  override def init(): Unit = {
    conf.setMaster("local")

  }
}

/**
  * 样例类
  */
case class Student(id: String, name: String, age: Int, gender: String, clazz: String)

case class Score(id: String, keId: String, fen: Int)