spark 的 map 和 flatMap 应该怎样理解? - V2EX
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checgg

spark 的 map 和 flatMap 应该怎样理解?

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  •   checgg Aug 5, 2016 2755 views
    This topic created in 3552 days ago, the information mentioned may be changed or developed.
    cOnf= SparkConf().setAppName("Simple App").setMaster("local")
    sc = SparkContext(cOnf=conf)
    file = "./README.md"
    “”“
    111 aaa bcd
    22 qqq www
    ”“”
    dataFile = sc.textFile(file)
    test = dataFile.map(lambda s : s)
    print test.collect() # [u'111 aaa bcd', u'22 qqq www']
    test = dataFile.flatMap(lambda s : s)
    print test.collect() # [u'1', u'1', u'1', u' ', u'a', u'a', u'a', u' ', u'b', u'c', u'd', u'2', u'2', u' ', u'q', u'q', u'q', u' ', u'w', u'w', u'w'


    map 文档是这样解释的: Return a new distributed dataset formed by passing each element of the source through a function func.
    我的理解是对 rdd 的每一个 element 进行 func,最后返回的数量应该是等于 element 的数量的。

    flatMap 是这样解释:Similar to map, but each input item can be mapped to 0 or more output items (so func should return a Seq rather than a single item).

    这里不懂为什么 flatMap 结果是一个个字母?
    3 replies    2016-08-06 01:59:56 +08:00
    wayslog
        1
    wayslog  
       Aug 5, 2016 via Android
    很简单啊… map 是一对一转成其他的值, flatMap 是有可能一个值转成
    wayslog
        2
    wayslog  
       Aug 5, 2016 via Android
    接上面,一个值转成了不限数量个值……
    SoloCompany
        3
    SoloCompany  
       Aug 6, 2016
    map 是一阶函数转换,比如 a -> a.name
    map 之后元素个数不变是 n -> n 变换

    flatMap 是二阶函数转换,把树结构摊平,比如 a -> lambda (x -> x.children)
    摊平之后的元素是遍历所有叶结点的结果, 可以近似看做 n -> n^2 变换
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