在使用mrjob的MapReduce作业中使用SORT_VALUES时出现问题(键值未在化简器输入中排序)

时间:2019-05-21 14:10:17

标签: python hadoop mapreduce mrjob

我想创建一个MapReduce程序,其reduce接收按值排序的k-v对。我正在使用mrjob,其SORT_VALUES参数似乎非常适合该任务。将此参数设置为True后,reducer输入未排序,例如,我得到以下内容(考虑A应该在X之前出现)

"ES"    ["X", 3]
"ES"    ["A", "Spain"]

我正在使用Python 2.7.5,mrjob == 0.6.1和Hadoop。该程序的本地执行给我:

"ES"    ["A", "Spain"]
"ES"    ["X", 1]
"ES"    ["X", 2]

这是正确的。但是hadoop的执行给出了:

"ES"    ["X", 3]
"ES"    ["A", "Spain"]

我的代码是:


import sys, os, re
from mrjob.job import MRJob
from mrjob.step import MRStep 

class MRJoin(MRJob):

    SORT_VALUES = True

    def mapper(self, _, line):
        splits = line.rstrip("\n").split(",")
        if len(splits) == 2: # countries
            symbol = 'A' # countries before clients
            country2digit = splits[1]
            yield country2digit, (symbol, splits[0])
        else: #  clients
            symbol = 'X'
            country2digit = splits[2]
            if splits[1]=='bueno':
                yield country2digit,(symbol, 1)

    def combiner(self,key, values):
        bueno=0
        for value in values:
            if value[0] == 'A':
                yield key, ('A', value[1])
            else:
                bueno=bueno + 1

        if bueno > 0:
            yield key, ('X', bueno)

    def reducerSimple(self, key, values):
        for value in values:
            yield key,value


    def steps(self): 
        return [ 
            MRStep(mapper=self.mapper 
                   ,combiner=self.combiner
                   ,reducer=self.reducerSimple) 
        ] 


if __name__ == '__main__':
    MRJoin.run()

我像这样运行上面的代码:

python mrjob-p2.py /media/notebooks/clients.csv /media/notebooks/countries.csv -r hadoop

哪个给:

"ES"    ["X", 3]
"ES"    ["A", "Spain"]
...
"GN"    ["A", "Guinea"]
"GN"    ["X", 1]
...

ES键(和其他几个键)的值未排序,但其他键的值已排序。

我期望(如果对值进行排序,则A应该在X之前)

"ES"    ["A", "Spain"]
"ES"    ["X", 3]

如果我在本地运行:

python mrjob-p2.py /media/notebooks/clients.csv /media/notebooks/countries.csv -r本地

然后我得到:

"ES"    ["A", "Spain"]
"ES"    ["X", 1]
"ES"    ["X", 2]
...
"GN"    ["A", "Guinea"]
"GN"    ["X", 1]
...

哪个是正确的

有人对如何对值进行排序有想法吗?

谢谢:)

0 个答案:

没有答案