苏童 发表于 2018-8-7 11:26:21

Streaming执行Python版WordCount

  一:先写map类
import sys  
for line in sys.stdin:
  
line = line.strip( )
  
words = line.split( )
  
for word in words:
  
print('%s\t%s' % (word, 1))
  二:写reduce类
import sys  
current_word = None
  
current_count = 0
  
word = None
  
for line in sys.stdin:
  
line = line.strip()
  
word, count = line.split('\t',1)
  
try:
  
count = int(count)
  
except ValueError:
  
continue
  
if current_word == word:
  
current_count += count
  
else:
  
if current_word:
  
print('%s\t%s' % (current_word,current_count))
  
current_count = count
  
current_word = word
  
if current_word == word:
  
print('%s\t%s' % (current_word,current_count))
  三:利用hadoop Streaming执行Python的内容。
  hadoop jar /home/hadoop/hadoop-2.6.0-cdh5.5.2/share/hadoop/tools/lib/hadoop-streaming-2.6.0-cdh5.5.2.jar-input /user/hadoop/aa.txt -output /user/hadoop/python_output -mapper "python mapper.py" -reducer "python reducer.py" -file mapper.py -file reducer.py
  说明:
  输入和输出路径,本身就是hdfs上的,不需要特殊指定hdfs。
  不加黄色部分的引号的话,会报错误:
  Error: java.lang.RuntimeException: PipeMapRed.waitOutputThreads(): subprocess failed with code 2
  不加粉色部分的内容的话,会报错误:
  Error: java.lang.RuntimeException: Error in configuring object
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