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MapReduce: Inverted Index
CSE223B Lab1 Jian Xu, A53026658 [email protected] ******** HOW TO RUN ******** This lab is written in Python, since I don't know how to program in Java. Hope it does not matter. The lab consists of two files, InvertIndex_map.py, for mapper; and InvertIndex_reduce.py, for reducer. Before you run the job, change the mode of the two files: $ chmod 777 InvertedIndex/* Now you can run the job with following command: $ $HADOOP_PATH/bin/hadoop jar $HADOOP_PATH/contrib/streaming/hadoop*streaming*jar -input /user/$USER/II_input/* -output /user/$USER/II_output -file InvertedIndex/InvertIndex_map.py -mapper InvertedIndex/InvertIndex_map.py -file InvertedIndex/InvertIndex_reduce.py -reducer InvertedIndex/InvertIndex_reduce.py Modify the path accordingly. I've also attached the output file II_output in the tar file. ******** EXPLAINATION ******** InvertIndex_map.py: This file read from stdin, split the line with space, and for each word, get the filename of current file, and process the word: first low the case, only keep following character valid: a-z, 0-9, ' - And remove all the other characters. Finally, print the output to stdout: key is word, and value is filename. InvertIndex_reduce.py: This file read from stdin, get the (key, value), and insert the (key, value) into a dictionary if key is not in it or the (key, value) in the dictionary does not contain the new value.
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