Refer to this repo and make it work on hadoop 2.x. This distributed recommender system is based on itemCF algorithm, which is implemented by several map-reduce steps.

Run on hadoop:

hadoop jar myHadoop.jar org.conan.myhadoop.recommend.Recommend

Check the results:

hdfs dfs -cat /user/hdfs/recommend/step6/part-r-00000