To run benchmarks from commandline, you need to run bin/mahout while your hbase-site.xml should be in this relative directory: lib/hadoop/, to run matrix tests, your test hbase-site.xml should be in this relative directory: lib/hadoop/test. To use the library, always instantiate an HBase matrix with your custom Configuration object