Hadoop Single Node "Cluster" Setup http://www.cs.brandeis.edu/~cs147a/lab/hadoop-singlenode/
Adam: Hadoop jobs require quite a bit of boilerplate Java code to get up and running; I'd recommend you take a look at Cascading http://www.cascading.org/ as a way to eliminate lots of that.