ferrerabertran
Joined 14 years ago
Joined 14 years ago
Pangool is based on an extension of the MapReduce model we suggest and call "Tuple MapReduce". This is explained in detail in this post: http://www.datasalt.com/2012/02/tuple-mapreduce-beyond-the-c...
What this means is that in Pangool, if you worked with 2-sized Tuples, you would be able to do exactly the same that you do now with Java MapReduce - That includes custom RawComparators and arbitrary business logic in any place of the MapReduce chain (Mapper, Combiner, Reducer). Using n-sized Tuples together with Pangool's group & sort by, reduce-side join API will only mean less code, easier code at no loss of performance or flexibility.
Realize that Pangool is still a MapReduce API so it doesn't add any level of abstraction.
We designed Pangool with the aim of offering it as a replacement of the current MapReduce API. Therefore we are not labelling it as a "higher-level API" but as comparable low-level API.
On the other hand we are also benchmarking Pangool to show it doesn't impose a performance overhead: http://pangool.net/benchmark.html