User defined aggregates

Review after #594 

@domoritz , you are probably the best reviewer if you have time. UserDefinedAggregator is essentially a fork of StatefulApply, except that the emitters only trigger at EOS and the emitters are not allowed to use the input tuples.
Can we rename the aggregator to reducer? This would make terms more distinguishable.