i have noticed that the random forest implementation crashes when 
to many trees/ to big maxDepth is used. 

im guessing that this is something to do with the amount of nodes that need to be
kept in driver's memory during the run. 

but when i examined the nodes structure is seems rather small 

does anyone now where does the memory issue come from?