The first question is, are you actually running out of ram? The garbage collector seems to have triggered full collections at the 4gb mark, and memory fragmentation might have left you with 900mb of address space that is mainly empty. Also, do you really need all 4 million graphs in memory simultaneously? Use @parallel to iterate over them if thats all you need.
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