Long story short, regarding the performance issue, it appeared with recompiled version of the source TGZ downloaded from spark website.

Problem disappears with 1.6.2-SNAPSHOT (branch-1.6)

Guillaume
Do you have code which can reproduce this performance drop in treeReduce? It would be helpful to debug. In the 1.6 release, we profiled it via the various MLlib algorithms and did not see performance drops.
That would be difficult, but if we cannot find out, we'll design a small example to test that. I first have to check with latest git version. I have to recompile spark with lgpl version of netlib.

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