I released joblib 0.8.0a and open a pull request to upgrade joblib and
use the new threading backend when fitting forests in parallel:

  https://github.com/scikit-learn/scikit-learn/pull/2681

For instance if you run:

python benchmarks/bench_covertype.py --classifiers=ExtraTrees --n-jobs=4

You should now see a single Python process using more than 350% CPU on
a 4+ core machine.

-- 
Olivier

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