Hi all,

I've just run bench_covertype on today master.
I needed to uncomment ExtraTrees and RandomForest benchs.

The result are quite unexpected:

Classifier   train-time test-time error-rate
--------------------------------------------
Liblinear     13.5609s   0.0683s     0.2307
GaussianNB    3.6565s    0.1753s     0.6367
SGD           0.4522s    0.0170s     0.2300
CART          35.3378s   0.0375s     0.0476
RandomForest 246.8737s   0.6908s     0.0807
Extra-Trees  182.0412s   0.6269s     0.1986


with respect to the what reported in bech_covertype.py:

Classifier train-time test-time error-rate
-------------------------------------------- Liblinear 11.8977s 0.0285s
0.2305 GaussianNB 3.5931s 0.6645s 0.3633 SGD 0.2924s 0.0114s 0.2300 CART
39.9829s 0.0345s 0.0476 RandomForest 794.6232s 1.0526s 0.0249 Extra-Trees
1401.7051s 1.1181s 0.0230

Unless I'm missing something obvious I'll open a ticket
a try to give git bisect a run ...

Thanks!
Paolo

PS: I just noticed that also GaussianNB results are worse...
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