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Use RFECV for features selection AND prediction with sklearn?

I want to make a prediction with sklearn and Random Forest but I want to select the best features before.
I have 70 features and I want to select automatically the best features.
So SequentialFeatureSelector or RFE is useless for me beaucause I don’t want to put an arbitrary number of features to select.