import BagLearner as bgl
import LinRegLearner as lrl

class InsaneLearner(object):
    def __init__(self, verbose=False):
        def bag_learner():
            return bgl.BagLearner(lrl.LinRegLearner, bags=20, verbose=verbose)
        self.learner = bgl.BagLearner(bag_learner, bags=20, verbose=verbose)

    def author(self):
        return 'felixm' # replace tb34 with your Georgia Tech username

    def addEvidence(self, data_x, data_y):
        """
        @summary: Add training data to learner
        @param dataX: X values of data to add
        @param dataY: the Y training values
        """
        self.learner.addEvidence(data_x, data_y)

    def query(self, points):
        """
        @summary: Estimate a set of test points given the model we built.
        @param points: should be a numpy array with each row corresponding to a specific query.
        @returns the estimated values according to the saved model.
        """
        return self.learner.query(points)