from models.dataset import Dataset # Creating a dataset of dimension 2 in input and 3 in output dset = Dataset(2, 3) # Adding datapoints dset.add_xy([0.0, 1.0], [ 1.0, 2.0, 0.0]) dset.add_xy([1.0, 0.0], [ 0.0, 0.0, 2.0]) dset.add_xy([2.0,-1.0], [-1.0,-2.0, 4.0]) # Nearest neighbors queries on input, requesting 2 neighbors dset.nn_x([0.2, 0.5], 2) # Nearest neighbors queries on output, requesting 1 neighbors dist, index = dset.nn_y([1.0, 1.0, 1.0], 1) # Retrieving the nearest output of [1.0, 1.0, 1.0] print dset.get_y(index[0]) # Retrieving the nearest datapoint print dset.get_xy(index[0])
