# Copyright 2018 Intel Corporation # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. def scale_dataset(x_train): import numpy as np # Scale CIFAR10's 32x32 images up to 224x224 return np.repeat(np.repeat(x_train, 7, axis=1), 7, axis=2) def build_model(): import keras.applications as kapp from keras.layers import Input from keras.backend import floatx inputLayer = Input(shape=(224, 224, 3), dtype=floatx()) return kapp.VGG16(input_tensor=inputLayer)