model = tf.keras.applications.xception.Xception(input_shape=X_val.shape[1:], weights=None, include_top=True, classes=6)
opt = tf.keras.optimizers.Adam(lr=LR, decay=1e-3)
model.compile(loss="categorical_crossentropy",
              optimizer=opt,
              metrics=['accuracy'])