def prepare_for_inference(self):
""" Sets up the AndOrRegion nodes, but also trains the K means. """
AndOrRegion.prepare_for_inference(self)
# Train the K means
self.kmeans_learners = []
for widx in range(len(self.windows)):
train_data = numpy.array(self.input_acts[widx], "float32")
kfl = KmeansFeatureLearner(self.K, train_data, max_iter=self.max_iter)
self.kmeans_learners.append(kfl)
