def do_adaboost(self):
if self.flag == 0:
start = time.time()
adaboost_instance = AdaBoost(self.train)
adaboost_instance.create_and_train_classifiers()
adaboost_instance.write_model(self.model_file)
end = time.time()
print 'Training Time :', (end - start) / 60, 'mins'
else:
start = time.time()
adaboost_instance = AdaBoost(None)
adaboost_instance.load_model(self.model_file)
test_output = adaboost_instance.test(self.test, self.output_file)
print test_output['accuracy'], '%'
end = time.time()
print 'Testing Time :', (end - start) / 60, 'mins'
