def structure_plif_hmsvm_bmrm (num_examples, example_length, num_features, num_noise_features): from modshogun import RealMatrixFeatures, TwoStateModel, DualLibQPBMSOSVM, StructuredAccuracy model = TwoStateModel.simulate_data(num_examples, example_length, num_features, num_noise_features) sosvm = DualLibQPBMSOSVM(model, model.get_labels(), 5000.0) sosvm.set_store_train_info(False) sosvm.train() #print sosvm.get_w() predicted = sosvm.apply(model.get_features()) evaluator = StructuredAccuracy() acc = evaluator.evaluate(predicted, model.get_labels())