def test_preproc_space(): rectangles_eval_fn = partial(eval_fn, protocol_cls=RectanglesVectorXV) fmin_pass_expr_memo_ctrl(rectangles_eval_fn) trials = hyperopt.Trials() space = nips2011_dbn.preproc_space() hyperopt.fmin( rectangles_eval_fn, space=space, max_evals=10, algo=hyperopt.rand.suggest, trials=trials, )
def test_nnet_rectangles(): rectangles_eval_fn = partial(eval_fn, protocol_cls=RectanglesVectorXV) fmin_pass_expr_memo_ctrl(rectangles_eval_fn) trials = hyperopt.Trials() hyperopt.fmin( rectangles_eval_fn, space=nnet1_preproc_space(sup_min_epochs=20, sup_max_epochs=40), max_evals=10, algo=hyperopt.rand.suggest, trials=trials, )
def test_nnet_mrbi(): rectangles_eval_fn = partial(eval_fn, protocol_cls=MNIST_RotatedBackgroundImages_VectorXV) fmin_pass_expr_memo_ctrl(rectangles_eval_fn) trials = hyperopt.Trials() hyperopt.fmin( rectangles_eval_fn, space=nnet1_preproc_space(sup_min_epochs=20, sup_max_epochs=40), max_evals=10, algo=hyperopt.rand.suggest, trials=trials, )