def test_bayesopt_batch(parameters, results, transforms):
gpyopt = GPyOpt(max_concurrent=10)
domain = gpyopt._initialize_domain(parameters, transforms)
X, y = GPyOpt._prepare_data_for_bayes_opt(parameters, results, transforms)
batch = gpyopt._generate_bayesopt_batch(domain, X, y, lower_is_better=True)
assert batch.shape == (10, 5)
def test_bayesopt_batch(parameters, results):
gpyopt = GPyOpt(max_concurrent=10)
gpyopt.domain = gpyopt._initialize_domain(parameters)
gpyopt.lower_is_better = True
X, y, y_var = GPyOpt._prepare_data_for_bayes_opt(parameters, results)
domain = gpyopt._initialize_domain(parameters)
batch = gpyopt._generate_bayesopt_batch(X,
y,
lower_is_better=True,
domain=domain)
assert batch.shape == (10, 4)
