def testEncodeDecodeSimpleBenchmarkProblem(self):
branin_problem = get_branin_simple_benchmark_problem()
sum_problem = get_sum_simple_benchmark_problem()
new_branin_problem = object_from_json(object_to_json(branin_problem))
new_sum_problem = object_from_json(object_to_json(sum_problem))
self.assertEqual(branin_problem.f(1, 2), new_branin_problem.f(1, 2),
branin(1, 2))
self.assertEqual(sum_problem.f([1, 2]), new_sum_problem.f([1, 2]), 3)
# Test using `from_botorch`.
ackley_problem = SimpleBenchmarkProblem(f=from_botorch(Ackley()),
noise_sd=0.0,
minimize=True)
new_ackley_problem = object_from_json(object_to_json(ackley_problem))
self.assertEqual(ackley_problem.f(1, 2), new_ackley_problem.f(1, 2),
ackley(1, 2))
def testEncodeDecodeSimpleBenchmarkProblem(self):
branin_problem = get_branin_simple_benchmark_problem()
sum_problem = get_sum_simple_benchmark_problem()
new_branin_problem = object_from_json(
object_to_json(
branin_problem,
encoder_registry=DEPRECATED_ENCODER_REGISTRY,
class_encoder_registry=DEPRECATED_CLASS_ENCODER_REGISTRY,
),
decoder_registry=DEPRECATED_DECODER_REGISTRY,
class_decoder_registry=DEPRECATED_CLASS_DECODER_REGISTRY,
)
new_sum_problem = object_from_json(
object_to_json(
sum_problem,
encoder_registry=DEPRECATED_ENCODER_REGISTRY,
class_encoder_registry=DEPRECATED_CLASS_ENCODER_REGISTRY,
),
decoder_registry=DEPRECATED_DECODER_REGISTRY,
class_decoder_registry=DEPRECATED_CLASS_DECODER_REGISTRY,
)
self.assertEqual(
branin_problem.f(1, 2), new_branin_problem.f(1, 2), branin(1, 2)
)
self.assertEqual(sum_problem.f([1, 2]), new_sum_problem.f([1, 2]), 3)
# Test using `from_botorch`.
ackley_problem = SimpleBenchmarkProblem(
f=from_botorch(Ackley()), noise_sd=0.0, minimize=True
)
new_ackley_problem = object_from_json(
object_to_json(
ackley_problem,
encoder_registry=DEPRECATED_ENCODER_REGISTRY,
class_encoder_registry=DEPRECATED_CLASS_ENCODER_REGISTRY,
),
decoder_registry=DEPRECATED_DECODER_REGISTRY,
class_decoder_registry=DEPRECATED_CLASS_DECODER_REGISTRY,
)
self.assertEqual(
ackley_problem.f(1, 2), new_ackley_problem.f(1, 2), ackley(1, 2)
)