def test_dimension_prior_change_forward_incompatible_dimensions(
self, small_prior, disjoint_prior, trials):
"""Test :meth:`orion.core.evc.adapters.DimensionPriorChange.forward`
with incompatible priors, such that all trials are filtered out
"""
dimension_prior_change_adapter = DimensionPriorChange(
"small_prior", small_prior, disjoint_prior)
adapted_trials = dimension_prior_change_adapter.forward(trials)
assert len(adapted_trials) == 0
def test_dimension_prior_change_forward(self, large_prior, small_prior,
trials):
"""Test :meth:`orion.core.evc.adapters.DimensionPriorChange.forward`
with compatible priors
"""
dimension_prior_change_adapter = DimensionPriorChange(
"small_prior", small_prior, large_prior)
adapted_trials = dimension_prior_change_adapter.forward(trials)
assert len(adapted_trials) == len(trials)
def test_dimension_prior_change_forward_different_shapes(
self, small_prior, prior_with_shape, trials, caplog):
"""Test :meth:`orion.core.evc.adapters.DimensionPriorChange.forward`
with priors of different shapes
"""
with caplog.at_level(logging.WARNING):
dimension_prior_change_adapter = DimensionPriorChange(
"small_prior", small_prior, prior_with_shape)
assert ("Oríon does not support yet adaptations on prior shape changes"
in caplog.records[0].msg)
trials = generate_trials({"small_prior": small_prior}, 10)
adapted_trials = dimension_prior_change_adapter.forward(trials)
assert len(adapted_trials) == 0