def _prepare_for_rebinding(bb):
"""Replaces `bb` with semantically equivalent version for rebinding."""
all_equal_normalized = transformations.normalize_all_equal_bit(bb)
identities_removed, _ = tree_transformations.remove_mapped_or_applied_identity(
all_equal_normalized)
for_rebind, _ = compiler_transformations.prepare_for_rebinding(
identities_removed)
return for_rebind
def test_converts_not_all_equal_at_server_reference_to_equal(self):
fed_type_not_all_equal = computation_types.FederatedType(
tf.int32, placements.SERVER, all_equal=False)
normalized_comp = transformations.normalize_all_equal_bit(
building_blocks.Reference('x', fed_type_not_all_equal))
self.assertEqual(
normalized_comp.type_signature,
computation_types.FederatedType(
tf.int32, placements.SERVER, all_equal=True))
self.assertIsInstance(normalized_comp, building_blocks.Reference)
self.assertEqual(str(normalized_comp), 'x')
def test_converts_all_equal_at_clients_lambda_parameter_to_not_equal(self):
fed_type_all_equal = computation_types.FederatedType(
tf.int32, placements.CLIENTS, all_equal=True)
normalized_fed_type = computation_types.FederatedType(
tf.int32, placements.CLIENTS)
ref = building_blocks.Reference('x', fed_type_all_equal)
lam = building_blocks.Lambda('x', fed_type_all_equal, ref)
normalized_lambda = transformations.normalize_all_equal_bit(lam)
self.assertEqual(
lam.type_signature,
computation_types.FunctionType(fed_type_all_equal, fed_type_all_equal))
self.assertIsInstance(normalized_lambda, building_blocks.Lambda)
self.assertEqual(str(normalized_lambda), '(x -> x)')
self.assertEqual(
normalized_lambda.type_signature,
computation_types.FunctionType(normalized_fed_type,
normalized_fed_type))
def test_converts_federated_map_all_equal_to_federated_map(self):
fed_type_all_equal = computation_types.FederatedType(
tf.int32, placements.CLIENTS, all_equal=True)
normalized_fed_type = computation_types.FederatedType(
tf.int32, placements.CLIENTS)
int_ref = building_blocks.Reference('x', tf.int32)
int_identity = building_blocks.Lambda('x', tf.int32, int_ref)
federated_int_ref = building_blocks.Reference('y', fed_type_all_equal)
called_federated_map_all_equal = building_block_factory.create_federated_map_all_equal(
int_identity, federated_int_ref)
normalized_federated_map = mapreduce_transformations.normalize_all_equal_bit(
called_federated_map_all_equal)
self.assertEqual(called_federated_map_all_equal.function.uri,
intrinsic_defs.FEDERATED_MAP_ALL_EQUAL.uri)
self.assertIsInstance(normalized_federated_map, building_blocks.Call)
self.assertIsInstance(normalized_federated_map.function,
building_blocks.Intrinsic)
self.assertEqual(normalized_federated_map.function.uri,
intrinsic_defs.FEDERATED_MAP.uri)
self.assertEqual(normalized_federated_map.type_signature,
normalized_fed_type)
def test_raises_on_none(self):
with self.assertRaises(TypeError):
mapreduce_transformations.normalize_all_equal_bit(None)
