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141 lines (113 loc) · 4.36 KB
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import pytest
from feast.infra.key_encoding_utils import (
_deserialize_value,
_serialize_val,
deserialize_entity_key,
reserialize_entity_v2_key_to_v3,
serialize_entity_key,
)
from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
from feast.protos.feast.types.Value_pb2 import Value as ValueProto
from feast.protos.feast.types.Value_pb2 import ValueType
def test_serialize_entity_key():
# Should be fine
serialize_entity_key(
EntityKeyProto(
join_keys=["user"], entity_values=[ValueProto(int64_val=int(2**15))]
),
entity_key_serialization_version=2,
)
# True int64, but should also be fine.
serialize_entity_key(
EntityKeyProto(
join_keys=["user"], entity_values=[ValueProto(int64_val=int(2**31))]
),
entity_key_serialization_version=2,
)
# Old serialization scheme, should fail.
with pytest.raises(BaseException):
serialize_entity_key(
EntityKeyProto(
join_keys=["user"], entity_values=[ValueProto(int64_val=int(2**31))]
),
)
def test_deserialize_entity_key():
serialized_entity_key = serialize_entity_key(
EntityKeyProto(
join_keys=["user"], entity_values=[ValueProto(int64_val=int(2**15))]
),
entity_key_serialization_version=3,
)
deserialized_entity_key = deserialize_entity_key(
serialized_entity_key, entity_key_serialization_version=3
)
assert deserialized_entity_key == EntityKeyProto(
join_keys=["user"], entity_values=[ValueProto(int64_val=int(2**15))]
)
def test_deserialize_multiple_entity_keys():
entity_key_proto = EntityKeyProto(
join_keys=["customer", "user"],
entity_values=[ValueProto(string_val="test"), ValueProto(int64_val=int(2**15))],
)
serialized_entity_key = serialize_entity_key(
entity_key_proto,
entity_key_serialization_version=3,
)
deserialized_entity_key = deserialize_entity_key(
serialized_entity_key,
entity_key_serialization_version=3,
)
assert deserialized_entity_key == entity_key_proto
def test_serialize_value():
v, t = _serialize_val("string_val", ValueProto(string_val="test"))
assert t == ValueType.STRING
assert v == b"test"
v, t = _serialize_val("bytes_val", ValueProto(bytes_val=b"test"))
assert t == ValueType.BYTES
assert v == b"test"
v, t = _serialize_val("int32_val", ValueProto(int32_val=1))
assert t == ValueType.INT32
assert v == b"\x01\x00\x00\x00"
# default entity_key_serialization_version is 1, so the result should be 4 bytes
v, t = _serialize_val("int64_val", ValueProto(int64_val=1))
assert t == ValueType.INT64
assert v == b"\x01\x00\x00\x00"
# current entity_key_serialization_version is 2, so the result should be 8 bytes
v, t = _serialize_val(
"int64_val", ValueProto(int64_val=1), entity_key_serialization_version=2
)
assert t == ValueType.INT64
assert v == b"\x01\x00\x00\x00\x00\x00\x00\x00"
# new entity_key_serialization_version is 3, the result should be same as version 2
v, t = _serialize_val(
"int64_val", ValueProto(int64_val=1), entity_key_serialization_version=3
)
assert t == ValueType.INT64
assert v == b"\x01\x00\x00\x00\x00\x00\x00\x00"
def test_deserialize_value():
v = _deserialize_value(ValueType.STRING, b"test")
assert v.string_val == "test"
v = _deserialize_value(ValueType.BYTES, b"test")
assert v.bytes_val == b"test"
v = _deserialize_value(ValueType.INT32, b"\x01\x00\x00\x00")
assert v.int32_val == 1
v = _deserialize_value(ValueType.INT64, b"\x01\x00\x00\x00\x00\x00\x00\x00")
assert v.int64_val == 1
def test_reserialize_entity_v2_key_to_v3():
entity_key_proto_v2 = EntityKeyProto(
join_keys=["user"],
entity_values=[ValueProto(int64_val=int(2**15))],
)
serialized_key_v2 = serialize_entity_key(
entity_key_proto_v2,
entity_key_serialization_version=2,
)
serialized_key_v3 = reserialize_entity_v2_key_to_v3(serialized_key_v2)
deserialized_key_v3 = deserialize_entity_key(
serialized_key_v3,
entity_key_serialization_version=3,
)
assert deserialized_key_v3 == EntityKeyProto(
join_keys=["user"],
entity_values=[ValueProto(int64_val=int(2**15))],
)