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perf: Optimize protobuf parsing in Redis online store by abhijeet-dhumal · Pull Request #6023 · feast-dev/feast · GitHub

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      • redis.py
31 changes: 14 additions & 17 deletions sdk/python/feast/infra/online_stores/redis.py
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode characters
Original file line number Diff line number Diff line change
Expand Up @@ -372,14 +372,11 @@ def _convert_redis_values_to_protobuf(
redis_values: List[List[ByteString]],
feature_view: str,
requested_features: List[str],
):
result: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = []
for values in redis_values:
features = self._get_features_for_entity(
values, feature_view, requested_features
)
result.append(features)
return result
) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
return [
self._get_features_for_entity(values, feature_view, requested_features)
for values in redis_values
]

def online_read(
self,
Expand Down Expand Up @@ -445,21 +442,21 @@ def _get_features_for_entity(
res_val = dict(zip(requested_features, values))

res_ts = Timestamp()
ts_val = res_val.pop(f"_ts:{feature_view}")
ts_key = f"_ts:{feature_view}"
ts_val = res_val.pop(ts_key)
if ts_val:
res_ts.ParseFromString(bytes(ts_val))
res_ts.ParseFromString(ts_val)

res = {}
res: Dict[str, ValueProto] = {}
for feature_name, val_bin in res_val.items():
val = ValueProto()
if val_bin:
val.ParseFromString(bytes(val_bin))
val.ParseFromString(val_bin)
res[feature_name] = val

if not res:
return None, None
else:
# reconstruct full timestamp including nanos
total_seconds = res_ts.seconds + res_ts.nanos / 1_000_000_000.0
timestamp = datetime.fromtimestamp(total_seconds, tz=timezone.utc)
return timestamp, res

total_seconds = res_ts.seconds + res_ts.nanos / 1_000_000_000.0
timestamp = datetime.fromtimestamp(total_seconds, tz=timezone.utc)
return timestamp, res
124 changes: 124 additions & 0 deletions sdk/python/tests/unit/infra/online_store/test_redis.py
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Original file line number Diff line number Diff line change
Expand Up @@ -128,3 +128,127 @@ def test_get_features_for_entity(redis_online_store: RedisOnlineStore, feature_v
assert "feature_view_1:feature_11" in features
assert features["feature_view_1:feature_10"].int32_val == 1
assert features["feature_view_1:feature_11"].int32_val == 2


def test_get_features_for_entity_with_memoryview(
redis_online_store: RedisOnlineStore, feature_view
):
"""Test that _get_features_for_entity handles memoryview inputs correctly.

Redis may return memoryview objects instead of bytes in some cases.
The optimized code should handle both without unnecessary conversions.
"""
requested_features = [
"feature_view_1:feature_10",
"feature_view_1:feature_11",
"_ts:feature_view_1",
]
# Create memoryview objects to simulate redis returning memoryview
val1_bytes = ValueProto(int32_val=100).SerializeToString()
val2_bytes = ValueProto(int32_val=200).SerializeToString()
ts_bytes = Timestamp(seconds=1234567890, nanos=123456789).SerializeToString()

values = [
memoryview(val1_bytes),
memoryview(val2_bytes),
memoryview(ts_bytes),
]

timestamp, features = redis_online_store._get_features_for_entity(
values=values,
feature_view=feature_view.name,
requested_features=requested_features,
)
assert features["feature_view_1:feature_10"].int32_val == 100
assert features["feature_view_1:feature_11"].int32_val == 200
assert timestamp is not None


def test_get_features_for_entity_with_none_values(
redis_online_store: RedisOnlineStore, feature_view
):
"""Test that _get_features_for_entity handles None values correctly."""
requested_features = [
"feature_view_1:feature_10",
"feature_view_1:feature_11",
"_ts:feature_view_1",
]
values = [
ValueProto(int32_val=1).SerializeToString(),
None, # Missing feature value
Timestamp().SerializeToString(),
]

timestamp, features = redis_online_store._get_features_for_entity(
values=values,
feature_view=feature_view.name,
requested_features=requested_features,
)
assert features["feature_view_1:feature_10"].int32_val == 1
# None value should result in empty ValueProto
assert features["feature_view_1:feature_11"].WhichOneof("val") is None


def test_convert_redis_values_to_protobuf_multiple_entities(
redis_online_store: RedisOnlineStore, feature_view
):
"""Test batch conversion with multiple entities."""
requested_features = [
"feature_view_1:feature_10",
"feature_view_1:feature_11",
"_ts:feature_view_1",
]
# Multiple entity values
values = [
[
ValueProto(int32_val=1).SerializeToString(),
ValueProto(int32_val=2).SerializeToString(),
Timestamp(seconds=1000).SerializeToString(),
],
[
ValueProto(int32_val=10).SerializeToString(),
ValueProto(int32_val=20).SerializeToString(),
Timestamp(seconds=2000).SerializeToString(),
],
[
ValueProto(int32_val=100).SerializeToString(),
ValueProto(int32_val=200).SerializeToString(),
Timestamp(seconds=3000).SerializeToString(),
],
]

results = redis_online_store._convert_redis_values_to_protobuf(
redis_values=values,
feature_view=feature_view.name,
requested_features=requested_features,
)

assert len(results) == 3
assert results[0][1]["feature_view_1:feature_10"].int32_val == 1
assert results[1][1]["feature_view_1:feature_10"].int32_val == 10
assert results[2][1]["feature_view_1:feature_10"].int32_val == 100


def test_get_features_for_entity_with_all_none_values(
redis_online_store: RedisOnlineStore, feature_view
):
"""Test that None feature values result in empty ValueProto objects."""
requested_features = [
"feature_view_1:feature_10",
"_ts:feature_view_1",
]
# All None values except timestamp
values = [
None,
Timestamp().SerializeToString(),
]

timestamp, features = redis_online_store._get_features_for_entity(
values=values,
feature_view=feature_view.name,
requested_features=requested_features,
)
# Even with None value, an empty ValueProto is created
assert features is not None
assert "feature_view_1:feature_10" in features
assert features["feature_view_1:feature_10"].WhichOneof("val") is None
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