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feat: Implement gRPC server to ingest streaming features (feast-dev#3687
) * Implemented gRPC server for ingesting streaming features. Signed-off-by: mehmettokgoz <mehmet.tokgoz@hazelcast.com> Signed-off-by: Danny C <d.chiao@gmail.com>
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,27 @@ | ||
syntax = "proto3"; | ||
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||
message PushRequest { | ||
map<string, string> features = 1; | ||
string stream_feature_view = 2; | ||
bool allow_registry_cache = 3; | ||
string to = 4; | ||
} | ||
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message PushResponse { | ||
bool status = 1; | ||
} | ||
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message WriteToOnlineStoreRequest { | ||
map<string, string> features = 1; | ||
string feature_view_name = 2; | ||
bool allow_registry_cache = 3; | ||
} | ||
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message WriteToOnlineStoreResponse { | ||
bool status = 1; | ||
} | ||
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service GrpcFeatureServer { | ||
rpc Push (PushRequest) returns (PushResponse) {}; | ||
rpc WriteToOnlineStore (WriteToOnlineStoreRequest) returns (WriteToOnlineStoreResponse); | ||
} |
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Original file line number | Diff line number | Diff line change |
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import logging | ||
from concurrent import futures | ||
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||
import grpc | ||
import pandas as pd | ||
from grpc_health.v1 import health, health_pb2_grpc | ||
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from feast.data_source import PushMode | ||
from feast.errors import PushSourceNotFoundException | ||
from feast.feature_store import FeatureStore | ||
from feast.protos.feast.serving.GrpcServer_pb2 import ( | ||
PushResponse, | ||
WriteToOnlineStoreResponse, | ||
) | ||
from feast.protos.feast.serving.GrpcServer_pb2_grpc import ( | ||
GrpcFeatureServerServicer, | ||
add_GrpcFeatureServerServicer_to_server, | ||
) | ||
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def parse(features): | ||
df = {} | ||
for i in features.keys(): | ||
df[i] = [features.get(i)] | ||
return pd.DataFrame.from_dict(df) | ||
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class GrpcFeatureServer(GrpcFeatureServerServicer): | ||
fs: FeatureStore | ||
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def __init__(self, fs: FeatureStore): | ||
self.fs = fs | ||
super().__init__() | ||
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def Push(self, request, context): | ||
try: | ||
df = parse(request.features) | ||
if request.to == "offline": | ||
to = PushMode.OFFLINE | ||
elif request.to == "online": | ||
to = PushMode.ONLINE | ||
elif request.to == "online_and_offline": | ||
to = PushMode.ONLINE_AND_OFFLINE | ||
else: | ||
raise ValueError( | ||
f"{request.to} is not a supported push format. Please specify one of these ['online', 'offline', " | ||
f"'online_and_offline']." | ||
) | ||
self.fs.push( | ||
push_source_name=request.push_source_name, | ||
df=df, | ||
allow_registry_cache=request.allow_registry_cache, | ||
to=to, | ||
) | ||
except PushSourceNotFoundException as e: | ||
logging.exception(str(e)) | ||
context.set_code(grpc.StatusCode.INVALID_ARGUMENT) | ||
context.set_details(str(e)) | ||
return PushResponse(status=False) | ||
except Exception as e: | ||
logging.exception(str(e)) | ||
context.set_code(grpc.StatusCode.INTERNAL) | ||
context.set_details(str(e)) | ||
return PushResponse(status=False) | ||
return PushResponse(status=True) | ||
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def WriteToOnlineStore(self, request, context): | ||
logging.warning( | ||
"write_to_online_store is deprecated. Please consider using Push instead" | ||
) | ||
try: | ||
df = parse(request.features) | ||
self.fs.write_to_online_store( | ||
feature_view_name=request.feature_view_name, | ||
df=df, | ||
allow_registry_cache=request.allow_registry_cache, | ||
) | ||
except Exception as e: | ||
logging.exception(str(e)) | ||
context.set_code(grpc.StatusCode.INTERNAL) | ||
context.set_details(str(e)) | ||
return PushResponse(status=False) | ||
return WriteToOnlineStoreResponse(status=True) | ||
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def get_grpc_server(address: str, fs: FeatureStore, max_workers: int): | ||
server = grpc.server(futures.ThreadPoolExecutor(max_workers=max_workers)) | ||
add_GrpcFeatureServerServicer_to_server(GrpcFeatureServer(fs), server) | ||
health_servicer = health.HealthServicer( | ||
experimental_non_blocking=True, | ||
experimental_thread_pool=futures.ThreadPoolExecutor(max_workers=max_workers), | ||
) | ||
health_pb2_grpc.add_HealthServicer_to_server(health_servicer, server) | ||
server.add_insecure_port(address) | ||
return server |
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