[remote-udaf](python-samples) use python to impl remote avg and sum s… (#11655)

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chenlinzhong
2022-08-10 22:13:37 +08:00
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# Remote UDF Function Service In Python Demo
## Compile
1. `pip install grpcio-tools`
2. `python -m grpc_tools.protoc -Iproto --python_out=. --grpc_python_out=. proto/function_service.proto && python -m grpc_tools.protoc -Iproto --python_out=. proto/types.proto`
# Run
`python function_server_demo.py 9000`
`9000` is the port that the server will listen on

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#!/usr/bin/env python
# encoding: utf-8
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
import logging
from concurrent import futures
import grpc
import function_service_pb2
import function_service_pb2_grpc
import types_pb2
import sys
import time;
class FunctionServerDemo(function_service_pb2_grpc.PFunctionServiceServicer):
def fn_call(self, request, context):
response = function_service_pb2.PFunctionCallResponse()
status = types_pb2.PStatus()
status.status_code = 0
response.status.CopyFrom(status)
if request.function_name == "rpc_sum_update":
result = types_pb2.PValues()
result.has_null = False
result_type = types_pb2.PGenericType()
result_type.id = types_pb2.PGenericType.INT64
result.type.CopyFrom(result_type)
total=0
size= len(request.args[0].int64_value)
for i in range(size):
total += request.args[0].int64_value[i]
if request.HasField("context"):
total += request.context.function_context.args_data[0].int64_value[0]
result.int64_value.append(total)
response.result.append(result)
if request.function_name == "rpc_sum_merge":
result = types_pb2.PValues()
result.has_null = False
result_type = types_pb2.PGenericType()
result_type.id = types_pb2.PGenericType.INT64
result.type.CopyFrom(result_type)
args_len = len(request.args)
total = 0
for i in range(args_len):
total += request.args[i].int64_value[0]
result.int64_value.append(total)
response.result.append(result)
if request.function_name == "rpc_sum_finalize":
result = types_pb2.PValues()
result.has_null = False
result_type = types_pb2.PGenericType()
result_type.id = types_pb2.PGenericType.INT64
result.type.CopyFrom(result_type)
total = request.context.function_context.args_data[0].int64_value[0]
result.int64_value.append(total)
response.result.append(result)
if request.function_name == "rpc_avg_update":
result = types_pb2.PValues()
result.has_null = False
result_type = types_pb2.PGenericType()
result_type.id = types_pb2.PGenericType.DOUBLE
result.type.CopyFrom(result_type)
total = 0
size = len(request.args[0].int32_value)
for i in range(size):
total += request.args[0].int32_value[i]
if request.HasField("context"):
total += request.context.function_context.args_data[0].double_value[0]
size += request.context.function_context.args_data[0].int32_value[0]
result.double_value.append(total)
result.int32_value.append(size)
response.result.append(result)
if request.function_name == "rpc_avg_merge":
result = types_pb2.PValues()
result.has_null = False
result_type = types_pb2.PGenericType()
result_type.id = types_pb2.PGenericType.DOUBLE
result.type.CopyFrom(result_type)
total = 0
size = 0
args_len = len(request.args)
for i in range(args_len):
total += request.args[i].double_value[0]
size += request.args[i].int32_value[0]
result.add_double.append(total)
result.add_int32.append(size)
response.result.append(result)
if request.function_name == "rpc_avg_finalize":
result = types_pb2.PValues()
result.has_null = False
result_type = types_pb2.PGenericType()
result_type.id = types_pb2.PGenericType.DOUBLE
result.type.CopyFrom(result_type)
total = request.context.function_context.args_data[0].double_value[0]
size = request.context.function_context.args_data[0].int32_value[0]
avg = total / size
result.double_value.append(avg)
response.result.append(result)
return response
def check_fn(self, request, context):
response = function_service_pb2.PCheckFunctionResponse()
status = types_pb2.PStatus()
status.status_code = 0
response.status.CopyFrom(status)
return response
def hand_shake(self, request, context):
response = types_pb2.PHandShakeResponse()
if request.HasField("hello"):
response.hello = request.hello
status = types_pb2.Pstatus()
status.status_code = 0
response.status.CopyFrom(status)
return response
def serve(port):
server = grpc.server(futures.ThreadPoolExecutor(max_workers=10))
function_service_pb2_grpc.add_PFunctionServiceServicer_to_server(FunctionServerDemo(), server)
server.add_insecure_port("0.0.0.0:%s" % port)
server.start()
while True:
time.sleep(1)
if __name__ == '__main__':
logging.basicConfig()
port = 9000
if len(sys.argv) > 1:
port = sys.argv[1]
serve(port)

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../../../../gensrc/proto/function_service.proto

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../../../../gensrc/proto/types.proto