gRPC 服务端流式RPC基于python的应用
应用场景: python服务端 java客户端 通过grpc进行通信
java客户端
- 在与Sources同级的文件夹下新建proto文件夹,在proto文件夹中新建 msg.proto
- msg.proto内容如下

// @1 使用proto3语法
syntax = "proto3";
// @2 生成多个类(一个类方便管理)
option java_multiple_files = false;
// @3 生成java类所在包
option java_package = "com.example.spbclient.proto";
// @4 生成外层类类名
option java_outer_classname = "MsgProto";
// @6 .proto包名(逻辑包名)
package msg;
// @7 定义服务,用于描述要生成的API接口,类似于Java的业务逻辑接口类
service MsgService {
// imgIdentify 方法名 ImgRequest 传入参数 ImgResponse 返回响应
//注意:这里是returns 不是return
// Unary RPC(单项RPC)
rpc GetMsg (MsgRequest) returns (MsgResponse) {}
// A server-to-client streaming RPC.(服务端流式RPC)
rpc GetMsgByServerStream(MsgRequest) returns (stream MsgResponse) {}
// A client-to-server streaming RPC. (客户端流式RPC)
rpc GetMsgByClientStream(stream MsgRequest) returns (MsgResponse) {}
// A Bidirectional streaming RPC.(双向流式RPC)
rpc GetMsgByBidirectionalStream(stream MsgRequest) returns (stream MsgResponse) {}
}
//定义请求数据结构
// string 数据类型
// calName 参数名称
// 1 序号、索引值(表示第一个参数,防止传参顺序错乱),一旦开始就不能改变
// int32 int
// int64 long
// 不可以使用 19000-19999 保留字
// TODO 大小写问题
message MsgRequest {
string name = 1;
}
message MsgResponse {
string msg = 1;
}- pom.xml文件增加依赖和插件
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http:///POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http:///POM/4.0.0 https:///xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<parent>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-parent</artifactId>
<version>3.1.1</version>
<relativePath/> <!-- lookup parent from repository -->
</parent>
<groupId>com.example</groupId>
<artifactId>grpc-demo</artifactId>
<version>0.0.1-SNAPSHOT</version>
<name>grpc-demo</name>
<description>grpc-demo</description>
<properties>
<java.version>17</java.version>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
<grpc.version>1.56.0</grpc.version><!-- CURRENT_GRPC_VERSION -->
<protobuf.version>3.22.3</protobuf.version>
<protoc.version>3.22.3</protoc.version>
</properties>
<dependencyManagement>
<dependencies>
<dependency>
<groupId>io.grpc</groupId>
<artifactId>grpc-bom</artifactId>
<version>${grpc.version}</version>
<type>pom</type>
<scope>import</scope>
</dependency>
</dependencies>
</dependencyManagement>
<dependencies>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-thymeleaf</artifactId>
</dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-web</artifactId>
</dependency>
<dependency>
<groupId>org.projectlombok</groupId>
<artifactId>lombok</artifactId>
<optional>true</optional>
</dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-test</artifactId>
<scope>test</scope>
</dependency>
<!--grpc所需的依赖-->
<dependency>
<groupId>io.grpc</groupId>
<artifactId>grpc-netty-shaded</artifactId>
<scope>runtime</scope>
</dependency>
<dependency>
<groupId>io.grpc</groupId>
<artifactId>grpc-protobuf</artifactId>
</dependency>
<dependency>
<groupId>io.grpc</groupId>
<artifactId>grpc-services</artifactId>
</dependency>
<dependency>
<groupId>io.grpc</groupId>
<artifactId>grpc-stub</artifactId>
</dependency>
<dependency>
<groupId>com.google.protobuf</groupId>
<artifactId>protobuf-java-util</artifactId>
<version>${protobuf.version}</version>
</dependency>
<dependency>
<groupId>com.google.code.gson</groupId>
<artifactId>gson</artifactId>
<version>2.10.1</version> <!-- prevent downgrade via protobuf-java-util -->
</dependency>
<dependency>
<groupId>com.google.guava</groupId>
<artifactId>guava</artifactId>
<version>31.1-jre</version> <!-- prevent downgrade of version in protobuf-java-util -->
</dependency>
<dependency>
<groupId>org.apache.tomcat</groupId>
<artifactId>annotations-api</artifactId>
<version>6.0.53</version>
<scope>provided</scope> <!-- not needed at runtime -->
</dependency>
<dependency>
<groupId>io.grpc</groupId>
<artifactId>grpc-testing</artifactId>
<scope>test</scope>
</dependency>
<dependency>
<groupId>junit</groupId>
<artifactId>junit</artifactId>
<version>4.13.2</version>
<scope>test</scope>
</dependency>
<!-- <dependency>-->
<!-- <groupId>org.mockito</groupId>-->
<!-- <artifactId>mockito-core</artifactId>-->
<!-- <version>3.4.0</version>-->
<!-- <scope>test</scope>-->
<!-- </dependency>-->
<dependency>
<groupId>net.devh</groupId>
<artifactId>grpc-client-spring-boot-starter</artifactId>
<version>2.12.0.RELEASE</version>
</dependency>
</dependencies>
<build>
<extensions>
<extension>
<groupId>kr.motd.maven</groupId>
<artifactId>os-maven-plugin</artifactId>
<version>1.7.1</version>
</extension>
</extensions>
<plugins>
<plugin>
<groupId>org.xolstice.maven.plugins</groupId>
<artifactId>protobuf-maven-plugin</artifactId>
<version>0.6.1</version>
<configuration>
<protocArtifact>com.google.protobuf:protoc:${protoc.version}:exe:${os.detected.classifier}
</protocArtifact>
<pluginId>grpc-java</pluginId>
<pluginArtifact>io.grpc:protoc-gen-grpc-java:${grpc.version}:exe:${os.detected.classifier}
</pluginArtifact>
</configuration>
<executions>
<execution>
<goals>
<goal>compile</goal>
<goal>compile-custom</goal>
</goals>
</execution>
</executions>
</plugin>
<plugin>
<groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-enforcer-plugin</artifactId>
<version>1.4.1</version>
<executions>
<execution>
<id>enforce</id>
<goals>
<goal>enforce</goal>
</goals>
<configuration>
<rules>
<requireUpperBoundDeps/>
</rules>
</configuration>
</execution>
</executions>
</plugin>
<plugin>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-maven-plugin</artifactId>
<configuration>
<excludes>
<exclude>
<groupId>org.projectlombok</groupId>
<artifactId>lombok</artifactId>
</exclude>
</excludes>
</configuration>
</plugin>
</plugins>
</build>
</project>这里grpc1.56.0版本用到的mockito-core和springboot里引用的mockito-core发生了版本冲突,直接使用springboot引用的版本,目前没发现任何问题
- 直接编译maven项目,或者使用protobuf插件都可以生成grpc的代码
- 执行完成可以在target/generated-sources中看到生成的文件,主要grpc-java和java都需要是源文件类型,不是的话自己设置一下
- java作为客户端的代码
package com.example.grpc.demo.client;
import com.example.spbclient.proto.MsgProto;
import com.example.spbclient.proto.MsgServiceGrpc;
import io.grpc.Channel;
import io.grpc.ManagedChannel;
import io.grpc.ManagedChannelBuilder;
import io.grpc.StatusRuntimeException;
import io.grpc.stub.StreamObserver;
import lombok.SneakyThrows;
import lombok.extern.slf4j.Slf4j;
import java.util.Iterator;
import java.util.concurrent.TimeUnit;
@Slf4j
public class MsgClient {
private final MsgServiceGrpc.MsgServiceBlockingStub msgServiceBlockingStub;
private final MsgServiceGrpc.MsgServiceStub msgServiceStub;
public MsgClient(Channel channel) {
msgServiceBlockingStub = MsgServiceGrpc.newBlockingStub(channel);
msgServiceStub = MsgServiceGrpc.newStub(channel);
}
/**
* 给服务端发送请求
*
* @param name
*/
public void getMsg(String name) {
log.info("给服务端发送消息: " + name + "...");
MsgProto.MsgRequest request = MsgProto.MsgRequest.newBuilder().setName(name).build();
MsgProto.MsgResponse response = msgServiceBlockingStub.getMsg(request);
log.info("收到服务端返回的消息: " + response.getMsg());
}
/**
* 给服务端发送请求 服务端流式RPC
*
* @param name
*/
public void getMsgByServerStream(String name) {
log.info("给服务端发送消息: " + name + "...");
MsgProto.MsgRequest request = MsgProto.MsgRequest.newBuilder().setName(name).build();
Iterator<MsgProto.MsgResponse> msgResponseIterator;
try {
msgResponseIterator = msgServiceBlockingStub.getMsgByServerStream(request);
for (int i = 1; msgResponseIterator.hasNext(); i++) {
MsgProto.MsgResponse msgResponse = msgResponseIterator.next();
log.info("第{}次收到服务端返回消息:{}", i, msgResponse.getMsg());
}
} catch (StatusRuntimeException e) {
log.warn("RPC failed: {}", e.getStatus());
}
}
/**
* 给服务端发送请求 客户端流式RPC
*
* @param name
*/
@SneakyThrows
public void getMsgByClientStream(String name) {
System.out.println("-----------------------------");
System.out.println("流式请求-响应,getMsgByClientStream");
StreamObserver<MsgProto.MsgResponse> responseObserver = new StreamObserver<MsgProto.MsgResponse>() {
@Override
public void onNext(MsgProto.MsgResponse msgResponse) {
log.warn("getMsgByClientStream onNext:{}", msgResponse.getMsg());
}
@Override
public void onError(Throwable t) {
log.error("getMsgByClientStream onError: {}", t.toString());
}
@Override
public void onCompleted() {
log.warn("getMsgByClientStream onCompleted");
}
};
StreamObserver<MsgProto.MsgRequest> requestObserver = msgServiceStub.getMsgByClientStream(responseObserver);
try {
//循环发送100次消息
for (int i = 0; i < 5; i++) {
MsgProto.MsgRequest request = MsgProto.MsgRequest.newBuilder().setName(name + i).build();
log.info(String.format("客户端发送%s", request.getName()));
requestObserver.onNext(request);
// Sleep for a bit before sending the next one.
Thread.sleep(1000);
}
} catch (RuntimeException e) {
// Cancel RPC
requestObserver.onError(e);
throw e;
}
requestObserver.onCompleted();
try {
Thread.sleep(50000);
} catch (InterruptedException e) {
e.printStackTrace();
}
log.info("客户端流式请求发送完毕");
}
/**
* 双向流
*
* @param name
*/
public void getMsgByBidirectionalStream(String name) {
System.out.println("-----------------------------");
System.out.println("流式请求-流式响应,调用BiTalk");
StreamObserver<MsgProto.MsgRequest> requestStreamObserver = msgServiceStub.getMsgByBidirectionalStream(new StreamObserver<MsgProto.MsgResponse>() {
@Override
public void onNext(MsgProto.MsgResponse response) {
System.out.println("收到服务端返回的数据" + response.getMsg());
}
@Override
public void onError(Throwable throwable) {
System.out.println(throwable.getMessage());
}
@Override
public void onCompleted() {
System.out.println("onComplated");
}
});
for (int i = 0; i < 10; i++) {
requestStreamObserver.onNext(MsgProto.MsgRequest.newBuilder().setName(name + i).build());
try {
Thread.sleep(1000);
} catch (InterruptedException e) {
e.printStackTrace();
}
}
try {
Thread.sleep(50000);
} catch (InterruptedException e) {
e.printStackTrace();
}
}
/**
* 测试
*
* @param args
* @throws InterruptedException
*/
public static void main(String[] args) throws InterruptedException {
String user = "Tom";
String target = "localhost:50051";
ManagedChannel channel = ManagedChannelBuilder.forTarget(target)
.usePlaintext()
.build();
try {
MsgClient client = new MsgClient(channel);
//
// client.getMsg(user);
client.getMsgByServerStream(user);
// client.getMsgByClientStream(user);
// client.getMsgByBidirectionalStream(user);
} finally {
channel.shutdownNow().awaitTermination(5, TimeUnit.SECONDS);
}
}
}python服务端
- 新建python项目,项目中新建prtot包,把之前写好的msg.proto拷贝到包路径下,然后在该包路径下执行一下python命令,生成代码
pip install grpcio
pip install grpcio-tools googleapis-common-protos
python -m grpc_tools.protoc -I . --python_out=. --grpc_python_out=. msg.proto- 执行完成后我们可以看到proto文件夹下多了两个文件,msg_pb2.py和msg_pb2_grpc.py。
- 在proto包下的init.py文件中添加如下代码(否则无法引入proto包下的文件)
import sys
# 将__init__.py文件所在目录加入Python搜索目录中,否则会提示找不到myModule1
sys.path.append(__file__[:-12])- 在项目目录下新建main_server.py文件
import grpc
import proto.msg_pb2 as msg_pb2
import proto.msg_pb2_grpc as msg_pb2_grpc
# 并发
from concurrent import futures
import time
# Unary RPC(单项RPC)
_ONE_DAY_IN_SECONDS = 60 * 60 * 24
# service 实现GetMsg方法 MsgServicer继承MsgServiceServicer
class MsgServicer(msg_pb2_grpc.MsgServiceServicer):
def GetMsg(self, request, context):
print("收到客户端请求: %s" % request.name)
return msg_pb2.MsgResponse(msg='Hello, %s!' % request.name)
def GetMsgByServerStream(self, request, context):
print("流式服务器收到客户端请求: %s" % request.name)
while True:
yield msg_pb2.MsgResponse(msg='Hello, %s!' % request.name)
time.sleep(1)
def serve():
server = grpc.server(futures.ThreadPoolExecutor(max_workers=10))
msg_pb2_grpc.add_MsgServiceServicer_to_server(MsgServicer(), server)
server.add_insecure_port('[::]:50051')
server.start()
try:
while True:
time.sleep(_ONE_DAY_IN_SECONDS)
except KeyboardInterrupt:
server.stop(0)
if __name__ == '__main__':
serve()- 启动python服务端,再启动java客户端即可看到 流式服务端的效果
总结:grpc流式服务端,实际就是客户端发送个消息,表示你可以给我发消息了,然后服务端就开始一直给客户端返回消息。
















