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avro是hadoop的一个子项目，提供的功能与thrift、Protocol Buffer类似，都支持二进制高效序列化，也自带RPC机制，但是avro使用起来更简单，无需象thrift那样生成目标语言源代码，目前支持的语言有java、c#、php、c++等（详情见：https://cwiki.apache.org/confluence/display/AVRO/Supported+Languages），hadoop生态圈中的hive、pig已经在使用avro
pom.xml
1 <?xml version="1.0" encoding="UTF-8"?> 2 <project xmlns="http://maven.apache.org/POM/4.0.0" 3 xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" 4 xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> 5 <modelVersion>4.0.0</modelVersion> 6 7 <groupId>yjmyzz.avro</groupId> 8 <artifactId>avro-client</artifactId> 9 <version>1.0</version> 10 11 <properties> 12 <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding> 13 <compiler-plugin.version>2.3.2</compiler-plugin.version> 14 <avro.version>1.7.5</avro.version> 15 </properties> 16 17 <dependencies> 18 <dependency> 19 <groupId>junit</groupId> 20 <artifactId>junit</artifactId> 21 <version>4.10</version> 22 <scope>test</scope> 23 </dependency> 24 <dependency> 25 <groupId>org.slf4j</groupId> 26 <artifactId>slf4j-simple</artifactId> 27 <version>1.6.4</version> 28 <scope>compile</scope> 29 </dependency> 30 <dependency> 31 <groupId>org.apache.avro</groupId> 32 <artifactId>avro</artifactId> 33 <version>${avro.version}</version> 34 </dependency> 35 <dependency> 36 <groupId>org.apache.avro</groupId> 37 <artifactId>avro-ipc</artifactId> 38 <version>${avro.version}</version> 39 </dependency> 40 41 <dependency> 42 <groupId>yjmyzz.avro</groupId> 43 <artifactId>avro-contract</artifactId> 44 <version>1.0</version> 45 </dependency> 46 </dependencies> 47 48 <build> 49 <plugins> 50 <plugin> 51 <groupId>org.apache.maven.plugins</groupId> 52 <artifactId>maven-compiler-plugin</artifactId> 53 <version>${compiler-plugin.version}</version> 54 </plugin> 55 <plugin> 56 <groupId>org.apache.avro</groupId> 57 <artifactId>avro-maven-plugin</artifactId> 58 <version>${avro.version}</version> 59 <executions> 60 <execution> 61 <id>schemas</id> 62 <phase>generate-sources</phase> 63 64 <goals> 65 <goal>schema</goal> 66 <goal>protocol</goal> 67 <goal>idl-protocol</goal> 68 </goals> 69 </execution> 70 </executions> 71 </plugin> 72 </plugins> 73 </build> 74 75 76 </project>
一、定义文件示例
Person.avsc
{
"namespace": "yjmyzz.avro.study.dto",
"type": "record",
"name": "Person",
"fields": [
{
"name": "age",
"type": "int"
},
{
"name": "name",
"type": "string"
},
{
"name": "sex",
"type": "boolean"
},
{
"name": "salary",
"type": "double"
},
{
"name": "childrenCount",
"type": "int"
}
]
}
QueryParameter.avsc
{
"namespace": "yjmyzz.avro.study.dto",
"type": "record",
"name": "QueryParameter",
"fields": [
{
"name": "ageStart",
"type": "int"
},
{
"name": "ageEnd",
"type": "int"
}
]
}
DemoService.avdl
@namespace ("yjmyzz.avro.study.service")
protocol DemoService
{
import schema "Person.avsc";
import schema "QueryParameter.avsc";
string ping();
array<yjmyzz.avro.study.dto.Person> getPersonList(yjmyzz.avro.study.dto.QueryParameter queryParameter);
}
二、服务端
DemoServiceImpl.java
package yjmyzz.avro.study;
import yjmyzz.avro.study.dto.Person;
import yjmyzz.avro.study.dto.QueryParameter;
import yjmyzz.avro.study.service.DemoService;
import java.util.ArrayList;
import java.util.List;
public class DemoServiceImpl implements DemoService {
public String ping() {
System.out.println("ping()");
return "pong";
}
public List<Person> getPersonList(QueryParameter parameter) {
//System.out.println(parameter.getAgeStart() + " - " + parameter.getAgeEnd());
List<Person> list = new ArrayList<Person>(10);
for (int i = 0; i < 10; i++) {
Person p = new Person();
p.setAge(i);
p.setChildrenCount(i);
p.setName("test" + i);
p.setSalary(10000D);
p.setSex(true);
list.add(p);
}
return list;
}
}
AvroServer.java
package yjmyzz.avro.study;
import org.apache.avro.ipc.NettyServer;
import org.apache.avro.ipc.Server;
import org.apache.avro.ipc.specific.SpecificResponder;
import yjmyzz.avro.study.service.DemoService;
import java.net.InetSocketAddress;
public class AvroServer {
public static void main(String[] args) {
System.out.println("Starting avro server...");
Server server = new NettyServer(new SpecificResponder(DemoService.class,
new DemoServiceImpl()),
new InetSocketAddress(65111));
System.out.println("Avro erver started.");
}
}
三、客户端
AvroClient.java
package yjmyzz.avro.study;
import org.apache.avro.AvroRemoteException;
import org.apache.avro.ipc.NettyTransceiver;
import org.apache.avro.ipc.specific.SpecificRequestor;
import yjmyzz.avro.study.dto.QueryParameter;
import yjmyzz.avro.study.service.DemoService;
import java.net.InetSocketAddress;
public class AvroClient {
public static void main(String[] args) throws Exception {
NettyTransceiver client = new NettyTransceiver(new InetSocketAddress(65111));
DemoService proxy = (DemoService) SpecificRequestor.getClient(DemoService.class, client);
System.out.println(proxy.ping());
int max = 100000;
Long start = System.currentTimeMillis();
for (int i = 0; i < max; i++) {
call(proxy);
}
Long end = System.currentTimeMillis();
Long elapse = end - start;
int perform = Double.valueOf(max / (elapse / 1000d)).intValue();
System.out.print("avro " + max + " 次RPC调用，耗时：" + elapse + "毫秒，平均" + perform + "次/秒");
// cleanup
client.close();
}
private static void call(DemoService proxy) throws AvroRemoteException {
//client.ping();
//System.out.println("ping()=>" + client.ping());
QueryParameter parameter = new QueryParameter();
parameter.setAgeStart(5);
parameter.setAgeEnd(50);
proxy.getPersonList(parameter);
//System.out.println(client.getPersonList(parameter));
}
}
avro 100000 次RPC调用，耗时：18617毫秒，平均5371次/秒
注：虽然很多关于thrift、avro的性能评测文章提到avro性能不输于thrift，但就本文的示例而言，在同一台笔记本上，avro的性能只有thrift的约1/2.
参考文章：
https://github.com/phunt/avro-rpc-quickstart
http://avro.apache.org/docs/current/spec.html#Protocol+Declaration
http://avro.apache.org/docs/current/idl.html
http://avro.apache.org/docs/current/gettingstartedjava.html
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原文地址：http://www.cnblogs.com/yjmyzz/p/4824383.html
