Kafka学习笔记 -- Avro入门

栏目: 后端 · 发布时间: 6年前

内容简介：路径：src/main/avro/user.avsc生成类：src/main/java/me/zhongmingmao/avro/User.java转载请注明出处：http://zhongmingmao.me/2018/10/16/kafka-avro-introduction/

<dependency>
    <groupId>org.apache.avro</groupId>
    <artifactId>avro</artifactId>
    <version>1.8.2</version>
</dependency>

<plugin>
    <groupId>org.apache.avro</groupId>
    <artifactId>avro-maven-plugin</artifactId>
    <version>1.8.2</version>
    <executions>
        <execution>
            <phase>generate-sources</phase>
            <goals>
                <goal>schema</goal>
            </goals>
            <configuration>
                <sourceDirectory>${project.basedir}/src/main/avro/</sourceDirectory>
                <outputDirectory>${project.basedir}/src/main/java/</outputDirectory>
            </configuration>
        </execution>
    </executions>
</plugin>
<plugin>
    <groupId>org.apache.maven.plugins</groupId>
    <artifactId>maven-compiler-plugin</artifactId>
    <configuration>
        <source>${java.version}</source>
        <target>${java.version}</target>
    </configuration>
</plugin>

Schema

路径：src/main/avro/user.avsc

{
    "namespace": "me.zhongmingmao.avro",
    "type": "record",
    "name": "User",
    "fields": [
        {"name": "name", "type": "string"},
        {"name": "favorite_number",  "type": ["int", "null"]},
        {"name": "favorite_color", "type": ["string", "null"]}
    ]
}

使用Avro – 生成代码

编译Schema

mvn clean compile

生成类：src/main/java/me/zhongmingmao/avro/User.java

序列化

User user1 = new User();
user1.setName("A");
user1.setFavoriteNumber(1);
User user2 = new User("B", 2, "c2");
User user3 = User.newBuilder().setName("C").setFavoriteNumber(3).setFavoriteColor("c3").build();

DatumWriter<User> userDatumWriter = new SpecificDatumWriter<>(User.class);
DataFileWriter<User> dataFileWriter = new DataFileWriter<>(userDatumWriter);
dataFileWriter.create(user1.getSchema(), new File("/tmp/users.avro"));
dataFileWriter.append(user1);
dataFileWriter.append(user2);
dataFileWriter.append(user3);
dataFileWriter.close();

反序列化

DatumReader<User> userDatumReader = new SpecificDatumReader<>(User.class);
DataFileReader<User> dataFileReader = new DataFileReader<>(new File("/tmp/users.avro"), userDatumReader);
User user = null;
while (dataFileReader.hasNext()) {
    user = dataFileReader.next(user);
    log.info("{}", user);
}
dataFileReader.close();
// {"name": "A", "favorite_number": 1, "favorite_color": null}
// {"name": "B", "favorite_number": 2, "favorite_color": "c2"}
// {"name": "C", "favorite_number": 3, "favorite_color": "c3"}

使用Avro – 不生成代码

序列化

String avscFilePath = getClass().getClassLoader().getResource("user.avsc").getPath();
Schema schema = new Schema.Parser().parse(new File(avscFilePath));

GenericData.Record user1 = new GenericData.Record(schema);
user1.put("name", "A");
user1.put("favorite_number", 1);
GenericData.Record user2 = new GenericData.Record(schema);
user2.put("name", "B");
user2.put("favorite_number", 2);
user2.put("favorite_color", "c2");

DatumWriter<GenericRecord> userDatumWriter = new SpecificDatumWriter<>(schema);
DataFileWriter<GenericRecord> dataFileWriter = new DataFileWriter<>(userDatumWriter);
dataFileWriter.create(schema, new File("/tmp/users2.avro"));
dataFileWriter.append(user1);
dataFileWriter.append(user2);
dataFileWriter.close();

反序列化

DatumReader<GenericRecord> userDatumReader = new SpecificDatumReader<>(schema);
DataFileReader<GenericRecord> dataFileReader = new DataFileReader<>(new File("/tmp/users2.avro"), userDatumReader);
GenericRecord user = null;
while (dataFileReader.hasNext()) {
    user = dataFileReader.next(user);
    log.info("{}", user);
}
dataFileReader.close();
// {"name": "A", "favorite_number": 1, "favorite_color": null}
// {"name": "B", "favorite_number": 2, "favorite_color": "c2"}

转载请注明出处：http://zhongmingmao.me/2018/10/16/kafka-avro-introduction/

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