向量数据库Milvus-sdk-java整合Spring-Boot, 并整合apache-commons-pool2实现连接池管理
为了在Spring Boot项目中整合Milvus SDK for Java和Apache Commons Pool2来管理Milvus连接,你需要进行以下步骤:
- 在
pom.xml
中添加依赖:
<!-- Milvus SDK for Java -->
<dependency>
<groupId>io.milvus</groupId>
<artifactId>milvus-sdk-java</artifactId>
<version>您的Milvus SDK版本</version>
</dependency>
<!-- Apache Commons Pool2 for Resource Pool Management -->
<dependency>
<groupId>org.apache.commons</groupId>
<artifactId>commons-pool2</artifactId>
<version>您的Apache Commons Pool2版本</version>
</dependency>
- 创建Milvus连接工厂类,实现
PoolableObjectFactory
接口:
import io.milvus.client.MilvusClient;
import org.apache.commons.pool2.PooledObject;
import org.apache.commons.pool2.impl.DefaultPooledObject;
import org.apache.commons.pool2.PooledObjectFactory;
public class MilvusClientFactory implements PooledObjectFactory<MilvusClient> {
@Override
public MilvusClient create() throws Exception {
// 创建MilvusClient实例
String host = "localhost";
int port = 19530;
return new MilvusClient(host, port);
}
@Override
public PooledObject<MilvusClient> wrap(MilvusClient milvusClient) {
return new DefaultPooledObject<>(milvusClient);
}
// 其他方法实现...
}
- 配置Apache Commons Pool2的GenericObjectPool:
import org.apache.commons.pool2.impl.GenericObjectPool;
import org.apache.commons.pool2.impl.GenericObjectPoolConfig;
@Configuration
public class MilvusClientConfig {
@Bean
public GenericObjectPool<MilvusClient> milvusClientPool() {
GenericObjectPoolConfig poolConfig = new GenericObjectPoolConfig();
poolConfig.setMaxTotal(10); // 设置最大连接数
poolConfig.setMaxIdle(5); // 设置最大空闲连接数
poolConfig.setMinIdle(2); // 设置最小空闲连接数
MilvusClientFactory factory = new MilvusClientFactory();
GenericObjectPool<MilvusClient> pool = new GenericObjectPool<>(factory, poolConfig);
return pool;
}
}
- 使用连接池:
@Service
public class MilvusService {
private final GenericObjectPool<MilvusClient> milvusClientPool;
@Autowired
public MilvusService(GenericObjectPool<MilvusClient> milvusClientPool) {
this.milvusClientPool = milvusClientPool;
}
public void performMilvusOperation() {
MilvusClient milvusClient = null;
try {
// 从连接池中获取MilvusClient实例
milvusClient = milvusClientPool.borrowObject();
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