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package org.example.client;
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import io.milvus.client.MilvusServiceClient;
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import io.milvus.grpc.DataType;
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import io.milvus.param.ConnectParam;
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import io.milvus.param.IndexType;
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import io.milvus.param.MetricType;
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import io.milvus.param.R;
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import io.milvus.param.RpcStatus;
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import io.milvus.param.collection.*;
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import io.milvus.param.index.CreateIndexParam;
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import org.example.config.MilvusProperties;
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import org.example.constant.MilvusConstants;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import org.springframework.beans.factory.annotation.Autowired;
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import org.springframework.stereotype.Component;
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import java.util.concurrent.TimeUnit;
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/**
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* Milvus 客户端工厂类
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* 负责创建和初始化 Milvus 客户端连接
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*/
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@Component
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public class MilvusClientFactory {
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private static final Logger logger = LoggerFactory.getLogger(MilvusClientFactory.class);
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@Autowired
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private MilvusProperties milvusProperties;
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/**
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* 创建并初始化 Milvus 客户端
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*
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* 简化版本:直接连接并创建 collection
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*
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* @return MilvusServiceClient 实例
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* @throws RuntimeException 如果连接或初始化失败
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*/
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public MilvusServiceClient createClient() {
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MilvusServiceClient client = null;
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try {
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// 1. 连接到 Milvus
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logger.info("正在连接到 Milvus: {}:{}", milvusProperties.getHost(), milvusProperties.getPort());
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client = connectToMilvus();
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logger.info("成功连接到 Milvus");
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// 2. 检查并创建 biz collection(如果不存在)
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if (!collectionExists(client, MilvusConstants.MILVUS_COLLECTION_NAME)) {
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logger.info("collection '{}' 不存在,正在创建...", MilvusConstants.MILVUS_COLLECTION_NAME);
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createBizCollection(client);
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logger.info("成功创建 collection '{}'", MilvusConstants.MILVUS_COLLECTION_NAME);
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// 创建索引
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createIndexes(client);
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logger.info("成功创建索引");
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} else {
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logger.info("collection '{}' 已存在", MilvusConstants.MILVUS_COLLECTION_NAME);
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}
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return client;
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} catch (Exception e) {
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logger.error("创建 Milvus 客户端失败", e);
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if (client != null) {
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client.close();
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}
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throw new RuntimeException("创建 Milvus 客户端失败: " + e.getMessage(), e);
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}
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}
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/**
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* 连接到 Milvus
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*/
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private MilvusServiceClient connectToMilvus() {
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ConnectParam.Builder builder = ConnectParam.newBuilder()
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.withHost(milvusProperties.getHost())
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.withPort(milvusProperties.getPort())
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.withConnectTimeout(milvusProperties.getTimeout(), TimeUnit.MILLISECONDS);
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// 如果配置了用户名和密码
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if (milvusProperties.getUsername() != null && !milvusProperties.getUsername().isEmpty()) {
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builder.withAuthorization(milvusProperties.getUsername(), milvusProperties.getPassword());
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}
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return new MilvusServiceClient(builder.build());
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}
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/**
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* 检查 collection 是否存在
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*/
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private boolean collectionExists(MilvusServiceClient client, String collectionName) {
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R<Boolean> response = client.hasCollection(HasCollectionParam.newBuilder()
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.withCollectionName(collectionName)
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.build());
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if (response.getStatus() != 0) {
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throw new RuntimeException("检查 collection 失败: " + response.getMessage());
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}
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return response.getData();
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}
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/**
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* 创建 biz collection
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*/
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private void createBizCollection(MilvusServiceClient client) {
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// 定义字段
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FieldType idField = FieldType.newBuilder()
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.withName("id")
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.withDataType(DataType.VarChar)
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.withMaxLength(MilvusConstants.ID_MAX_LENGTH)
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.withPrimaryKey(true)
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.build();
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FieldType vectorField = FieldType.newBuilder()
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.withName("vector")
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.withDataType(DataType.FloatVector) // 改为 FloatVector
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.withDimension(MilvusConstants.VECTOR_DIM)
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.build();
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FieldType contentField = FieldType.newBuilder()
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.withName("content")
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.withDataType(DataType.VarChar)
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.withMaxLength(MilvusConstants.CONTENT_MAX_LENGTH)
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.build();
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FieldType metadataField = FieldType.newBuilder()
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.withName("metadata")
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.withDataType(DataType.JSON)
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.build();
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// 创建 collection schema
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CollectionSchemaParam schema = CollectionSchemaParam.newBuilder()
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.withEnableDynamicField(false)
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.addFieldType(idField)
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.addFieldType(vectorField)
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.addFieldType(contentField)
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.addFieldType(metadataField)
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.build();
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// 创建 collection
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CreateCollectionParam createParam = CreateCollectionParam.newBuilder()
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.withCollectionName(MilvusConstants.MILVUS_COLLECTION_NAME)
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.withDescription("Business knowledge collection")
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.withSchema(schema)
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.withShardsNum(MilvusConstants.DEFAULT_SHARD_NUMBER)
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.build();
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R<RpcStatus> response = client.createCollection(createParam);
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if (response.getStatus() != 0) {
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throw new RuntimeException("创建 collection 失败: " + response.getMessage());
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}
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}
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/**
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* 为 collection 创建索引
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*/
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private void createIndexes(MilvusServiceClient client) {
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// 为 vector 字段创建索引(FloatVector 使用 IVF_FLAT 和 L2 距离)
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CreateIndexParam vectorIndexParam = CreateIndexParam.newBuilder()
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.withCollectionName(MilvusConstants.MILVUS_COLLECTION_NAME)
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.withFieldName("vector")
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.withIndexType(IndexType.IVF_FLAT)
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.withMetricType(MetricType.L2) // L2 距离(欧氏距离)
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.withExtraParam("{\"nlist\":128}")
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.withSyncMode(Boolean.FALSE)
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.build();
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R<RpcStatus> response = client.createIndex(vectorIndexParam);
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if (response.getStatus() != 0) {
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throw new RuntimeException("创建 vector 索引失败: " + response.getMessage());
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}
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logger.info("成功为 vector 字段创建索引");
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}
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}
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