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feat: 支持milvus、qdrant向量库

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ageerle
2025-05-08 16:09:02 +08:00
parent aa92d232bb
commit 980df20752
4 changed files with 63 additions and 30 deletions
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2
ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/VectorStoreService.java
View File

@@ -19,7 +19,7 @@ public interface VectorStoreService {
List<String> getQueryVector(QueryVectorBo queryVectorBo);
void createSchema(String kid);
void createSchema(String kid,String modelName);
void removeByKidAndFid(String kid, String fid);

50
ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/impl/WeaviateVectorStoreImpl.java → ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/impl/VectorStoreServiceImpl.java
View File

@@ -11,6 +11,8 @@ import dev.langchain4j.store.embedding.EmbeddingSearchRequest;
import dev.langchain4j.store.embedding.EmbeddingStore;
import dev.langchain4j.store.embedding.filter.Filter;
import dev.langchain4j.store.embedding.filter.comparison.IsEqualTo;
import dev.langchain4j.store.embedding.milvus.MilvusEmbeddingStore;
import dev.langchain4j.store.embedding.qdrant.QdrantEmbeddingStore;
import dev.langchain4j.store.embedding.weaviate.WeaviateEmbeddingStore;
import jakarta.annotation.PostConstruct;
import lombok.RequiredArgsConstructor;
@@ -30,13 +32,13 @@ import java.util.Map;
/**
* Weaviate向量库管理
* 向量库管理
* @author ageer
*/
@Service
@Slf4j
@RequiredArgsConstructor
public class WeaviateVectorStoreImpl implements VectorStoreService {
public class VectorStoreServiceImpl implements VectorStoreService {
private EmbeddingStore<TextSegment> embeddingStore;
@@ -44,18 +46,38 @@ public class WeaviateVectorStoreImpl implements VectorStoreService {
@Override
@PostConstruct
public void createSchema(String kid) {
String protocol = configService.getConfigValue("weaviate", "protocol");
String host = configService.getConfigValue("weaviate", "host");
String className = configService.getConfigValue("weaviate", "classname");
this.embeddingStore = WeaviateEmbeddingStore.builder()
.scheme(protocol)
.host(host)
.objectClass(className+kid)
.scheme(protocol)
.avoidDups(true)
.consistencyLevel("ALL")
.build();
public void createSchema(String kid,String modelName) {
if(modelName.equals("weaviate")){
String protocol = configService.getConfigValue("weaviate", "protocol");
String host = configService.getConfigValue("weaviate", "host");
String className = configService.getConfigValue("weaviate", "classname");
this.embeddingStore = WeaviateEmbeddingStore.builder()
.scheme(protocol)
.host(host)
.objectClass(className+kid)
.scheme(protocol)
.avoidDups(true)
.consistencyLevel("ALL")
.build();
}else if(modelName.equals("milvus")){
String uri = configService.getConfigValue("milvus", "host");
String collection = configService.getConfigValue("milvus", "collection");
String dimension = configService.getConfigValue("milvus", "dimension");
this.embeddingStore = MilvusEmbeddingStore.builder()
.uri(uri)
.collectionName(collection+kid)
.dimension(Integer.parseInt(dimension))
.build();
}else if(modelName.equals("qdrant")){
String host = configService.getConfigValue("qdrant", "host");
String port = configService.getConfigValue("qdrant", "port");
String collectionName = configService.getConfigValue("qdrant", "collectionName");
this.embeddingStore = QdrantEmbeddingStore.builder()
.host(host)
.port(Integer.parseInt(port))
.collectionName(collectionName)
.build();
}
}
@Override