fix: 1. 修复Milvus向量存储时索引越界 2. 移除无用首页

ageerle

2025-03-25 0639a3ef16118e5aba0591ae46ec342255a65a79

fix: 1. 修复Milvus向量存储时索引越界 2.  移除无用首页

 ruoyi-admin/src/main/java/org/ruoyi/controller/IndexController.java

@@ -20,7 +20,7 @@
     */
    @GetMapping("/")
    public String index() {
        return "index.html";
        return "RuoYi-AI å¯åŠ¨æˆåŠŸï¼";
    }

    @GetMapping("/success")

 ruoyi-admin/src/main/resources/application-dev.yml

@@ -27,7 +27,8 @@
          driverClassName: com.mysql.cj.jdbc.Driver
          url: jdbc:mysql://43.139.70.230:3306/ruoyi-ai?useUnicode=true&characterEncoding=utf8&zeroDateTimeBehavior=convertToNull&useSSL=true&serverTimezone=GMT%2B8&autoReconnect=true&rewriteBatchedStatements=true
          username: ruoyi-ai
          password: xx
          password: eCaZ278N62k6fhYj


      hikari:
        # æœ€å¤§è¿žæŽ¥æ± æ•°é‡

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 ruoyi-modules/ruoyi-knowledge/src/main/java/org/ruoyi/knowledge/chain/vectorstore/MilvusVectorStore.java

@@ -239,7 +239,7 @@
        List<List<Float>> vectorFloatList = new ArrayList<>();
        List<String> kidList = new ArrayList<>();
        List<String> docIdList = new ArrayList<>();
        for (int i = 0; i < chunkList.size(); i++) {
        for (int i = 0; i < Math.min(chunkList.size(), vectorList.size()); i++) {
            List<Double> vector = vectorList.get(i);
            List<Float> vfList = new ArrayList<>();
            for (int j = 0; j < vector.size(); j++) {

 ruoyi-modules/ruoyi-knowledge/src/main/java/org/ruoyi/knowledge/chain/vectorstore/WeaviateVectorStore.java

@@ -40,7 +40,7 @@

@Service
@Slf4j
public class WeaviateVectorStore implements VectorStore{
public class WeaviateVectorStore implements VectorStore {

    private volatile String protocol;
    private volatile String host;
@@ -56,18 +56,18 @@

    @PostConstruct
    public void loadConfig() {
        this.protocol =  configService.getConfigValue("weaviate", "protocol");
        this.protocol = configService.getConfigValue("weaviate", "protocol");
        this.host = configService.getConfigValue("weaviate", "host");
        this.className = configService.getConfigValue("weaviate", "classname");
    }

    public WeaviateClient getClient(){
    public WeaviateClient getClient() {
        Config config = new Config(protocol, host);
        WeaviateClient client = new WeaviateClient(config);
        return client;
    }

    public Result<Meta> getMeta(){
    public Result<Meta> getMeta() {
        WeaviateClient client = getClient();
        Result<Meta> meta = client.misc().metaGetter().run();
        if (meta.getError() == null) {
@@ -80,114 +80,135 @@
        return meta;
    }

    public Result<Schema> getSchemas(){
    public Result<Schema> getSchemas() {
        WeaviateClient client = getClient();
        Result<Schema> result = client.schema().getter().run();
        if (result.hasErrors()) {
            System.out.println(result.getError());
        }else {
        } else {
            System.out.println(result.getResult());
        }
        return result;
    }


    public Result<Boolean> createSchema(String kid){
    public Result<Boolean> createSchema(String kid) {
        WeaviateClient client = getClient();

        VectorIndexConfig vectorIndexConfig = VectorIndexConfig.builder()
            .distance("cosine")
            .cleanupIntervalSeconds(300)
            .efConstruction(128)
            .maxConnections(64)
            .vectorCacheMaxObjects(500000L)
            .ef(-1)
            .skip(false)
            .dynamicEfFactor(8)
            .dynamicEfMax(500)
            .dynamicEfMin(100)
            .flatSearchCutoff(40000)
            .build();
                .distance("cosine")
                .cleanupIntervalSeconds(300)
                .efConstruction(128)
                .maxConnections(64)
                .vectorCacheMaxObjects(500000L)
                .ef(-1)
                .skip(false)
                .dynamicEfFactor(8)
                .dynamicEfMax(500)
                .dynamicEfMin(100)
                .flatSearchCutoff(40000)
                .build();

        ShardingConfig shardingConfig = ShardingConfig.builder()
            .desiredCount(3)
            .desiredVirtualCount(128)
            .function("murmur3")
            .key("_id")
            .strategy("hash")
            .virtualPerPhysical(128)
            .build();
                .desiredCount(3)
                .desiredVirtualCount(128)
                .function("murmur3")
                .key("_id")
                .strategy("hash")
                .virtualPerPhysical(128)
                .build();

        ReplicationConfig replicationConfig = ReplicationConfig.builder()
            .factor(1)
            .build();
                .factor(1)
                .build();

        JSONObject classModuleConfigValue = new JSONObject();
        classModuleConfigValue.put("vectorizeClassName",false);
        classModuleConfigValue.put("vectorizeClassName", false);
        JSONObject classModuleConfig = new JSONObject();
        classModuleConfig.put("text2vec-transformers",classModuleConfigValue);
        classModuleConfig.put("text2vec-transformers", classModuleConfigValue);

        JSONObject propertyModuleConfigValueSkipTrue = new JSONObject();
        propertyModuleConfigValueSkipTrue.put("vectorizePropertyName",false);
        propertyModuleConfigValueSkipTrue.put("skip",true);
        propertyModuleConfigValueSkipTrue.put("vectorizePropertyName", false);
        propertyModuleConfigValueSkipTrue.put("skip", true);
        JSONObject propertyModuleConfigSkipTrue = new JSONObject();
        propertyModuleConfigSkipTrue.put("text2vec-transformers",propertyModuleConfigValueSkipTrue);
        propertyModuleConfigSkipTrue.put("text2vec-transformers", propertyModuleConfigValueSkipTrue);

        JSONObject propertyModuleConfigValueSkipFalse = new JSONObject();
        propertyModuleConfigValueSkipFalse.put("vectorizePropertyName",false);
        propertyModuleConfigValueSkipFalse.put("skip",false);
        propertyModuleConfigValueSkipFalse.put("vectorizePropertyName", false);
        propertyModuleConfigValueSkipFalse.put("skip", false);
        JSONObject propertyModuleConfigSkipFalse = new JSONObject();
        propertyModuleConfigSkipFalse.put("text2vec-transformers",propertyModuleConfigValueSkipFalse);
        propertyModuleConfigSkipFalse.put("text2vec-transformers", propertyModuleConfigValueSkipFalse);

        WeaviateClass clazz = WeaviateClass.builder()
            .className(className + kid)
            .description("local knowledge")
            .vectorIndexType("hnsw")
            .vectorizer("text2vec-transformers")
            .shardingConfig(shardingConfig)
            .vectorIndexConfig(vectorIndexConfig)
            .replicationConfig(replicationConfig)
            .moduleConfig(classModuleConfig)
            .properties(new ArrayList() {{
                add(Property.builder()
                        .dataType(new ArrayList(){ { add(DataType.TEXT); } })
                        .name("content")
                        .description("The content of the local knowledge,for search")
                        .moduleConfig(propertyModuleConfigSkipFalse)
                        .build());
                add(Property.builder()
                        .dataType(new ArrayList(){ { add(DataType.TEXT); } })
                        .name("kid")
                        .description("The knowledge id of the local knowledge,for search")
                        .moduleConfig(propertyModuleConfigSkipTrue)
                        .build());
                add(Property.builder()
                        .dataType(new ArrayList(){ { add(DataType.TEXT); } })
                        .name("docId")
                        .description("The doc id of the local knowledge,for search")
                        .moduleConfig(propertyModuleConfigSkipTrue)
                        .build());
                add(Property.builder()
                        .dataType(new ArrayList(){ { add(DataType.TEXT); } })
                        .name("fid")
                        .description("The fragment id of the local knowledge,for search")
                        .moduleConfig(propertyModuleConfigSkipTrue)
                        .build());
                add(Property.builder()
                        .dataType(new ArrayList(){ { add(DataType.TEXT); } })
                        .name("uuid")
                        .description("The uuid id of the local knowledge fragment(same with id properties),for search")
                        .moduleConfig(propertyModuleConfigSkipTrue)
                        .build());
            } })
            .build();
                .className(className + kid)
                .description("local knowledge")
                .vectorIndexType("hnsw")
                .vectorizer("text2vec-transformers")
                .shardingConfig(shardingConfig)
                .vectorIndexConfig(vectorIndexConfig)
                .replicationConfig(replicationConfig)
                .moduleConfig(classModuleConfig)
                .properties(new ArrayList() {
                    {
                        add(Property.builder()
                                .dataType(new ArrayList() {
                                    {
                                        add(DataType.TEXT);
                                    }
                                })
                                .name("content")
                                .description("The content of the local knowledge,for search")
                                .moduleConfig(propertyModuleConfigSkipFalse)
                                .build());
                        add(Property.builder()
                                .dataType(new ArrayList() {
                                    {
                                        add(DataType.TEXT);
                                    }
                                })
                                .name("kid")
                                .description("The knowledge id of the local knowledge,for search")
                                .moduleConfig(propertyModuleConfigSkipTrue)
                                .build());
                        add(Property.builder()
                                .dataType(new ArrayList() {
                                    {
                                        add(DataType.TEXT);
                                    }
                                })
                                .name("docId")
                                .description("The doc id of the local knowledge,for search")
                                .moduleConfig(propertyModuleConfigSkipTrue)
                                .build());
                        add(Property.builder()
                                .dataType(new ArrayList() {
                                    {
                                        add(DataType.TEXT);
                                    }
                                })
                                .name("fid")
                                .description("The fragment id of the local knowledge,for search")
                                .moduleConfig(propertyModuleConfigSkipTrue)
                                .build());
                        add(Property.builder()
                                .dataType(new ArrayList() {
                                    {
                                        add(DataType.TEXT);
                                    }
                                })
                                .name("uuid")
                                .description("The uuid id of the local knowledge fragment(same with id properties),for search")
                                .moduleConfig(propertyModuleConfigSkipTrue)
                                .build());
                    } })
                .build();

        Result<Boolean> result = client.schema().classCreator().withClass(clazz).run();
        if (result.hasErrors()) {
            System.out.println(result.getError());
        }
        System.out.println(result.getResult());
            return result;
        return result;
    }

    @Override
@@ -201,7 +222,7 @@
        WeaviateClient client = getClient();
        Field fieldId = Field.builder().name("uuid").build();
        WhereFilter where = WhereFilter.builder()
                .path(new String[]{ "fid" })
                .path(new String[]{"fid"})
                .operator(Operator.Equal)
                .valueString(fid)
                .build();
@@ -210,10 +231,10 @@
                .withFields(fieldId)
                .withWhere(where)
                .run();
        LinkedTreeMap<String,Object> t = (LinkedTreeMap<String, Object>) result.getResult().getData();
        LinkedTreeMap<String,ArrayList<LinkedTreeMap>> l = (LinkedTreeMap<String, ArrayList<LinkedTreeMap>>) t.get("Get");
        LinkedTreeMap<String, Object> t = (LinkedTreeMap<String, Object>) result.getResult().getData();
        LinkedTreeMap<String, ArrayList<LinkedTreeMap>> l = (LinkedTreeMap<String, ArrayList<LinkedTreeMap>>) t.get("Get");
        ArrayList<LinkedTreeMap> m = l.get(className + kid);
        for (LinkedTreeMap linkedTreeMap : m){
        for (LinkedTreeMap linkedTreeMap : m) {
            String uuid = linkedTreeMap.get("uuid").toString();
            resultList.add(uuid);
        }
@@ -227,59 +248,59 @@
    }

    @Override
    public void storeEmbeddings(List<String> chunkList, List<List<Double>> vectorList,String kid, String docId,List<String> fidList) {
    public void storeEmbeddings(List<String> chunkList, List<List<Double>> vectorList, String kid, String docId, List<String> fidList) {
        WeaviateClient client = getClient();
        if (vectorList != null) {
            for (int i = 0; i < Math.min(chunkList.size(), vectorList.size()); i++) {
                List<Double> vector = vectorList.get(i);
                Float[] vf = vector.stream().map(Double::floatValue).toArray(Float[]::new);

                Map<String, Object> dataSchema = new HashMap<>();
                dataSchema.put("content", chunkList.get(i));
                dataSchema.put("kid", kid);
                dataSchema.put("docId", docId);
                dataSchema.put("fid", fidList.get(i));
                String uuid = UUID.randomUUID().toString();
                dataSchema.put("uuid", uuid);
        for (int i = 0; i < Math.min(chunkList.size(), vectorList.size()); i++) {
            List<Double> vector = vectorList.get(i);
            Float[] vf = vector.stream().map(Double::floatValue).toArray(Float[]::new);

                Result<WeaviateObject> result = client.data().creator()
                        .withClassName(className + kid)
                        .withID(uuid)
                        .withVector(vf)
                        .withProperties(dataSchema)
                        .run();
            }
            Map<String, Object> dataSchema = new HashMap<>();
            dataSchema.put("content", chunkList.get(i));
            dataSchema.put("kid", kid);
            dataSchema.put("docId", docId);
            dataSchema.put("fid", fidList.get(i));
            String uuid = UUID.randomUUID().toString();
            dataSchema.put("uuid", uuid);

            Result<WeaviateObject> result = client.data().creator()
                    .withClassName(className + kid)
                    .withID(uuid)
                    .withVector(vf)
                    .withProperties(dataSchema)
                    .run();
        }

    }

    @Override
    public void removeByDocId(String kid,String docId) {
    public void removeByDocId(String kid, String docId) {
        List<String> resultList = new ArrayList<>();
        WeaviateClient client = getClient();
        Field fieldId = Field.builder().name("uuid").build();
        WhereFilter where = WhereFilter.builder()
            .path(new String[]{ "docId" })
            .operator(Operator.Equal)
            .valueString(docId)
            .build();
                .path(new String[]{"docId"})
                .operator(Operator.Equal)
                .valueString(docId)
                .build();
        Result<GraphQLResponse> result = client.graphQL().get()
            .withClassName(className + kid)
            .withFields(fieldId)
            .withWhere(where)
            .run();
        LinkedTreeMap<String,Object> t = (LinkedTreeMap<String, Object>) result.getResult().getData();
        LinkedTreeMap<String,ArrayList<LinkedTreeMap>> l = (LinkedTreeMap<String, ArrayList<LinkedTreeMap>>) t.get("Get");
                .withClassName(className + kid)
                .withFields(fieldId)
                .withWhere(where)
                .run();
        LinkedTreeMap<String, Object> t = (LinkedTreeMap<String, Object>) result.getResult().getData();
        LinkedTreeMap<String, ArrayList<LinkedTreeMap>> l = (LinkedTreeMap<String, ArrayList<LinkedTreeMap>>) t.get("Get");
        ArrayList<LinkedTreeMap> m = l.get(className + kid);
        for (LinkedTreeMap linkedTreeMap : m){
        for (LinkedTreeMap linkedTreeMap : m) {
            String uuid = linkedTreeMap.get("uuid").toString();
            resultList.add(uuid);
        }
        for (String uuid : resultList) {
            Result<Boolean> deleteResult = client.data().deleter()
                .withID(uuid)
                .withClassName(className + kid)
                .withConsistencyLevel(ConsistencyLevel.ALL)  // default QUORUM
                .run();
                    .withID(uuid)
                    .withClassName(className + kid)
                    .withConsistencyLevel(ConsistencyLevel.ALL)  // default QUORUM
                    .run();
        }
    }

@@ -289,15 +310,15 @@
        Result<Boolean> result = client.schema().classDeleter().withClassName(className + kid).run();
        if (result.hasErrors()) {
            System.out.println("删除schema失败" + result.getError());
        }else {
        } else {
            System.out.println("删除schema成功" + result.getResult());
        }
        log.info("drop schema by kid, result = {}",result);
        log.info("drop schema by kid, result = {}", result);
    }

    @Override
    public List<String> nearest(List<Double> queryVector,String kid) {
        if (StringUtils.isBlank(kid)){
    public List<String> nearest(List<Double> queryVector, String kid) {
        if (StringUtils.isBlank(kid)) {
            return new ArrayList<String>();
        }
        List<String> resultList = new ArrayList<>();
@@ -320,14 +341,14 @@
        KnowledgeInfoVo knowledgeInfoVo = knowledgeInfoService.queryById(Long.valueOf(kid));
        Result<GraphQLResponse> result = client.graphQL().get()
                .withClassName(className + kid)
                .withFields(contentField,_additional)
                .withFields(contentField, _additional)
                .withNearVector(nearVector)
                .withLimit(knowledgeInfoVo.getRetrieveLimit())
                .run();
        LinkedTreeMap<String,Object> t = (LinkedTreeMap<String, Object>) result.getResult().getData();
        LinkedTreeMap<String,ArrayList<LinkedTreeMap>> l = (LinkedTreeMap<String, ArrayList<LinkedTreeMap>>) t.get("Get");
        LinkedTreeMap<String, Object> t = (LinkedTreeMap<String, Object>) result.getResult().getData();
        LinkedTreeMap<String, ArrayList<LinkedTreeMap>> l = (LinkedTreeMap<String, ArrayList<LinkedTreeMap>>) t.get("Get");
        ArrayList<LinkedTreeMap> m = l.get(className + kid);
        for (LinkedTreeMap linkedTreeMap : m){
        for (LinkedTreeMap linkedTreeMap : m) {
            String content = linkedTreeMap.get("content").toString();
            resultList.add(content);
        }
@@ -335,8 +356,8 @@
    }

    @Override
    public List<String> nearest(String query,String kid) {
        if (StringUtils.isBlank(kid)){
    public List<String> nearest(String query, String kid) {
        if (StringUtils.isBlank(kid)) {
            return new ArrayList<String>();
        }
        List<String> resultList = new ArrayList<>();
@@ -348,20 +369,20 @@
                        Field.builder().name("distance").build()
                }).build();
        NearTextArgument nearText = client.graphQL().arguments().nearTextArgBuilder()
                .concepts(new String[]{ query })
                .concepts(new String[]{query})
                .distance(1.6f) // certainty = 1f - distance /2f
                .build();
        KnowledgeInfoVo knowledgeInfoVo = knowledgeInfoService.queryById(Long.valueOf(kid));
        Result<GraphQLResponse> result = client.graphQL().get()
                .withClassName(className + kid)
                .withFields(contentField,_additional)
                .withFields(contentField, _additional)
                .withNearText(nearText)
                .withLimit(knowledgeInfoVo.getRetrieveLimit())
                .run();
        LinkedTreeMap<String,Object> t = (LinkedTreeMap<String, Object>) result.getResult().getData();
        LinkedTreeMap<String,ArrayList<LinkedTreeMap>> l = (LinkedTreeMap<String, ArrayList<LinkedTreeMap>>) t.get("Get");
        LinkedTreeMap<String, Object> t = (LinkedTreeMap<String, Object>) result.getResult().getData();
        LinkedTreeMap<String, ArrayList<LinkedTreeMap>> l = (LinkedTreeMap<String, ArrayList<LinkedTreeMap>>) t.get("Get");
        ArrayList<LinkedTreeMap> m = l.get(className + kid);
        for (LinkedTreeMap linkedTreeMap : m){
        for (LinkedTreeMap linkedTreeMap : m) {
            String content = linkedTreeMap.get("content").toString();
            resultList.add(content);
        }
@@ -370,10 +391,10 @@

    public Result<Boolean> deleteSchema(String kid) {
        WeaviateClient client = getClient();
        Result<Boolean> result = client.schema().classDeleter().withClassName(className+ kid).run();
        Result<Boolean> result = client.schema().classDeleter().withClassName(className + kid).run();
        if (result.hasErrors()) {
            System.out.println(result.getError());
        }else {
        } else {
            System.out.println(result.getResult());
        }
        return result;