4cce6f2e99
为 RetrieveEngine 体系新增 Doris 后端,与现有 Qdrant/Milvus/Weaviate
等保持完整能力对齐:向量检索、关键词检索、健康检查、环境变量与多实例
DB 配置、前端类型注册、单元测试、Docker Compose 模板。
实现要点:
- 协议分工:主链路用 MySQL 协议(database/sql + go-sql-driver/mysql)
做 DDL / 查询 / 删除;批量更新走 Stream Load HTTP API,并启用
partial_update=true、merge_type=APPEND,自动按 1MiB 切分批次并处理
307 重定向。
- 表结构:UNIQUE KEY(id) + enable_unique_key_merge_on_write=true 以
支持 upsert/部分列更新;按维度分表(<base>_<dim>),每张表上建
HNSW ANN 索引(metric_type=cosine_distance)和 INVERTED 索引
(parser=chinese)。
- 分数语义:使用 cosine_distance_approximate,再以 1 - dist 转换为
"越大越相似",与现有 KVHybridRetrieveEngine 约定一致。
- 异步索引:ANN 索引为后台构建,ensureTable 通过轮询 SHOW INDEX 等
待索引就绪后再放行写入,避免首次检索召回为空。
- ARRAY<FLOAT> 序列化:go-sql-driver/mysql 不支持数组占位符,
embeddingLiteral 将 []float32 转成 SQL 字面量字符串再拼接。
新增文件:
- internal/application/repository/retriever/doris/{structs,schema,
query,repository,streamload,repository_test}.go
- scripts/e2e-doris.sh:E2E 验证清单
- docs/wiki/集成扩展/Doris改动与上游同步.md:fork-and-rebase 工作流
与改动清单
修改文件(接线 + 文档):
- internal/types/{retriever,tenant,vectorstore}.go:新增
DorisRetrieverEngineType、env 解析、表单 schema 与索引参数校验
- internal/container/{container,engine_factory}.go:环境变量驱动
与 VectorStore 配置驱动两条路径都支持 Doris
- internal/application/service/vectorstore{,_healthcheck}.go:连接
校验 + Ping/Version 健康检查
- docker-compose.yml:新增 doris-fe / doris-be 服务(profile=doris)
- .env.example:DORIS_* 环境变量与示例
- docs/{使用其他向量数据库,wiki/集成扩展/集成向量数据库}.md:
使用说明与索引/分数行为说明
依赖:go.mod/go.sum 新增 github.com/go-sql-driver/mysql(运行时)和
github.com/DATA-DOG/go-sqlmock(测试)。
测试:repository 层 SQL 形状、Stream Load HTTP 行为、whereBuilder
逻辑、embeddingLiteral 往返、健康检查错误路径均有单测覆盖。
260 lines
9.4 KiB
Go
260 lines
9.4 KiB
Go
package container
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import (
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"context"
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"database/sql"
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"fmt"
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"strconv"
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"strings"
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"time"
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esv7 "github.com/elastic/go-elasticsearch/v7"
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"github.com/elastic/go-elasticsearch/v8"
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_ "github.com/go-sql-driver/mysql" // 通过 database/sql 注册 mysql 驱动给 Doris 使用
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"github.com/milvus-io/milvus/client/v2/milvusclient"
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"github.com/qdrant/go-client/qdrant"
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"github.com/weaviate/weaviate-go-client/v5/weaviate"
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"github.com/weaviate/weaviate-go-client/v5/weaviate/auth"
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wgrpc "github.com/weaviate/weaviate-go-client/v5/weaviate/grpc"
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"google.golang.org/grpc"
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"gorm.io/gorm"
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dorisRepo "github.com/Tencent/WeKnora/internal/application/repository/retriever/doris"
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elasticsearchRepoV7 "github.com/Tencent/WeKnora/internal/application/repository/retriever/elasticsearch/v7"
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elasticsearchRepoV8 "github.com/Tencent/WeKnora/internal/application/repository/retriever/elasticsearch/v8"
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milvusRepo "github.com/Tencent/WeKnora/internal/application/repository/retriever/milvus"
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postgresRepo "github.com/Tencent/WeKnora/internal/application/repository/retriever/postgres"
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qdrantRepo "github.com/Tencent/WeKnora/internal/application/repository/retriever/qdrant"
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sqliteRetrieverRepo "github.com/Tencent/WeKnora/internal/application/repository/retriever/sqlite"
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weaviateRepo "github.com/Tencent/WeKnora/internal/application/repository/retriever/weaviate"
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"github.com/Tencent/WeKnora/internal/application/service/retriever"
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"github.com/Tencent/WeKnora/internal/config"
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"github.com/Tencent/WeKnora/internal/types"
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"github.com/Tencent/WeKnora/internal/types/interfaces"
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)
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// NewEngineFactory returns an EngineFactory function closed over db and cfg.
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// Registered in dig and injected into VectorStoreService for dynamic registry updates.
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func NewEngineFactory(db *gorm.DB, cfg *config.Config) interfaces.EngineFactory {
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return func(ctx context.Context, store types.VectorStore) (interfaces.RetrieveEngineService, error) {
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return createEngineServiceFromStore(ctx, store, db, cfg)
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}
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}
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// createEngineServiceFromStore creates a RetrieveEngineService from a VectorStore's config.
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// This is the DB store counterpart of the env-based initialization in initRetrieveEngineRegistry.
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func createEngineServiceFromStore(
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ctx context.Context,
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store types.VectorStore,
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db *gorm.DB,
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cfg *config.Config,
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) (interfaces.RetrieveEngineService, error) {
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switch store.EngineType {
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case types.PostgresRetrieverEngineType:
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return createPostgresEngine(store, db)
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case types.ElasticsearchRetrieverEngineType:
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return createElasticsearchEngine(store, cfg)
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case types.QdrantRetrieverEngineType:
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return createQdrantEngine(store)
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case types.MilvusRetrieverEngineType:
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return createMilvusEngine(ctx, store)
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case types.WeaviateRetrieverEngineType:
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return createWeaviateEngine(store)
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case types.DorisRetrieverEngineType:
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return createDorisEngine(store)
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case types.SQLiteRetrieverEngineType:
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return createSQLiteEngine(store, db)
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default:
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return nil, fmt.Errorf("unsupported engine type: %s", store.EngineType)
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}
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}
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func createPostgresEngine(store types.VectorStore, db *gorm.DB) (interfaces.RetrieveEngineService, error) {
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if store.ConnectionConfig.UseDefaultConnection {
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repo := postgresRepo.NewPostgresRetrieveEngineRepository(db)
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return retriever.NewKVHybridRetrieveEngine(repo, types.PostgresRetrieverEngineType), nil
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}
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// Phase 1: only UseDefaultConnection is supported.
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// Custom connections require connection pool management and migration handling.
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return nil, fmt.Errorf("custom postgres connections not yet supported; use use_default_connection=true")
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}
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func createSQLiteEngine(_ types.VectorStore, db *gorm.DB) (interfaces.RetrieveEngineService, error) {
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repo := sqliteRetrieverRepo.NewSQLiteRetrieveEngineRepository(db)
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return retriever.NewKVHybridRetrieveEngine(repo, types.SQLiteRetrieverEngineType), nil
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}
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func createElasticsearchEngine(store types.VectorStore, cfg *config.Config) (interfaces.RetrieveEngineService, error) {
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cc := store.ConnectionConfig
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// Version-based v7/v8 SDK selection.
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// Version is auto-detected by PR2's TestConnection and saved to connection_config.
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// Empty version defaults to v8 (latest SDK).
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if isESv7(cc.Version) {
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return createElasticsearchV7Engine(store, cfg)
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}
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return createElasticsearchV8Engine(store, cfg)
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}
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// isESv7 checks if the detected ES version is 7.x.
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func isESv7(version string) bool {
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return strings.HasPrefix(version, "7.")
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}
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func createElasticsearchV8Engine(store types.VectorStore, cfg *config.Config) (interfaces.RetrieveEngineService, error) {
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cc := store.ConnectionConfig
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client, err := elasticsearch.NewTypedClient(elasticsearch.Config{
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Addresses: []string{cc.Addr},
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Username: cc.Username,
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Password: cc.Password,
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})
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if err != nil {
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return nil, fmt.Errorf("create elasticsearch v8 client: %w", err)
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}
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repo := elasticsearchRepoV8.NewElasticsearchEngineRepository(client, cfg, &store.IndexConfig)
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return retriever.NewKVHybridRetrieveEngine(repo, types.ElasticsearchRetrieverEngineType), nil
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}
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func createElasticsearchV7Engine(store types.VectorStore, cfg *config.Config) (interfaces.RetrieveEngineService, error) {
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cc := store.ConnectionConfig
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client, err := esv7.NewClient(esv7.Config{
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Addresses: []string{cc.Addr},
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Username: cc.Username,
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Password: cc.Password,
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})
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if err != nil {
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return nil, fmt.Errorf("create elasticsearch v7 client: %w", err)
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}
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repo := elasticsearchRepoV7.NewElasticsearchEngineRepository(client, cfg, &store.IndexConfig)
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return retriever.NewKVHybridRetrieveEngine(repo, types.ElasticsearchRetrieverEngineType), nil
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}
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func createQdrantEngine(store types.VectorStore) (interfaces.RetrieveEngineService, error) {
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cc := store.ConnectionConfig
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port := cc.Port
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if port == 0 {
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port = 6334
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}
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client, err := qdrant.NewClient(&qdrant.Config{
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Host: cc.Host,
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Port: port,
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APIKey: cc.APIKey,
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UseTLS: cc.UseTLS,
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})
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if err != nil {
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return nil, fmt.Errorf("create qdrant client: %w", err)
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}
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repo := qdrantRepo.NewQdrantRetrieveEngineRepository(client, &store.IndexConfig)
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return retriever.NewKVHybridRetrieveEngine(repo, types.QdrantRetrieverEngineType), nil
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}
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func createMilvusEngine(ctx context.Context, store types.VectorStore) (interfaces.RetrieveEngineService, error) {
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cc := store.ConnectionConfig
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addr := cc.Addr
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if addr == "" {
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addr = "localhost:19530"
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}
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milvusCfg := milvusclient.ClientConfig{
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Address: addr,
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DialOptions: []grpc.DialOption{grpc.WithTimeout(5 * time.Second)},
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}
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if cc.Username != "" {
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milvusCfg.Username = cc.Username
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}
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if cc.Password != "" {
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milvusCfg.Password = cc.Password
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}
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// NOTE: Milvus DBName is not yet in ConnectionConfig.
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// Phase 1 limitation — only the default database is used.
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client, err := milvusclient.New(ctx, &milvusCfg)
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if err != nil {
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return nil, fmt.Errorf("create milvus client: %w", err)
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}
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repo := milvusRepo.NewMilvusRetrieveEngineRepository(client, &store.IndexConfig)
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return retriever.NewKVHybridRetrieveEngine(repo, types.MilvusRetrieverEngineType), nil
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}
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func createWeaviateEngine(store types.VectorStore) (interfaces.RetrieveEngineService, error) {
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cc := store.ConnectionConfig
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host := cc.Host
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if host == "" {
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host = "weaviate:8080"
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}
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grpcAddress := cc.GrpcAddress
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if grpcAddress == "" {
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grpcAddress = "weaviate:50051"
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}
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scheme := cc.Scheme
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if scheme == "" {
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scheme = "http"
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}
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weaviateCfg := weaviate.Config{
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Host: host,
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GrpcConfig: &wgrpc.Config{
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Host: grpcAddress,
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},
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Scheme: scheme,
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}
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// Unlike the env path (which checks WEAVIATE_AUTH_ENABLED), the factory uses
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// APIKey directly — if a user provides it, they intend to use it.
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if cc.APIKey != "" {
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weaviateCfg.AuthConfig = auth.ApiKey{Value: cc.APIKey}
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}
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client, err := weaviate.NewClient(weaviateCfg)
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if err != nil {
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return nil, fmt.Errorf("create weaviate client: %w", err)
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}
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repo := weaviateRepo.NewWeaviateRetrieveEngineRepository(client, &store.IndexConfig)
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return retriever.NewKVHybridRetrieveEngine(repo, types.WeaviateRetrieverEngineType), nil
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}
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// createDorisEngine 创建 Apache Doris 检索引擎服务。
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//
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// Doris 同时使用两个端口:
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// - MySQL 协议(默认 9030)走 database/sql 做主链路读写;
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// - HTTP(默认 FE 8030)走 Stream Load 做 partial update。
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//
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// Addr 字段承担 host:9030 的 MySQL 端点;HTTPPort + Addr 的 host 部分组成 HTTP base URL。
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func createDorisEngine(store types.VectorStore) (interfaces.RetrieveEngineService, error) {
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cc := store.ConnectionConfig
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if cc.Addr == "" {
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return nil, fmt.Errorf("doris connection requires addr (host:port)")
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}
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if cc.Database == "" {
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return nil, fmt.Errorf("doris connection requires database")
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}
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dsn := fmt.Sprintf("%s:%s@tcp(%s)/%s?charset=utf8mb4&parseTime=true&loc=Local",
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cc.Username, cc.Password, cc.Addr, cc.Database)
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db, err := sql.Open("mysql", dsn)
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if err != nil {
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return nil, fmt.Errorf("create doris client: %w", err)
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}
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db.SetMaxOpenConns(20)
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db.SetMaxIdleConns(5)
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db.SetConnMaxLifetime(time.Hour)
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httpPort := cc.HTTPPort
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if httpPort <= 0 {
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httpPort = 8030
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}
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httpBase := "http://" + hostFromAddr(cc.Addr) + ":" + strconv.Itoa(httpPort)
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repo := dorisRepo.NewDorisRetrieveEngineRepository(
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db, httpBase, cc.Username, cc.Password, cc.Database, &store.IndexConfig,
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)
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return retriever.NewKVHybridRetrieveEngine(repo, types.DorisRetrieverEngineType), nil
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}
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// hostFromAddr 从 "host:port" 中拆出 host 部分;Addr 没有冒号时整段当作 host。
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func hostFromAddr(addr string) string {
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if i := strings.LastIndex(addr, ":"); i > 0 {
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return addr[:i]
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}
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return addr
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}
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