feat: vector integrationTest;feat: ob quantization (#6366)

* feat(vectordb): add OceanBase HNSW quantization (HNSW_SQ/HNSW_BQ) (#6348) Support OceanBase vector index quantization via VECTOR_VQ_LEVEL: - 32 (default): hnsw + inner_product - 8: hnsw_sq + inner_product (2-3x memory savings) - 1: hnsw_bq + cosine (~15x memory savings) HNSW_BQ requires cosine distance per OceanBase docs. Tested on OceanBase 4.3.5.5 (BP5). Closes #6202 * feat: add test inclusion for vectorDB tests in vitest configuration (#6358) * feat: add test inclusion for vectorDB tests in vitest configuration * refactor: update vectorDB README and setup for environment configuration - Enhanced README to clarify the use of factory pattern for vectorDB integration tests. - Updated instructions for setting up environment variables from a local file. - Removed obsolete PG integration test file and adjusted test execution instructions. - Improved structure explanation for shared test data and factory functions. * perf: integrationTest * feat: vector integration --------- Co-authored-by: ZHANG Yixin <hi.yixinz@gmail.com> Co-authored-by: Jingchao <alswlx@gmail.com>
2026-02-27 01:02:22 +08:00 · 2026-02-02 18:48:25 +08:00
parent 358109f556
commit 64f70a41c1
38 changed files with 758 additions and 163 deletions
--- a/document/content/docs/toc.mdx
+++ b/document/content/docs/toc.mdx
@@ -121,6 +121,7 @@ description: FastGPT 文档目录
 - [/docs/upgrading/4-14/4145](/docs/upgrading/4-14/4145)
 - [/docs/upgrading/4-14/41451](/docs/upgrading/4-14/41451)
 - [/docs/upgrading/4-14/4146](/docs/upgrading/4-14/4146)
+- [/docs/upgrading/4-14/4147](/docs/upgrading/4-14/4147)
 - [/docs/upgrading/4-8/40](/docs/upgrading/4-8/40)
 - [/docs/upgrading/4-8/41](/docs/upgrading/4-8/41)
 - [/docs/upgrading/4-8/42](/docs/upgrading/4-8/42)
--- a/document/content/docs/upgrading/4-14/4147.mdx
+++ b/document/content/docs/upgrading/4-14/4147.mdx
@@ -0,0 +1,20 @@
+---
+title: 'V4.14.7(进行中)'
+description: 'FastGPT V4.14.7 更新说明'
+---
+
+
+## 🚀 新增内容
+
+
+## ⚙️ 优化
+
+
+## 🐛 修复
+
+
+## 插件
+
+## 代码质量
+
+1. 增加向量数据库集成测试。
--- a/document/data/doc-last-modified.json
+++ b/document/data/doc-last-modified.json
@@ -124,7 +124,7 @@
  "document/content/docs/upgrading/4-14/4144.mdx": "2025-12-16T14:56:04+08:00",
  "document/content/docs/upgrading/4-14/4145.mdx": "2026-01-18T23:59:15+08:00",
  "document/content/docs/upgrading/4-14/41451.mdx": "2026-01-20T11:53:27+08:00",
-  "document/content/docs/upgrading/4-14/4146.mdx": "2026-01-30T18:47:43+08:00",
+  "document/content/docs/upgrading/4-14/4146.mdx": "2026-01-30T22:34:42+08:00",
  "document/content/docs/upgrading/4-8/40.mdx": "2025-08-02T19:38:37+08:00",
  "document/content/docs/upgrading/4-8/41.mdx": "2025-08-02T19:38:37+08:00",
  "document/content/docs/upgrading/4-8/42.mdx": "2025-08-02T19:38:37+08:00",
--- a/document/public/deploy/docker/cn/docker-compose.oceanbase.yml
+++ b/document/public/deploy/docker/cn/docker-compose.oceanbase.yml
@@ -26,7 +26,7 @@ x-share-db-config: &x-share-db-config

 # 向量库相关配置
 x-vec-config: &x-vec-config
-  OCEANBASE_URL: mysql://root%40tenantname:tenantpassword@ob:2881/test
+  OCEANBASE_URL: mysql://root%40tenantname:tenantpassword@ob:2881/mysql


 version: '3.3'
@@ -52,8 +52,8 @@ services:
      - OB_SERVER_IP=127.0.0.1
      # 更多环境变量配置见oceanbase官方文档： https://www.oceanbase.com/docs/common-oceanbase-database-cn-1000000002013494
    volumes:
-      - ../ob/data:/root/ob
-      - ../ob/config:/root/.obd/cluster
+      - ./ob/data:/root/ob
+      - ./ob/config:/root/.obd/cluster
    configs:
      - source: init_sql
        target: /root/boot/init.d/init.sql
--- a/document/public/deploy/docker/cn/docker-compose.seekdb.yml
+++ b/document/public/deploy/docker/cn/docker-compose.seekdb.yml
@@ -26,7 +26,7 @@ x-share-db-config: &x-share-db-config

 # 向量库相关配置
 x-vec-config: &x-vec-config
-  SEEKDB_URL: mysql://root%40tenantname:tenantpassword@seekdb:3306/fastgpt
+  SEEKDB_URL: mysql://root:seekdbpassword@seekdb:2881/mysql


 version: '3.3'
@@ -37,23 +37,20 @@ services:
    container_name: seekdb
    restart: always
    # ports: # 生产环境建议不要暴露
-    #   - 3306:3306
+    #   - 2881:2881
+    #   - 2886:2886
    networks:
      - fastgpt
    environment:
      # SeekDB 连接配置（兼容 MySQL 协议）
-      - MYSQL_ROOT_PASSWORD=seekdbpassword
-      # SeekDB 租户配置（与 OceanBase 兼容）
-      - OB_TENANT_NAME=tenantname
-      - OB_TENANT_PASSWORD=tenantpassword
+      - ROOT_PASSWORD=seekdbpassword
      # MODE分为MINI和NORMAL， 后者会最大程度使用主机资源
      - MODE=MINI
-      - OB_SERVER_IP=127.0.0.1
    volumes:
-      - ../seekdb/data:/var/lib/mysql
-      - ../seekdb/config:/etc/mysql/conf.d
+      - ./seekdb/data:/var/lib/mysql
+      - ./seekdb/config:/etc/mysql/conf.d
    healthcheck:
-      test: ["CMD", "mysqladmin", "ping", "-h", "localhost"]
+      test: ['CMD', 'mysqladmin', 'ping', '-h', '127.0.0.1', '-P2881', '-uroot', '-pseekdbpassword']
      interval: 30s
      timeout: 10s
      retries: 1000
--- a/document/public/deploy/docker/global/docker-compose.oceanbase.yml
+++ b/document/public/deploy/docker/global/docker-compose.oceanbase.yml
@@ -26,7 +26,7 @@ x-share-db-config: &x-share-db-config

 # 向量库相关配置
 x-vec-config: &x-vec-config
-  OCEANBASE_URL: mysql://root%40tenantname:tenantpassword@ob:2881/test
+  OCEANBASE_URL: mysql://root%40tenantname:tenantpassword@ob:2881/mysql


 version: '3.3'
@@ -52,8 +52,8 @@ services:
      - OB_SERVER_IP=127.0.0.1
      # 更多环境变量配置见oceanbase官方文档： https://www.oceanbase.com/docs/common-oceanbase-database-cn-1000000002013494
    volumes:
-      - ../ob/data:/root/ob
-      - ../ob/config:/root/.obd/cluster
+      - ./ob/data:/root/ob
+      - ./ob/config:/root/.obd/cluster
    configs:
      - source: init_sql
        target: /root/boot/init.d/init.sql
--- a/document/public/deploy/docker/global/docker-compose.seekdb.yml
+++ b/document/public/deploy/docker/global/docker-compose.seekdb.yml
@@ -26,7 +26,7 @@ x-share-db-config: &x-share-db-config

 # 向量库相关配置
 x-vec-config: &x-vec-config
-  SEEKDB_URL: mysql://root%40tenantname:tenantpassword@seekdb:3306/fastgpt
+  SEEKDB_URL: mysql://root:seekdbpassword@seekdb:2881/mysql


 version: '3.3'
@@ -37,23 +37,20 @@ services:
    container_name: seekdb
    restart: always
    # ports: # 生产环境建议不要暴露
-    #   - 3306:3306
+    #   - 2881:2881
+    #   - 2886:2886
    networks:
      - fastgpt
    environment:
      # SeekDB 连接配置（兼容 MySQL 协议）
-      - MYSQL_ROOT_PASSWORD=seekdbpassword
-      # SeekDB 租户配置（与 OceanBase 兼容）
-      - OB_TENANT_NAME=tenantname
-      - OB_TENANT_PASSWORD=tenantpassword
+      - ROOT_PASSWORD=seekdbpassword
      # MODE分为MINI和NORMAL， 后者会最大程度使用主机资源
      - MODE=MINI
-      - OB_SERVER_IP=127.0.0.1
    volumes:
-      - ../seekdb/data:/var/lib/mysql
-      - ../seekdb/config:/etc/mysql/conf.d
+      - ./seekdb/data:/var/lib/mysql
+      - ./seekdb/config:/etc/mysql/conf.d
    healthcheck:
-      test: ["CMD", "mysqladmin", "ping", "-h", "localhost"]
+      test: ['CMD', 'mysqladmin', 'ping', '-h', '127.0.0.1', '-P2881', '-uroot', '-pseekdbpassword']
      interval: 30s
      timeout: 10s
      retries: 1000