Merge b1dadb4a1a into a5051c7225

Merge remote-tracking branch 'origin/master' into hanlp-upgrade
feat:upgrade 1.8.4
2026-04-20 13:44:19 +08:00 · 2025-03-14 09:27:57 +08:00 · 2025-03-05 10:01:32 +08:00 · 2025-03-04 18:55:31 +08:00
264 changed files with 2740 additions and 3975 deletions
--- a/.github/workflows/centos-ci.yml
+++ b/.github/workflows/centos-ci.yml
@@ -11,7 +11,7 @@ jobs:
  build:
    runs-on: ubuntu-latest
    container:
-      image: almalinux:9  # maven >=3.6.3
+      image: quay.io/centos/centos:stream8  # 使用 CentOS Stream 8 容器

    strategy:
      matrix:
@@ -28,10 +28,9 @@ jobs:

      - name: Reset DNF repositories
        run: |
-          sed -e 's|^mirrorlist=|#mirrorlist=|g' \
-            -e 's|^# baseurl=https://repo.almalinux.org|baseurl=https://mirrors.aliyun.com|g' \
-            /etc/yum.repos.d/almalinux*.repo
-
+          cd /etc/yum.repos.d/
+          sed -i 's/mirrorlist/#mirrorlist/g' /etc/yum.repos.d/CentOS-*
+          sed -i 's|#baseurl=http://mirror.centos.org|baseurl=http://vault.centos.org|g' /etc/yum.repos.d/CentOS-*

      - name: Update DNF package index
        run: dnf makecache
--- a/.github/workflows/mac-ci.yml
+++ b/.github/workflows/mac-ci.yml
@@ -17,27 +17,21 @@ jobs:
        java-version: [21]  # Define the JDK versions to test

    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v2

      - name: Set up JDK ${{ matrix.java-version }}
-        uses: actions/setup-java@v3
+        uses: actions/setup-java@v2
        with:
          java-version: ${{ matrix.java-version }}
-          distribution: 'temurin'
+          distribution: 'adopt'

      - name: Cache Maven packages
-        uses: actions/cache@v3
+        uses: actions/cache@v4
        with:
          path: ~/Library/Caches/Maven  # macOS Maven cache path
          key: ${{ runner.os }}-m2-${{ hashFiles('**/pom.xml') }}
          restore-keys: ${{ runner.os }}-m2

-      - name: Install system dependencies
-        run: |
-          brew update
-          brew install cmake
-          brew install gcc
-
      - name: Build with Maven
        run: mvn -B package --file pom.xml

--- a/.gitignore
+++ b/.gitignore
@@ -20,5 +20,4 @@ chm_db/
 __pycache__/
 /dict
 assembly/build/*-SNAPSHOT
-**/node_modules/
-benchmark/res/
+**/node_modules/
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -3,205 +3,6 @@
 - All notable changes to this project will be documented in this file.
 - "Breaking Changes" describes any changes that may break existing functionality or cause
  compatibility issues with previous versions.
-## SuperSonic [1.0.0] - 2025-08-05
-
-### 重大特性变更 / Major Features
-
-#### 多数据库支持扩展 / Multi-Database Support
- **Oracle数据库支持**: 新增Oracle数据库引擎类型及适配器 ([8eeed87ba](https://github.com/tencentmusic/supersonic/commit/8eeed87ba) by supersonicbi)
- **StarRocks支持**: 支持StarRocks和多catalog功能 ([33268bf3d](https://github.com/tencentmusic/supersonic/commit/33268bf3d) by zyclove)
- **SAP HANA支持**: 新增SAP HANA数据库适配支持 ([2e28a4c7a](https://github.com/tencentmusic/supersonic/commit/2e28a4c7a) by wwsheng009)
- **DuckDB支持**: 支持DuckDB数据库 ([a058dc8b6](https://github.com/tencentmusic/supersonic/commit/a058dc8b6) by jerryjzhang)
- **Kyuubi支持**: 支持Kyuubi Presto Trino ([5e3bafb95](https://github.com/tencentmusic/supersonic/commit/5e3bafb95) by zyclove)
- **OpenSearch支持**: 新增OpenSearch支持 ([d942d35c9](https://github.com/tencentmusic/supersonic/commit/d942d35c9) by zyclove)
-
-#### 智能问答增强 / AI-Enhanced Query Processing
- **LLM纠错器**: 新增LLM物理SQL纠错器 ([f899d23b6](https://github.com/tencentmusic/supersonic/commit/f899d23b6) by 柯慕灵)
- **记忆管理**: Agent记忆管理启用few-shot优先机制 ([fae9118c2](https://github.com/tencentmusic/supersonic/commit/fae9118c2) by feelshana)
- **结构化查询**: 支持struct查询中的offset子句 ([d2a43a99c](https://github.com/tencentmusic/supersonic/commit/d2a43a99c) by jerryjzhang)
- **向量召回优化**: 优化嵌入向量召回机制 ([8c6ae6252](https://github.com/tencentmusic/supersonic/commit/8c6ae6252) by lexluo09)
-
-#### 权限管理系统 / Permission Management
- **Agent权限**: 支持agent级别的权限管理 ([b5aa6e046](https://github.com/tencentmusic/supersonic/commit/b5aa6e046) by jerryjzhang)
- **用户管理**: 支持用户删除功能 ([1c9cf788c](https://github.com/tencentmusic/supersonic/commit/1c9cf788c) by supersonicbi)
- **鉴权优化**: 全面优化鉴权与召回机制 ([1faf84e37](https://github.com/tencentmusic/supersonic/commit/1faf84e37), [7e6639df8](https://github.com/tencentmusic/supersonic/commit/7e6639df8) by guilinlewis)
-
-### 架构升级 / Architecture Upgrades
-
-#### 核心框架升级 / Core Framework Upgrades
- **SpringBoot 3升级**: 完成SpringBoot 3.x升级 ([07f6be51c](https://github.com/tencentmusic/supersonic/commit/07f6be51c) by mislayming)
- **依赖升级**: 升级依赖包并修复安全漏洞 ([232a20227](https://github.com/tencentmusic/supersonic/commit/232a20227) by beat4ocean)
- **LangChain4j更新**: 替换已废弃的LangChain4j APIs ([acffc03c7](https://github.com/tencentmusic/supersonic/commit/acffc03c7) by beat4ocean)
- **Swagger升级**: 使用SpringDoc支持Swagger在Spring 3.x ([758d170bb](https://github.com/tencentmusic/supersonic/commit/758d170bb) by jerryjzhang)
-
-#### 许可证变更 / License Changes
- **Apache 2.0**: 从MIT更改为Apache 2.0许可证 ([0aa002882](https://github.com/tencentmusic/supersonic/commit/0aa002882) by jerryjzhang)
-
-### 性能优化 / Performance Improvements
-
-#### 系统性能 / System Performance
- **GC优化**: 实现Generational ZGC ([3fc1ec42b](https://github.com/tencentmusic/supersonic/commit/3fc1ec42b) by beat4ocean)
- **Docker优化**: 减少Docker镜像体积 ([614917ba7](https://github.com/tencentmusic/supersonic/commit/614917ba7) by kino)
- **并行处理**: 嵌入向量并行执行优化 ([8c6ae6252](https://github.com/tencentmusic/supersonic/commit/8c6ae6252) by lexluo09)
- **记忆评估**: 记忆评估性能优化 ([524ec38ed](https://github.com/tencentmusic/supersonic/commit/524ec38ed) by yudong)
- **多平台构建**: 支持Docker多平台构建 ([da6d28c18](https://github.com/tencentmusic/supersonic/commit/da6d28c18) by jerryjzhang)
-
-#### 数据处理优化 / Data Processing Optimization
- **日期格式**: 支持更多日期字符串格式 ([2b13866c0](https://github.com/tencentmusic/supersonic/commit/2b13866c0) by supersonicbi)
- **SQL优化**: 优化SQL生成和执行性能 ([0ab764329](https://github.com/tencentmusic/supersonic/commit/0ab764329) by jerryjzhang)
- **模型关联**: 优化模型关联查询性能 ([47c2595fb](https://github.com/tencentmusic/supersonic/commit/47c2595fb) by Willy-J)
-
-### 功能增强 / Feature Enhancements
-
-#### 前端界面优化 / Frontend Improvements
- **图表导出**: 消息支持导出图表图片 ([ce9ae1c0c](https://github.com/tencentmusic/supersonic/commit/ce9ae1c0c) by pisces)
- **路由重构**: 重构语义建模路由交互 ([82c63a7f2](https://github.com/tencentmusic/supersonic/commit/82c63a7f2) by tristanliu)
- **权限界面**: 统一助理权限设置交互界面 ([46d64d78f](https://github.com/tencentmusic/supersonic/commit/46d64d78f) by tristanliu)
- **图表优化**: 优化ChatMsg图表条件 ([06fb6ba74](https://github.com/tencentmusic/supersonic/commit/06fb6ba74) by FredTsang)
- **数据格式**: 提取formatByDataFormatType()方法 ([9ffdba956](https://github.com/tencentmusic/supersonic/commit/9ffdba956) by FredTsang)
-
-#### 开发体验 / Developer Experience
- **构建脚本**: 优化Web应用构建脚本 ([baae7f74b](https://github.com/tencentmusic/supersonic/commit/baae7f74b) by zyclove)
- **GitHub Actions**: 优化GitHub Actions镜像推送 ([6a4458a57](https://github.com/tencentmusic/supersonic/commit/6a4458a57) by lexluo09)
- **基准测试**: 改进基准测试，增加解析结果分析 ([97710a90c](https://github.com/tencentmusic/supersonic/commit/97710a90c) by Antgeek)
-
-### Bug修复 / Bug Fixes
-
-#### 核心功能修复 / Core Function Fixes
- **插件功能**: 修复插件功能无法调用/结果被NL2SQL覆盖问题 ([c75233e37](https://github.com/tencentmusic/supersonic/commit/c75233e37) by QJ_wonder)
- **维度别名**: 修复映射阶段维度值别名不生效问题 ([785bda6cd](https://github.com/tencentmusic/supersonic/commit/785bda6cd) by feelshana)
- **模型字段**: 修复模型字段更新问题 ([6bd897084](https://github.com/tencentmusic/supersonic/commit/6bd897084) by WDEP)
- **多轮对话**: 修复headless中字段查询及多轮对话使用问题 ([be0447ae1](https://github.com/tencentmusic/supersonic/commit/be0447ae1) by QJ_wonder)
-
-#### NPE异常修复 / NPE Exception Fixes
- **聊天查询**: 修复EmbeddingMatchStrategy.detectByBatch() NPE异常 ([6d907b6ad](https://github.com/tencentmusic/supersonic/commit/6d907b6ad) by wangyong)
- **文件处理**: 修复FileHandlerImpl.convert2Resp() 维度值数据行首字符为空格异常 ([da172a030](https://github.com/tencentmusic/supersonic/commit/da172a030) by wangyong)
- **头部服务**: 修复多处headless NPE问题 ([79a44b27e](https://github.com/tencentmusic/supersonic/commit/79a44b27e) by jerryjzhang)
- **解析信息**: 修复getParseInfo中的NPE ([dce9a8a58](https://github.com/tencentmusic/supersonic/commit/dce9a8a58) by supersonicbi)
-
-#### SQL兼容性修复 / SQL Compatibility Fixes
- **SQL处理**: 修复SQL前后换行符导致的语句结尾";"删除问题 ([55ac3d1aa](https://github.com/tencentmusic/supersonic/commit/55ac3d1aa) by wangyong)
- **查询别名**: DictUtils.constructQuerySqlReq针对sql query增加别名 ([042791762](https://github.com/tencentmusic/supersonic/commit/042791762) by andybj0228)
- **SQL变量**: 支持SQL脚本变量替换 ([0709575cd](https://github.com/tencentmusic/supersonic/commit/0709575cd) by wanglongqiang)
-
-#### 前端Bug修复 / Frontend Bug Fixes
- **UI样式**: 修复问答对话右侧历史对话模块样式异常 ([c33a85b58](https://github.com/tencentmusic/supersonic/commit/c33a85b58) by wangyong)
- **推荐维度**: 修复页面不显示推荐下钻维度问题 ([62b9db679](https://github.com/tencentmusic/supersonic/commit/62b9db679) by WDEP)
- **图表显示**: 修复饼图显示条件问题 ([1b8cd7f0d](https://github.com/tencentmusic/supersonic/commit/1b8cd7f0d) by WDEP)
- **负数支持**: 支持负数显示 ([2552e2ae4](https://github.com/tencentmusic/supersonic/commit/2552e2ae4) by FredTsang)
- **百分比显示**: 支持bar图needMultiply100显示正确百分比值 ([8abfc923a](https://github.com/tencentmusic/supersonic/commit/8abfc923a) by coosir)
- **TypeScript错误**: 修复前端TypeScript错误 ([5585b9e22](https://github.com/tencentmusic/supersonic/commit/5585b9e22) by poncheen)
-
-#### 系统兼容性修复 / System Compatibility Fixes
- **Windows脚本**: 修复Windows daemon.bat路径配置问题 ([e5a41765b](https://github.com/tencentmusic/supersonic/commit/e5a41765b) by 柯慕灵)
- **字符编码**: 将utf8编码修改为utf8mb4,解决字符问题 ([2e81b190a](https://github.com/tencentmusic/supersonic/commit/2e81b190a) by Kun Gu)
- **记忆缓存**: 修复记忆管理中因缓存无法存储的问题 ([81cd60d2d](https://github.com/tencentmusic/supersonic/commit/81cd60d2d) by guilinlewis)
- **Mac兼容**: 降级djl库以支持Mac Intel机器 ([bf3213e8f](https://github.com/tencentmusic/supersonic/commit/bf3213e8f) by jerryjzhang)
-
-### 数据管理优化 / Data Management Improvements
-
-#### 维度指标管理 / Dimension & Metric Management
- **维度检索**: 修复维度和指标检索及百分比显示问题 ([d8fe2ed2b](https://github.com/tencentmusic/supersonic/commit/d8fe2ed2b) by 木鱼和尚)
- **查询导出**: 基于queryColumns导出数据 ([11d1264d3](https://github.com/tencentmusic/supersonic/commit/11d1264d3) by FredTsang)
- **表格排序**: 移除表格defaultSortOrder ([32675387d](https://github.com/tencentmusic/supersonic/commit/32675387d) by FredTsang)
- **维度搜索**: 修复维度搜索带key查询范围超出问题 ([269f146c1](https://github.com/tencentmusic/supersonic/commit/269f146c1) by wangyong)
-
-### 测试和质量保证 / Testing & Quality Assurance
-
-#### 单元测试 / Unit Testing
- **测试修复**: 修复单元测试用例 ([91e4b51ef](https://github.com/tencentmusic/supersonic/commit/91e4b51ef) by jerryjzhang)
- **模型测试**: 修复ModelCreateForm.tsx错误 ([d2aa73b85](https://github.com/tencentmusic/supersonic/commit/d2aa73b85) by Antgeek)
-
-### 重要变更说明 / Breaking Changes
-
-#### 升级注意事项 / Upgrade Notes
-1. **SpringBoot 3升级**: 可能需要更新依赖配置和代码适配
-2. **许可证变更**: 从MIT变更为Apache 2.0，请注意法律合规
-3. **API接口调整**: 部分API接口为支持新功能进行了调整
-4. **数据库兼容**: 新增多种数据库支持，配置方式有所变化
-
-### 完整提交统计 / Commit Statistics
- **总提交数**: 419个提交
- **主要贡献者**: 
-  - jerryjzhang: 158次提交
-  - supersonicbi: 22次提交
-  - zyclove: 20次提交
-  - beat4ocean: 15次提交
-  - guilinlewis: 11次提交
-  - wangyong: 11次提交
-  - 其他贡献者: 182次提交
- **涉及模块**: headless, chat, auth, common, webapp, launcher, docker
- **时间跨度**: 2024年11月1日 - 2025年8月5日
-
-### 致谢 / Acknowledgments
-
-感谢所有为SuperSonic 1.0.0版本贡献代码、文档、测试和建议的开发者们！🎉
-
-#### 核心贡献者 / Core Contributors
- **jerryjzhang** - 项目维护者，核心架构设计与实现
- **supersonicbi** - 核心功能开发，多数据库支持
- **beat4ocean** - 架构升级，依赖管理，安全优化
- **zyclove** - 数据库适配，构建优化
- **guilinlewis** - 鉴权系统，召回优化
- **wangyong** - Bug修复，NPE异常处理
-
-#### 活跃贡献者 / Active Contributors
- **WDEP** - 前端优化，图表功能
- **FredTsang** - Chat SDK优化，数据导出
- **feelshana** - 记忆管理，向量召回
- **QJ_wonder** - 插件功能，多轮对话
- **Willy-J** - 模型关联，数据库兼容
- **iridescentpeo** - 查询优化，模型管理
- **tristanliu** - 前端路由，权限界面
- **mislayming** - SpringBoot 3升级
- **Antgeek** - 基准测试，模型修复
- **柯慕灵** - LLM纠错器，Windows脚本
- **superhero** - 项目管理，代码审查
-
-#### 其他重要贡献者 / Other Important Contributors
- **木鱼和尚** - 维度指标检索优化
- **pisces** - 图表导出功能
- **lexluo09** - 并行处理，GitHub Actions
- **andybj0228** - SQL查询优化
- **wanglongqiang** - SQL变量支持
- **Hyman_bz** - StarRocks支持
- **wwsheng009** - SAP HANA适配
- **poncheen** - TypeScript错误修复
- **kino** - Docker镜像优化
- **coosir** - 前端百分比显示
- **Kun Gu** - 字符编码优化
- **chixiaopao** - NPE异常修复
- **naimehao** - 核心功能修复
- **yudong** - 记忆评估优化
- **mroldx** - 数据库脚本更新
- **ChPi** - 解析器性能优化
- **Hwting** - Docker配置优化
-
-#### 特别感谢 / Special Thanks
-感谢所有提交Issue、参与讨论、提供反馈的社区用户，你们的每一个建议都让SuperSonic变得更好！
-
-#### 社区支持 / Community Support
-SuperSonic是一个开源项目，我们欢迎更多开发者加入：
- 🔗 **GitHub**: https://github.com/tencentmusic/supersonic
- 📖 **文档**: 详见项目README和Wiki
- 🐛 **Issue报告**: 欢迎提交Bug和功能请求
- 🚀 **贡献代码**: 欢迎提交Pull Request
- 💬 **社区讨论**: 加入我们的技术交流群
-
-#### 未来展望 / Future Vision
-SuperSonic 1.0.0是一个重要的里程碑，但这只是开始。我们将继续：
- 🌟 **持续优化性能和稳定性**
- 🔧 **扩展更多数据库和AI模型支持**  
- 🎨 **改善用户体验和界面设计**
- 📚 **完善文档和最佳实践**
- 🤝 **建设更活跃的开源社区**
-
-**让我们一起把SuperSonic做得更好！** ✨
-
---
-
-*如果您在使用过程中遇到问题或有改进建议，欢迎随时与我们交流。每一份贡献都让SuperSonic更加强大！*
-

 ## SuperSonic [0.9.8] - 2024-11-01
 - Add LLM management module to reuse connection across agents.
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -1,113 +0,0 @@
-# CLAUDE.md
-
-This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
-
-## Build Commands
-
-### Backend (Java/Maven)
-
-```bash
-# Clean build (skip tests)
-mvn clean package -DskipTests -Dspotless.skip=true
-
-# Run all tests
-mvn test
-
-# Run single test class
-mvn test -Dtest=ClassName
-
-# Full CI build
-mvn -B package --file pom.xml
-```
-
-**Requirements:** Java 21, Maven
-
-### Frontend (pnpm/React)
-
-```bash
-cd webapp
-
-# Install dependencies
-pnpm install
-
-# Start dev server (port 9000)
-pnpm dev
-
-# Production build
-pnpm build
-
-# Run tests
-pnpm test
-```
-
-**Requirements:** Node.js >=16, pnpm 9.12.3+
-
-### Quick Start
-
-```bash
-# Build full release
-./assembly/bin/supersonic-build.sh standalone
-
-# Start service
-./assembly/bin/supersonic-daemon.sh start
-
-# Stop service
-./assembly/bin/supersonic-daemon.sh stop
-```
-
-Visit http://localhost:9080 after startup.
-
-## Architecture Overview
-
-SuperSonic unifies **Chat BI** (LLM-powered) and **Headless BI** (semantic layer) paradigms.
-
-### Core Modules
-
-```
-supersonic/
-├── auth/           # Authentication & authorization (SPI-based)
-├── chat/           # Chat BI module - LLM-powered Q&A interface
-├── common/         # Shared utilities
-├── headless/       # Headless BI - semantic layer with open API
-├── launchers/      # Application entry points
-│   ├── standalone/ # Combined Chat + Headless (default)
-│   ├── chat/       # Chat-only service
-│   └── headless/   # Headless-only service
-└── webapp/         # Frontend React app (UmiJS 4 + Ant Design)
-```
-
-### Data Flow
-
-1. **Knowledge Base**: Extracts schema from semantic models, builds dictionary/index for schema mapping
-2. **Schema Mapper**: Identifies metrics/dimensions/entities/values in user queries
-3. **Semantic Parser**: Generates S2SQL (semantic SQL) using rule-based and LLM-based parsers
-4. **Semantic Corrector**: Validates and corrects semantic queries
-5. **Semantic Translator**: Converts S2SQL to executable SQL
-
-### Key Entry Points
-
- `StandaloneLauncher.java` - Combined service with `scanBasePackages: ["com.tencent.supersonic", "dev.langchain4j"]`
- `ChatLauncher.java` - Chat BI only
- `HeadlessLauncher.java` - Headless BI only
-
-## Key Technologies
-
-**Backend:** Spring Boot 3.3.9, MyBatis-Plus 3.5.10.1, LangChain4j 0.36.2, JSqlParser 4.9, Calcite 1.38.0
-
-**Frontend:** React 18, UmiJS 4, Ant Design 5.17.4, ECharts 5.0.2, AntV G6/X6
-
-**Databases:** MySQL, PostgreSQL (with pgvector), H2, ClickHouse, StarRocks, Presto, Trino, DuckDB
-
-## Testing
-
-**Java tests:** JUnit 5, Mockito. Located in `src/test/java/` of each module.
-
-**Frontend tests:** Jest with Puppeteer environment in `webapp/packages/supersonic-fe/`
-
-**Evaluation scripts:** Python scripts in `evaluation/` directory for Text2SQL accuracy testing.
-
-## Related Documentation
-
- [README.md](README.md) - English documentation
- [README_CN.md](README_CN.md) - Chinese documentation
- [Evaluation Guide](evaluation/README.md) - Text2SQL evaluation process
--- a/assembly/bin/supersonic-build.bat
+++ b/assembly/bin/supersonic-build.bat
@@ -43,26 +43,10 @@ if "%service%"=="webapp" (
   call mvn -f %projectDir% clean package -DskipTests -Dspotless.skip=true
   IF ERRORLEVEL 1 (
      ECHO Failed to build backend Java modules.
-      ECHO Please check Maven and Java versions are compatible.
-      ECHO Current Java: %JAVA_HOME%
-      ECHO Current Maven: %MAVEN_HOME%
      EXIT /B 1
   )
-   
-   REM extract and copy files to deployment directory
-   cd %projectDir%\launchers\%model_name%\target
-   if exist "launchers-%model_name%-%MVN_VERSION%-bin.tar.gz" (
-       echo "Extracting launchers-%model_name%-%MVN_VERSION%-bin.tar.gz..."
-       tar -xf "launchers-%model_name%-%MVN_VERSION%-bin.tar.gz"
-       if exist "launchers-%model_name%-%MVN_VERSION%" (
-           echo "Copying files to deployment directory..."
-           xcopy /E /Y "launchers-%model_name%-%MVN_VERSION%\*" "%buildDir%\supersonic-%model_name%-%MVN_VERSION%\"
-       )
-   )
-   
   copy /y %projectDir%\launchers\%model_name%\target\*.tar.gz %buildDir%\
   echo "finished building supersonic-%model_name% service"
-   cd %baseDir%
   goto :EOF


@@ -88,55 +72,22 @@ if "%service%"=="webapp" (
   cd %buildDir%
   if exist %release_dir% rmdir /s /q %release_dir%
   if exist %release_dir%.zip del %release_dir%.zip
-   
-   rem check if release directory already exists from buildJavaService
-   if exist %release_dir% (
-       echo "Release directory already prepared by buildJavaService"
-   ) else (
-       mkdir %release_dir%
-       
-       rem package java service
-       tar xvf %service_name%-bin.tar.gz 2>nul
-       if errorlevel 1 (
-           echo "Warning: tar command failed, trying PowerShell extraction..."
-           powershell -Command "Expand-Archive -Path '%service_name%-bin.tar.gz' -DestinationPath '.' -Force"
-       )
-       for /d %%D in ("%service_name%\*") do (
-           move "%%D" "%release_dir%"
-       )
-       rmdir /s /q %service_name% 2>nul
-   )
-   
+   mkdir %release_dir%
   rem package webapp
-   if exist supersonic-webapp.tar.gz (
-       tar xvf supersonic-webapp.tar.gz 2>nul
-       if errorlevel 1 (
-           echo "Warning: tar command failed, trying PowerShell extraction..."
-           powershell -Command "Expand-Archive -Path 'supersonic-webapp.tar.gz' -DestinationPath '.' -Force"
-       )
-       move /y supersonic-webapp webapp
-       echo {"env": ""} > webapp\supersonic.config.json
-       move /y webapp %release_dir%
-       del supersonic-webapp.tar.gz 2>nul
+   tar xvf supersonic-webapp.tar.gz
+   move /y supersonic-webapp webapp
+   echo {"env": ""} > webapp\supersonic.config.json
+   move /y webapp %release_dir%
+   rem package java service
+   tar xvf %service_name%-bin.tar.gz
+   for /d %%D in ("%service_name%\*") do (
+       move "%%D" "%release_dir%"
   )
-   
-   rem verify deployment structure
-   if exist "%release_dir%\lib\launchers-%model_name%-%MVN_VERSION%.jar" (
-       echo "Deployment structure verified successfully"
-   ) else (
-       echo "Warning: Main jar file not found in deployment structure"
-       echo "Expected: %release_dir%\lib\launchers-%model_name%-%MVN_VERSION%.jar"
-   )
-   
   rem generate zip file
-   powershell -Command "Compress-Archive -Path '%release_dir%' -DestinationPath '%release_dir%.zip' -Force"
-   if errorlevel 1 (
-       echo "Warning: PowerShell compression failed, release directory still available: %release_dir%"
-   ) else (
-       echo "Successfully created release package: %release_dir%.zip"
-   )
-   
-   del %service_name%-bin.tar.gz 2>nul
+   powershell Compress-Archive -Path %release_dir% -DestinationPath %release_dir%.zip
+   del %service_name%-bin.tar.gz
+   del supersonic-webapp.tar.gz
+   rmdir /s /q %service_name%
   echo "finished packaging supersonic release"
   goto :EOF

--- a/assembly/bin/supersonic-daemon.bat
+++ b/assembly/bin/supersonic-daemon.bat
@@ -20,9 +20,7 @@ if "%profile%"=="" (

 set "model_name=%service%"

-REM fix path configuration - point to the correct release package directory
-set "releaseDir=%buildDir%\supersonic-%service%-1.0.0-SNAPSHOT"
-cd %releaseDir%
+cd %baseDir%

 if "%command%"=="restart" (
   call :stop
@@ -52,58 +50,20 @@ if "%command%"=="restart" (

 :runJavaService
   echo 'java service starting, see logs in logs/'
-   echo 'Using release directory: %releaseDir%'
-   
-   REM use release package directory as base path
-   set "libDir=%releaseDir%\lib"
-   set "confDir=%releaseDir%\conf"
-   set "webDir=%releaseDir%\webapp"
-   set "logDir=%releaseDir%\logs"
-   
-   REM fix variable name matching problem
-   set "CLASSPATH=%releaseDir%;%webDir%;%libDir%\*;%confDir%"
-   set "MAIN_CLASS=%main_class%"
-   
-   REM add port configuration
-   set "property=-Dfile.encoding=UTF-8 -Duser.language=Zh -Duser.region=CN -Duser.timezone=GMT+08 -Dspring.profiles.active=%profile% -Dserver.port=9080"
-   set "java_command=%property% -Xms1024m -Xmx2048m -cp "%CLASSPATH%" %MAIN_CLASS%"
-   
+   set "libDir=%baseDir%\lib"
+   set "confDir=%baseDir%\conf"
+   set "webDir=%baseDir%\webapp"
+   set "logDir=%baseDir%\logs"
+   set "classpath=%baseDir%;%webDir%;%libDir%\*;%confDir%"
+   set "property=-Dfile.encoding=UTF-8 -Duser.language=Zh -Duser.region=CN -Duser.timezone=GMT+08 -Dspring.profiles.active=%profile%"
+   set "java-command=%property% -Xms1024m -Xmx1024m -cp %CLASSPATH% %MAIN_CLASS%"
   if not exist %logDir% mkdir %logDir%
-   
-   REM check if the main jar file exists
-   if not exist "%libDir%\launchers-standalone-1.0.0-SNAPSHOT.jar" (
-       echo "Error: Main jar file not found in %libDir%"
-       echo "Please make sure the application has been built and packaged correctly."
-       goto :EOF
-   )
-   
-   echo 'Main Class: %MAIN_CLASS%'
-   echo 'Profile: %profile%'
-   echo 'Starting Java service...'
-   
-   REM start service and save logs
-   start /B java %java_command% > "%logDir%\supersonic.log" 2>&1
-   timeout /t 15 >nul
-   
-   REM check service status
-   netstat -an | findstr ":9080" >nul
-   if errorlevel 1 (
-       echo "Warning: Port 9080 is not listening"
-       echo "Please check the log file: %logDir%\supersonic.log"
-       if exist "%logDir%\supersonic.log" (
-           echo "Recent log entries:"
-           powershell -Command "Get-Content '%logDir%\supersonic.log' | Select-Object -Last 10"
-       )
-   ) else (
-       echo "Service started successfully on port 9080"
-       echo "You can access the application at: http://localhost:9080"
-   )
-   
+   start /B java %java-command% >nul 2>&1
+   timeout /t 10 >nul
   echo 'java service started'
   goto :EOF

 :stopJavaService
-   echo 'Stopping Java service...'
   for /f "tokens=2" %%i in ('tasklist ^| findstr /i "java"') do (
            taskkill /PID %%i /F
            echo "java service (PID = %%i) is killed."
--- a/assembly/bin/supersonic-daemon.sh
+++ b/assembly/bin/supersonic-daemon.sh
@@ -60,8 +60,7 @@ function runJavaService {
    JAVA_HOME=$(ls /usr/jdk64/jdk* -d 2>/dev/null | xargs | awk '{print "'$local_app_name'"}')
  fi
  export PATH=$JAVA_HOME/bin:$PATH
-  command="-Dfile.encoding=UTF-8 -Duser.language=Zh -Duser.region=CN -Duser.timezone=GMT+08
-  -Dapp_name=${local_app_name} -Xms1024m -Xmx2048m -XX:+UseZGC -XX:+ZGenerational $main_class"
+  command="-Dfile.encoding=UTF-8 -Duser.language=Zh -Duser.region=CN -Duser.timezone=GMT+08 -Dapp_name=${local_app_name} -Xms1024m -Xmx1024m $main_class"

  mkdir -p $javaRunDir/logs
  java -Dspring.profiles.active="$profile" $command >/dev/null 2>$javaRunDir/logs/error.log &
--- a/auth/api/pom.xml
+++ b/auth/api/pom.xml
@@ -34,8 +34,8 @@
    </dependencies>

    <properties>
-        <maven.compiler.source>21</maven.compiler.source>
-        <maven.compiler.target>21</maven.compiler.target>
+        <maven.compiler.source>8</maven.compiler.source>
+        <maven.compiler.target>8</maven.compiler.target>
    </properties>

 </project>
--- a/auth/api/src/main/java/com/tencent/supersonic/auth/api/authentication/adaptor/UserAdaptor.java
+++ b/auth/api/src/main/java/com/tencent/supersonic/auth/api/authentication/adaptor/UserAdaptor.java
@@ -21,8 +21,6 @@ public interface UserAdaptor {

    void register(UserReq userReq);

-    void deleteUser(long userId);
-
    String login(UserReq userReq, HttpServletRequest request);

    String login(UserReq userReq, String appKey);
--- a/auth/api/src/main/java/com/tencent/supersonic/auth/api/authentication/pojo/UserWithPassword.java
+++ b/auth/api/src/main/java/com/tencent/supersonic/auth/api/authentication/pojo/UserWithPassword.java
@@ -24,7 +24,7 @@ public class UserWithPassword extends User {

    public UserWithPassword(Long id, String name, String displayName, String email, String password,
            Integer isAdmin) {
-        super(id, name, displayName, email, isAdmin, null);
+        super(id, name, displayName, email, isAdmin);
        this.password = password;
    }

--- a/auth/api/src/main/java/com/tencent/supersonic/auth/api/authentication/request/UserReq.java
+++ b/auth/api/src/main/java/com/tencent/supersonic/auth/api/authentication/request/UserReq.java
@@ -15,6 +15,4 @@ public class UserReq {

    @NotBlank(message = "password can not be null")
    private String newPassword;
-
-    private String role;
 }
--- a/auth/api/src/main/java/com/tencent/supersonic/auth/api/authentication/service/UserService.java
+++ b/auth/api/src/main/java/com/tencent/supersonic/auth/api/authentication/service/UserService.java
@@ -23,8 +23,6 @@ public interface UserService {

    void register(UserReq userCmd);

-    void deleteUser(long userId);
-
    String login(UserReq userCmd, HttpServletRequest request);

    String login(UserReq userCmd, String appKey);
--- a/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/adaptor/DefaultUserAdaptor.java
+++ b/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/adaptor/DefaultUserAdaptor.java
@@ -18,8 +18,6 @@ import jakarta.servlet.http.HttpServletRequest;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.beans.BeanUtils;

-import java.sql.Timestamp;
-import java.util.Date;
 import java.util.List;
 import java.util.Optional;
 import java.util.Set;
@@ -92,12 +90,6 @@ public class DefaultUserAdaptor implements UserAdaptor {
        userRepository.addUser(userDO);
    }

-    @Override
-    public void deleteUser(long userId) {
-        UserRepository userRepository = ContextUtils.getBean(UserRepository.class);
-        userRepository.deleteUser(userId);
-    }
-
    @Override
    public String login(UserReq userReq, HttpServletRequest request) {
        TokenService tokenService = ContextUtils.getBean(TokenService.class);
@@ -110,9 +102,7 @@ public class DefaultUserAdaptor implements UserAdaptor {
        TokenService tokenService = ContextUtils.getBean(TokenService.class);
        try {
            UserWithPassword user = getUserWithPassword(userReq);
-            String token = tokenService.generateToken(UserWithPassword.convert(user), appKey);
-            updateLastLogin(userReq.getName());
-            return token;
+            return tokenService.generateToken(UserWithPassword.convert(user), appKey);
        } catch (Exception e) {
            log.error("", e);
            throw new RuntimeException("password encrypt error, please try again");
@@ -223,9 +213,8 @@ public class DefaultUserAdaptor implements UserAdaptor {
                new UserWithPassword(userDO.getId(), userDO.getName(), userDO.getDisplayName(),
                        userDO.getEmail(), userDO.getPassword(), userDO.getIsAdmin());

-        // 使用令牌名称作为生成key ，这样可以区分正常请求和api 请求，api 的令牌失效时间很长，需考虑令牌泄露的情况
-        String token = tokenService.generateToken(UserWithPassword.convert(userWithPassword),
-                "SysDbToken:" + name, (new Date().getTime() + expireTime));
+        String token =
+                tokenService.generateToken(UserWithPassword.convert(userWithPassword), expireTime);
        UserTokenDO userTokenDO = saveUserToken(name, userName, token, expireTime);
        return convertUserToken(userTokenDO);
    }
@@ -278,11 +267,4 @@ public class DefaultUserAdaptor implements UserAdaptor {
        userToken.setExpireDate(userTokenDO.getExpireDateTime());
        return userToken;
    }
-
-    private void updateLastLogin(String userName) {
-        UserRepository userRepository = ContextUtils.getBean(UserRepository.class);
-        UserDO userDO = userRepository.getUser(userName);
-        userDO.setLastLogin(new Timestamp(System.currentTimeMillis()));
-        userRepository.updateUser(userDO);
-    }
 }
--- a/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/persistence/dataobject/UserDO.java
+++ b/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/persistence/dataobject/UserDO.java
@@ -3,11 +3,7 @@ package com.tencent.supersonic.auth.authentication.persistence.dataobject;
 import com.baomidou.mybatisplus.annotation.IdType;
 import com.baomidou.mybatisplus.annotation.TableId;
 import com.baomidou.mybatisplus.annotation.TableName;
-import lombok.Data;

-import java.sql.Timestamp;
-
-@Data
@TableName("s2_user")
 public class UserDO {

@@ -31,25 +27,71 @@ public class UserDO {
    /** */
    private Integer isAdmin;

-    private Timestamp lastLogin;
+    /** @return id */
+    public Long getId() {
+        return id;
+    }
+
+    /** @param id */
+    public void setId(Long id) {
+        this.id = id;
+    }
+
+    /** @return name */
+    public String getName() {
+        return name;
+    }

    /** @param name */
    public void setName(String name) {
        this.name = name == null ? null : name.trim();
    }

+    /** @return password */
+    public String getPassword() {
+        return password;
+    }
+
    /** @param password */
    public void setPassword(String password) {
        this.password = password == null ? null : password.trim();
    }

+    public String getSalt() {
+        return salt;
+    }
+
    public void setSalt(String salt) {
        this.salt = salt == null ? null : salt.trim();
    }

+    /** @return display_name */
+    public String getDisplayName() {
+        return displayName;
+    }
+
+    /** @param displayName */
+    public void setDisplayName(String displayName) {
+        this.displayName = displayName == null ? null : displayName.trim();
+    }
+
+    /** @return email */
+    public String getEmail() {
+        return email;
+    }
+
    /** @param email */
    public void setEmail(String email) {
        this.email = email == null ? null : email.trim();
    }

+    /** @return is_admin */
+    public Integer getIsAdmin() {
+        return isAdmin;
+    }
+
+    /** @param isAdmin */
+    public void setIsAdmin(Integer isAdmin) {
+        this.isAdmin = isAdmin;
+    }
 }
--- a/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/persistence/repository/UserRepository.java
+++ b/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/persistence/repository/UserRepository.java
@@ -21,11 +21,7 @@ public interface UserRepository {

    UserTokenDO getUserToken(Long tokenId);

-    UserTokenDO getUserTokenByName(String tokenName);
-
    void deleteUserTokenByName(String userName);

    void deleteUserToken(Long tokenId);
-
-    void deleteUser(long userId);
 }
--- a/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/persistence/repository/impl/UserRepositoryImpl.java
+++ b/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/persistence/repository/impl/UserRepositoryImpl.java
@@ -65,13 +65,6 @@ public class UserRepositoryImpl implements UserRepository {
        return userTokenDOMapper.selectById(tokenId);
    }

-    @Override
-    public UserTokenDO getUserTokenByName(String tokenName) {
-        QueryWrapper<UserTokenDO> queryWrapper = new QueryWrapper<>();
-        queryWrapper.lambda().eq(UserTokenDO::getName, tokenName);
-        return userTokenDOMapper.selectOne(queryWrapper);
-    }
-
    @Override
    public void deleteUserTokenByName(String userName) {
        QueryWrapper<UserTokenDO> queryWrapper = new QueryWrapper<>();
@@ -83,9 +76,4 @@ public class UserRepositoryImpl implements UserRepository {
    public void deleteUserToken(Long tokenId) {
        userTokenDOMapper.deleteById(tokenId);
    }
-
-    @Override
-    public void deleteUser(long userId) {
-        userDOMapper.deleteById(userId);
-    }
 }
--- a/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/rest/UserController.java
+++ b/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/rest/UserController.java
@@ -9,7 +9,13 @@ import com.tencent.supersonic.common.pojo.User;
 import jakarta.servlet.http.HttpServletRequest;
 import jakarta.servlet.http.HttpServletResponse;
 import lombok.extern.slf4j.Slf4j;
-import org.springframework.web.bind.annotation.*;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RequestParam;
+import org.springframework.web.bind.annotation.RestController;

 import java.util.List;
 import java.util.Set;
@@ -61,16 +67,6 @@ public class UserController {
        userService.register(userCmd);
    }

-    @DeleteMapping("/delete/{userId}")
-    public void delete(@PathVariable("userId") long userId, HttpServletRequest httpServletRequest,
-            HttpServletResponse httpServletResponse) throws IllegalAccessException {
-        User user = userService.getCurrentUser(httpServletRequest, httpServletResponse);
-        if (user.getIsAdmin() != 1) {
-            throw new IllegalAccessException("only admin can delete user");
-        }
-        userService.deleteUser(userId);
-    }
-
    @PostMapping("/login")
    public String login(@RequestBody UserReq userCmd, HttpServletRequest request) {
        return userService.login(userCmd, request);
--- a/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/service/UserServiceImpl.java
+++ b/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/service/UserServiceImpl.java
@@ -70,11 +70,6 @@ public class UserServiceImpl implements UserService {
        ComponentFactory.getUserAdaptor().register(userReq);
    }

-    @Override
-    public void deleteUser(long userId) {
-        ComponentFactory.getUserAdaptor().deleteUser(userId);
-    }
-
    @Override
    public String login(UserReq userReq, HttpServletRequest request) {
        return ComponentFactory.getUserAdaptor().login(userReq, request);
--- a/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/utils/TokenService.java
+++ b/auth/authentication/src/main/java/com/tencent/supersonic/auth/authentication/utils/TokenService.java
@@ -6,10 +6,7 @@ import javax.crypto.spec.SecretKeySpec;

 import com.tencent.supersonic.auth.api.authentication.config.AuthenticationConfig;
 import com.tencent.supersonic.auth.api.authentication.pojo.UserWithPassword;
-import com.tencent.supersonic.auth.authentication.persistence.dataobject.UserTokenDO;
-import com.tencent.supersonic.auth.authentication.persistence.repository.UserRepository;
 import com.tencent.supersonic.common.pojo.exception.AccessException;
-import com.tencent.supersonic.common.util.ContextUtils;
 import io.jsonwebtoken.Claims;
 import io.jsonwebtoken.Jwts;
 import io.jsonwebtoken.SignatureAlgorithm;
@@ -74,7 +71,6 @@ public class TokenService {
        return generateToken(UserWithPassword.convert(appUser), request);
    }

-
    public Optional<Claims> getClaims(HttpServletRequest request) {
        String token = request.getHeader(authenticationConfig.getTokenHttpHeaderKey());
        String appKey = getAppKey(request);
@@ -94,14 +90,6 @@ public class TokenService {

    public Optional<Claims> getClaims(String token, String appKey) {
        try {
-            if (StringUtils.isNotBlank(appKey) && appKey.startsWith("SysDbToken:")) {// 如果是配置的长期令牌，需校验数据库是否存在该配置
-                UserRepository userRepository = ContextUtils.getBean(UserRepository.class);
-                UserTokenDO dbToken =
-                        userRepository.getUserTokenByName(appKey.substring("SysDbToken:".length()));
-                if (dbToken == null || !dbToken.getToken().equals(token.replace("Bearer ", ""))) {
-                    throw new AccessException("Token does not exist :" + appKey);
-                }
-            }
            String tokenSecret = getTokenSecret(appKey);
            Claims claims =
                    Jwts.parser().setSigningKey(tokenSecret.getBytes(StandardCharsets.UTF_8))
@@ -134,16 +122,6 @@ public class TokenService {
        Map<String, String> appKeyToSecretMap = authenticationConfig.getAppKeyToSecretMap();
        String secret = appKeyToSecretMap.get(appKey);
        if (StringUtils.isBlank(secret)) {
-            if (StringUtils.isNotBlank(appKey) && appKey.startsWith("SysDbToken:")) { // 是配置的长期令牌
-                String realAppKey = appKey.substring("SysDbToken:".length());
-                String tmp =
-                        "WIaO9YRRVt+7QtpPvyWsARFngnEcbaKBk783uGFwMrbJBaochsqCH62L4Kijcb0sZCYoSsiKGV/zPml5MnZ3uQ==";
-                if (tmp.length() <= realAppKey.length()) {
-                    return realAppKey;
-                } else {
-                    return realAppKey + tmp.substring(realAppKey.length());
-                }
-            }
            throw new AccessException("get secret from appKey failed :" + appKey);
        }
        return secret;
--- a/auth/authentication/src/main/resources/mapper/UserDOMapper.xml
+++ b/auth/authentication/src/main/resources/mapper/UserDOMapper.xml
@@ -9,7 +9,6 @@
    <result column="display_name" jdbcType="VARCHAR" property="displayName" />
    <result column="email" jdbcType="VARCHAR" property="email" />
    <result column="is_admin" jdbcType="INTEGER" property="isAdmin" />
-    <result column="last_login" jdbcType="TIMESTAMP" property="lastLogin" />
  </resultMap>
  <sql id="Example_Where_Clause">
    <where>
@@ -41,7 +40,7 @@
    </where>
  </sql>
  <sql id="Base_Column_List">
-    id, name, password, salt, display_name, email, is_admin, last_login
+    id, name, password, salt, display_name, email, is_admin
  </sql>
  <select id="selectByExample" parameterType="com.tencent.supersonic.auth.authentication.persistence.dataobject.UserDOExample" resultMap="BaseResultMap">
    select
@@ -137,9 +136,6 @@
      <if test="isAdmin != null">
        is_admin = #{isAdmin,jdbcType=INTEGER},
      </if>
-      <if test="lastLogin != null">
-        last_login = #{lastLogin,jdbcType=TIMESTAMP},
-      </if>
    </set>
    where id = #{id,jdbcType=BIGINT}
  </update>
--- a/benchmark/benchmark.py
+++ b/benchmark/benchmark.py
@@ -15,68 +15,6 @@ import requests
 import time
 import jwt
 import traceback
-import os
-from datetime import datetime
-
-
-class DataFrameAppender:
-    def __init__(self,file_name = "output"):
-        # 定义表头
-        columns = ['问题', '解析状态', '解析耗时', '执行状态', '执行耗时', '总耗时']
-        # 创建只有表头的 DataFrame
-        self.df = pd.DataFrame(columns=columns)
-        self.file_name = file_name
-
-    def append_data(self, new_data):
-        # 假设 new_data 是一维数组，将其转换为字典
-        columns = ['问题', '解析状态', '解析耗时', '执行状态', '执行耗时', '总耗时']
-        new_dict = dict(zip(columns, new_data))
-        # 使用 loc 方法追加数据
-        self.df.loc[len(self.df)] = new_dict
-    def print_analysis_result(self):
-        # 测试样例总数
-        total_samples = len(self.df)
-
-        # 解析成功数量
-        parse_success_count = (self.df['解析状态'] == '解析成功').sum()
-
-        # 执行成功数量
-        execute_success_count = (self.df['执行状态'] == '执行成功').sum()
-
-        # 解析平均耗时，保留两位小数
-        avg_parse_time = round(self.df['解析耗时'].mean(), 2)
-
-        # 执行平均耗时，保留两位小数
-        avg_execute_time = round(self.df['执行耗时'].mean(), 2)
-
-        # 总平均耗时，保留两位小数
-        avg_total_time = round(self.df['总耗时'].mean(), 2)
-
-        # 最长耗时，保留两位小数
-        max_time = round(self.df['总耗时'].max(), 2)
-
-        # 最短耗时，保留两位小数
-        min_time = round(self.df['总耗时'].min(), 2)
-
-        print(f"测试样例总数 : {total_samples}")
-        print(f"解析成功数量 : {parse_success_count}")
-        print(f"执行成功数量 : {execute_success_count}")
-        print(f"解析平均耗时 : {avg_parse_time} 秒")
-        print(f"执行平均耗时 : {avg_execute_time} 秒")
-        print(f"总平均耗时 : {avg_total_time} 秒")
-        print(f"最长耗时 : {max_time} 秒")
-        print(f"最短耗时 : {min_time} 秒")
-
-    def write_to_csv(self):
-        # 检查 data 文件夹是否存在，如果不存在则创建
-        if not os.path.exists('res'):
-            os.makedirs('res')
-        # 获取当前时间戳
-        timestamp = datetime.now().strftime("%Y%m%d%H%M%S")
-        # 生成带时间戳的文件名
-        file_path = os.path.join('res', f'{self.file_name}_{timestamp}.csv')
-        self.df.to_csv(file_path, index=False)
-        print(f"测试结果已保存到 {file_path}")

 class BatchTest:
    def __init__(self, url, agentId, chatId, userName):
@@ -132,35 +70,18 @@ class BatchTest:
 def benchmark(url:str, agentId:str, chatId:str, filePath:str, userName:str):
    batch_test = BatchTest(url, agentId, chatId, userName)
    df = batch_test.read_question_from_csv(filePath)
-    appender = DataFrameAppender(os.path.basename(filePath))
    for index, row in df.iterrows():
        question = row['question']
        print('start to ask question:', question)
        # 捕获异常，防止程序中断
        try:
            parse_resp = batch_test.parse(question)
-            parse_status = '解析失败'
-            if parse_resp.get('data').get('errorMsg') is None:
-                parse_status = '解析成功'
-            parse_cost = parse_resp.get('data').get('parseTimeCost').get('parseTime')
-            execute_resp = batch_test.execute(agentId, question, parse_resp['data']['queryId'])
-            execute_status = '执行失败'
-            execute_cost = 0
-            if parse_status == '解析成功' and execute_resp.get('data').get('errorMsg') is None:
-                execute_status = '执行成功'
-                execute_cost = execute_resp.get('data').get('queryTimeCost')
-            res = [question.replace(',', '#'),parse_status,parse_cost/1000,execute_status,execute_cost/1000,(parse_cost+execute_cost)/1000]
-            appender.append_data(res)
-
+            batch_test.execute(agentId, question, parse_resp['data']['queryId'])
        except Exception as e:
            print('error:', e)
            traceback.print_exc()
            continue
        time.sleep(1)
-    # 打印分析结果
-    appender.print_analysis_result()
-    # 分析明细输出
-    appender.write_to_csv()

 if __name__ == '__main__':

--- a/chat/api/src/main/java/com/tencent/supersonic/chat/api/pojo/request/ChatExecuteReq.java
+++ b/chat/api/src/main/java/com/tencent/supersonic/chat/api/pojo/request/ChatExecuteReq.java
@@ -18,5 +18,4 @@ public class ChatExecuteReq {
    private int parseId;
    private String queryText;
    private boolean saveAnswer;
-    private boolean streamingResult;
 }
--- a/chat/api/src/main/java/com/tencent/supersonic/chat/api/pojo/request/ChatMemoryDeleteReq.java
+++ b/chat/api/src/main/java/com/tencent/supersonic/chat/api/pojo/request/ChatMemoryDeleteReq.java
@@ -1,19 +0,0 @@
-package com.tencent.supersonic.chat.api.pojo.request;
-
-import lombok.AllArgsConstructor;
-import lombok.Builder;
-import lombok.Data;
-import lombok.NoArgsConstructor;
-
-import java.util.List;
-
-@Data
-@Builder
-@NoArgsConstructor
-@AllArgsConstructor
-public class ChatMemoryDeleteReq {
-
-    private List<Long> ids;
-
-    private Integer agentId;
-}
--- a/chat/api/src/main/java/com/tencent/supersonic/chat/api/pojo/response/QueryResp.java
+++ b/chat/api/src/main/java/com/tencent/supersonic/chat/api/pojo/response/QueryResp.java
@@ -13,7 +13,6 @@ public class QueryResp {
    private Long questionId;
    private Date createTime;
    private Long chatId;
-    private Integer agentId;
    private Integer score;
    private String feedback;
    private String queryText;
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/executor/SqlExecutor.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/executor/SqlExecutor.java
@@ -75,12 +75,8 @@ public class SqlExecutor implements ChatQueryExecutor {
            return null;
        }

-        // 使用querySQL，它已经包含了所有修正（包括物理SQL修正）
-        String finalSql = StringUtils.isNotBlank(parseInfo.getSqlInfo().getQuerySQL())
-                ? parseInfo.getSqlInfo().getQuerySQL()
-                : parseInfo.getSqlInfo().getCorrectedS2SQL();
-
-        QuerySqlReq sqlReq = QuerySqlReq.builder().sql(finalSql).build();
+        QuerySqlReq sqlReq =
+                QuerySqlReq.builder().sql(parseInfo.getSqlInfo().getCorrectedS2SQL()).build();
        sqlReq.setSqlInfo(parseInfo.getSqlInfo());
        sqlReq.setDataSetId(parseInfo.getDataSetId());

@@ -94,7 +90,7 @@ public class SqlExecutor implements ChatQueryExecutor {
        queryResult.setQueryTimeCost(System.currentTimeMillis() - startTime);
        if (queryResp != null) {
            queryResult.setQueryAuthorization(queryResp.getQueryAuthorization());
-            queryResult.setQuerySql(finalSql);
+            queryResult.setQuerySql(queryResp.getSql());
            queryResult.setQueryResults(queryResp.getResultList());
            queryResult.setQueryColumns(queryResp.getColumns());
            queryResult.setQueryState(QueryState.SUCCESS);
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/parser/NL2SQLParser.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/parser/NL2SQLParser.java
@@ -32,7 +32,6 @@ import dev.langchain4j.model.input.PromptTemplate;
 import dev.langchain4j.model.output.Response;
 import dev.langchain4j.provider.ModelProvider;
 import lombok.extern.slf4j.Slf4j;
-import org.apache.commons.lang3.StringUtils;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;

@@ -172,6 +171,10 @@ public class NL2SQLParser implements ChatQueryParser {
            return;
        }

+        // derive mapping result of current question and parsing result of last question.
+        ChatLayerService chatLayerService = ContextUtils.getBean(ChatLayerService.class);
+        MapResp currentMapResult = chatLayerService.map(queryNLReq);
+
        List<QueryResp> historyQueries =
                getHistoryQueries(parseContext.getRequest().getChatId(), 1);
        if (historyQueries.isEmpty()) {
@@ -179,18 +182,12 @@ public class NL2SQLParser implements ChatQueryParser {
        }
        QueryResp lastQuery = historyQueries.get(0);
        SemanticParseInfo lastParseInfo = lastQuery.getParseInfos().get(0);
-        String histSQL = lastParseInfo.getSqlInfo().getCorrectedS2SQL();
-        if (StringUtils.isBlank(histSQL)) // 优化性能,如果问答不是chat bi 则无需重写，因为数据都不全
-            return;
-
-        // derive mapping result of current question and parsing result of last question.
-        ChatLayerService chatLayerService = ContextUtils.getBean(ChatLayerService.class);
-        MapResp currentMapResult = chatLayerService.map(queryNLReq); // 优化性能 ,只有满足条件才mapping
-
        Long dataId = lastParseInfo.getDataSetId();
+
        String curtMapStr =
                generateSchemaPrompt(currentMapResult.getMapInfo().getMatchedElements(dataId));
        String histMapStr = generateSchemaPrompt(lastParseInfo.getElementMatches());
+        String histSQL = lastParseInfo.getSqlInfo().getCorrectedS2SQL();

        Map<String, Object> variables = new HashMap<>();
        variables.put("current_question", currentMapResult.getQueryText());
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/persistence/dataobject/ChatDO.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/persistence/dataobject/ChatDO.java
@@ -1,16 +1,11 @@
 package com.tencent.supersonic.chat.server.persistence.dataobject;

-import com.baomidou.mybatisplus.annotation.IdType;
-import com.baomidou.mybatisplus.annotation.TableId;
-import com.baomidou.mybatisplus.annotation.TableName;
 import lombok.Data;

@Data
-@TableName("s2_chat")
 public class ChatDO {

-    @TableId(type = IdType.AUTO)
-    private Long chatId;
+    private long chatId;
    private Integer agentId;
    private String chatName;
    private String createTime;
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/persistence/dataobject/DictConfDO.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/persistence/dataobject/DictConfDO.java
@@ -0,0 +1,20 @@
+package com.tencent.supersonic.chat.server.persistence.dataobject;
+
+import lombok.Data;
+
+import java.util.Date;
+
+@Data
+public class DictConfDO {
+
+    private Long id;
+
+    private Long modelId;
+
+    private String dimValueInfos;
+
+    private String createdBy;
+    private String updatedBy;
+    private Date createdAt;
+    private Date updatedAt;
+}
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/persistence/dataobject/DictTaskDO.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/persistence/dataobject/DictTaskDO.java
@@ -0,0 +1,38 @@
+package com.tencent.supersonic.chat.server.persistence.dataobject;
+
+import lombok.Data;
+import lombok.ToString;
+import org.apache.commons.codec.digest.DigestUtils;
+
+import java.util.Date;
+
+@Data
+@ToString
+public class DictTaskDO {
+
+    private Long id;
+
+    private String name;
+
+    private String description;
+
+    private String command;
+
+    private String commandMd5;
+
+    private String dimIds;
+
+    private Integer status;
+
+    private String createdBy;
+
+    private Date createdAt;
+
+    private Double progress;
+
+    private Long elapsedMs;
+
+    public String getCommandMd5() {
+        return DigestUtils.md5Hex(command);
+    }
+}
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/persistence/repository/impl/ChatMemoryRepositoryImpl.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/persistence/repository/impl/ChatMemoryRepositoryImpl.java
@@ -35,7 +35,9 @@ public class ChatMemoryRepositoryImpl implements ChatMemoryRepository {
        if (CollectionUtils.isEmpty(ids)) {
            return;
        }
-        chatMemoryMapper.deleteByIds(ids);
+        for (Long id : ids) {
+            chatMemoryMapper.deleteById(id);
+        }
    }

    @Override
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/persistence/repository/impl/ChatQueryRepositoryImpl.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/persistence/repository/impl/ChatQueryRepositoryImpl.java
@@ -148,7 +148,7 @@ public class ChatQueryRepositoryImpl implements ChatQueryRepository {
        chatQueryDO.setUserName(chatParseReq.getUser().getName());
        chatQueryDO.setQueryText(chatParseReq.getQueryText());
        chatQueryDO.setAgentId(chatParseReq.getAgentId());
-        chatQueryDO.setQueryResult("{}");
+        chatQueryDO.setQueryResult("");
        chatQueryDO.setQueryState(1);
        try {
            chatQueryDOMapper.insert(chatQueryDO);
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/plugin/build/webservice/WebServiceQuery.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/plugin/build/webservice/WebServiceQuery.java
@@ -88,10 +88,10 @@ public class WebServiceQuery extends PluginSemanticQuery {
        restTemplate = ContextUtils.getBean(RestTemplate.class);
        try {
            responseEntity =
-                    restTemplate.exchange(requestUrl, HttpMethod.POST, entity, String.class);
+                    restTemplate.exchange(requestUrl, HttpMethod.POST, entity, Object.class);
            objectResponse = responseEntity.getBody();
            log.info("objectResponse:{}", objectResponse);
-            Map<String, Object> response = JSON.parseObject(objectResponse.toString());
+            Map<String, Object> response = JsonUtil.objectToMap(objectResponse);
            webServiceResponse.setResult(response);
        } catch (Exception e) {
            log.info("Exception:{}", e.getMessage());
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/pojo/ParseContext.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/pojo/ParseContext.java
@@ -19,8 +19,7 @@ public class ParseContext {
    }

    public boolean enableNL2SQL() {
-        return Objects.nonNull(agent) && agent.containsDatasetTool()
-                && response.getSelectedParses().size() == 0;
+        return Objects.nonNull(agent) && agent.containsDatasetTool();
    }

    public boolean enableLLM() {
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/processor/execute/DataInterpretProcessor.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/processor/execute/DataInterpretProcessor.java
@@ -1,20 +1,13 @@
 package com.tencent.supersonic.chat.server.processor.execute;

-import com.alibaba.fastjson.JSON;
-import com.alibaba.fastjson.JSONObject;
 import com.tencent.supersonic.chat.api.pojo.response.QueryResult;
 import com.tencent.supersonic.chat.server.agent.Agent;
-import com.tencent.supersonic.chat.server.persistence.dataobject.ChatQueryDO;
-import com.tencent.supersonic.chat.server.persistence.repository.ChatQueryRepository;
 import com.tencent.supersonic.chat.server.pojo.ExecuteContext;
 import com.tencent.supersonic.common.pojo.ChatApp;
 import com.tencent.supersonic.common.pojo.enums.AppModule;
 import com.tencent.supersonic.common.util.ChatAppManager;
-import com.tencent.supersonic.common.util.ContextUtils;
 import dev.langchain4j.data.message.AiMessage;
-import dev.langchain4j.model.StreamingResponseHandler;
 import dev.langchain4j.model.chat.ChatLanguageModel;
-import dev.langchain4j.model.chat.StreamingChatLanguageModel;
 import dev.langchain4j.model.input.Prompt;
 import dev.langchain4j.model.input.PromptTemplate;
 import dev.langchain4j.model.output.Response;
@@ -31,10 +24,8 @@ import java.util.Objects;
 * DataInterpretProcessor interprets query result to make it more readable to the users.
 */
 public class DataInterpretProcessor implements ExecuteResultProcessor {
-    public static String tip = "AI 回答中...\r\n";
-    private static final Logger keyPipelineLog = LoggerFactory.getLogger("keyPipeline");

-    private static Map<Long, StringBuffer> resultCache = new HashMap<>();
+    private static final Logger keyPipelineLog = LoggerFactory.getLogger("keyPipeline");

    public static final String APP_KEY = "DATA_INTERPRETER";
    private static final String INSTRUCTION = ""
@@ -50,24 +41,12 @@ public class DataInterpretProcessor implements ExecuteResultProcessor {
                .appModule(AppModule.CHAT).description("通过大模型对结果数据做提炼总结").enable(false).build());
    }

-    public static String getTextSummary(Long queryId) {
-        if (resultCache.get(queryId) != null) {
-            return resultCache.get(queryId).toString();
-        }
-        return "";
-    }
-
-    public static Map<Long, StringBuffer> getResultCache() {
-        return resultCache;
-    }

    @Override
    public boolean accept(ExecuteContext executeContext) {
        Agent agent = executeContext.getAgent();
        ChatApp chatApp = agent.getChatAppConfig().get(APP_KEY);
-        return Objects.nonNull(chatApp) && chatApp.isEnable()
-                && StringUtils.isNotBlank(executeContext.getResponse().getTextResult()) // 如果都没结果，则无法处理
-                && StringUtils.isBlank(executeContext.getResponse().getTextSummary()); // 如果已经有汇总的结果了，无法再次处理
+        return Objects.nonNull(chatApp) && chatApp.isEnable();
    }

    @Override
@@ -77,62 +56,18 @@ public class DataInterpretProcessor implements ExecuteResultProcessor {
        ChatApp chatApp = agent.getChatAppConfig().get(APP_KEY);

        Map<String, Object> variable = new HashMap<>();
-        String question = executeContext.getResponse().getTextResult();// 结果解析应该用改写的问题，因为改写的内容信息量更大
-        if (executeContext.getParseInfo().getProperties() != null
-                && executeContext.getParseInfo().getProperties().containsKey("CONTEXT")) {
-            Map<String, Object> context = (Map<String, Object>) executeContext.getParseInfo()
-                    .getProperties().get("CONTEXT");
-            if (context.get("queryText") != null && "".equals(context.get("queryText"))) {
-                question = context.get("queryText").toString();
-            }
-        }
-        variable.put("question", question);
+        variable.put("question", executeContext.getRequest().getQueryText());
        variable.put("data", queryResult.getTextResult());

        Prompt prompt = PromptTemplate.from(chatApp.getPrompt()).apply(variable);
-        if (executeContext.getRequest().isStreamingResult()) {
-            StreamingChatLanguageModel chatLanguageModel =
-                    ModelProvider.getChatStreamingModel(chatApp.getChatModelConfig());
-            final Long queryId = executeContext.getRequest().getQueryId();
-            resultCache.put(queryId, new StringBuffer(tip));
-            chatLanguageModel.generate(prompt.toUserMessage(),
-                    new StreamingResponseHandler<AiMessage>() {
-                        @Override
-                        public void onNext(String token) {
-                            resultCache.get(queryId).append(token);
-                        }
-
-                        @Override
-                        public void onComplete(Response<AiMessage> response) {
-                            ChatQueryRepository chatQueryRepository =
-                                    ContextUtils.getBean(ChatQueryRepository.class);
-                            ChatQueryDO chatQueryDO = chatQueryRepository.getChatQueryDO(queryId);
-                            JSONObject queryResult = JSON.parseObject(chatQueryDO.getQueryResult());
-                            queryResult.put("textSummary",
-                                    resultCache.get(queryId).toString().substring(tip.length()));
-                            chatQueryDO.setQueryResult(queryResult.toJSONString());
-                            chatQueryRepository.updateChatQuery(chatQueryDO);
-                            resultCache.remove(queryId);
-                        }
-
-                        @Override
-                        public void onError(Throwable error) {
-                            error.printStackTrace();
-                            resultCache.remove(queryId);
-                        }
-                    });
-        } else {
-            ChatLanguageModel chatLanguageModel =
-                    ModelProvider.getChatModel(chatApp.getChatModelConfig());
-            Response<AiMessage> response = chatLanguageModel.generate(prompt.toUserMessage());
-            String anwser = response.content().text();
-            keyPipelineLog.info("DataInterpretProcessor modelReq:\n{} \nmodelResp:\n{}",
-                    prompt.text(), anwser);
-            if (StringUtils.isNotBlank(anwser)) {
-                queryResult.setTextSummary(anwser);
-            }
+        ChatLanguageModel chatLanguageModel =
+                ModelProvider.getChatModel(chatApp.getChatModelConfig());
+        Response<AiMessage> response = chatLanguageModel.generate(prompt.toUserMessage());
+        String anwser = response.content().text();
+        keyPipelineLog.info("DataInterpretProcessor modelReq:\n{} \nmodelResp:\n{}", prompt.text(),
+                anwser);
+        if (StringUtils.isNotBlank(anwser)) {
+            queryResult.setTextSummary(anwser);
        }
-
-
    }
 }
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/rest/ChatController.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/rest/ChatController.java
@@ -22,10 +22,11 @@ public class ChatController {
    private ChatManageService chatService;

    @PostMapping("/save")
-    public Long save(@RequestParam(value = "chatName") String chatName,
+    public Boolean save(@RequestParam(value = "chatName") String chatName,
            @RequestParam(value = "agentId", required = false) Integer agentId,
            HttpServletRequest request, HttpServletResponse response) {
-        return chatService.addChat(UserHolder.findUser(request, response), chatName, agentId);
+        chatService.addChat(UserHolder.findUser(request, response), chatName, agentId);
+        return true;
    }

    @GetMapping("/getAll")
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/rest/ChatQueryController.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/rest/ChatQueryController.java
@@ -5,7 +5,6 @@ import com.tencent.supersonic.chat.api.pojo.request.ChatExecuteReq;
 import com.tencent.supersonic.chat.api.pojo.request.ChatParseReq;
 import com.tencent.supersonic.chat.api.pojo.request.ChatQueryDataReq;
 import com.tencent.supersonic.chat.api.pojo.response.ChatParseResp;
-import com.tencent.supersonic.chat.api.pojo.response.QueryResult;
 import com.tencent.supersonic.chat.server.service.ChatQueryService;
 import com.tencent.supersonic.common.pojo.User;
 import com.tencent.supersonic.common.pojo.exception.InvalidArgumentException;
@@ -51,14 +50,6 @@ public class ChatQueryController {
        return chatQueryService.execute(chatExecuteReq);
    }

-    @PostMapping("getExecuteSummary")
-    public Object getExecuteSummary(@RequestBody ChatExecuteReq chatExecuteReq,
-            HttpServletRequest request, HttpServletResponse response) {
-        chatExecuteReq.setUser(UserHolder.findUser(request, response));
-        QueryResult res = chatQueryService.getTextSummary(chatExecuteReq);
-        return res;
-    }
-
    @PostMapping("/")
    public Object query(@RequestBody ChatParseReq chatParseReq, HttpServletRequest request,
            HttpServletResponse response) throws Exception {
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/rest/MemoryController.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/rest/MemoryController.java
@@ -4,12 +4,12 @@ import com.github.pagehelper.PageInfo;
 import com.tencent.supersonic.auth.api.authentication.utils.UserHolder;
 import com.tencent.supersonic.chat.api.pojo.enums.MemoryReviewResult;
 import com.tencent.supersonic.chat.api.pojo.request.ChatMemoryCreateReq;
-import com.tencent.supersonic.chat.api.pojo.request.ChatMemoryDeleteReq;
 import com.tencent.supersonic.chat.api.pojo.request.ChatMemoryUpdateReq;
 import com.tencent.supersonic.chat.api.pojo.request.PageMemoryReq;
 import com.tencent.supersonic.chat.server.pojo.ChatMemory;
 import com.tencent.supersonic.chat.server.service.MemoryService;
 import com.tencent.supersonic.common.pojo.User;
+import com.tencent.supersonic.headless.api.pojo.request.MetaBatchReq;
 import jakarta.servlet.http.HttpServletRequest;
 import jakarta.servlet.http.HttpServletResponse;
 import org.springframework.beans.factory.annotation.Autowired;
@@ -53,10 +53,8 @@ public class MemoryController {
    }

    @PostMapping("batchDelete")
-    public Boolean deleteMemory(@RequestBody ChatMemoryDeleteReq chatMemoryDeleteReq,
-            HttpServletRequest request, HttpServletResponse response) {
-        User user = UserHolder.findUser(request, response);
-        memoryService.batchDelete(chatMemoryDeleteReq, user);
+    public Boolean batchDelete(@RequestBody MetaBatchReq metaBatchReq) {
+        memoryService.batchDelete(metaBatchReq.getIds());
        return true;
    }
 }
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/ChatManageService.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/ChatManageService.java
@@ -35,8 +35,6 @@ public interface ChatManageService {

    QueryResp getChatQuery(Long queryId);

-    ChatQueryDO getChatQueryDO(Long queryId);
-
    List<QueryResp> getChatQueries(Integer chatId);

    ShowCaseResp queryShowCase(PageQueryInfoReq pageQueryInfoReq, int agentId);
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/ChatQueryService.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/ChatQueryService.java
@@ -19,8 +19,6 @@ public interface ChatQueryService {

    QueryResult execute(ChatExecuteReq chatExecuteReq) throws Exception;

-    QueryResult getTextSummary(ChatExecuteReq chatExecuteReq);
-
    QueryResult parseAndExecute(ChatParseReq chatParseReq);

    Object queryData(ChatQueryDataReq chatQueryDataReq, User user) throws Exception;
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/MemoryService.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/MemoryService.java
@@ -1,7 +1,6 @@
 package com.tencent.supersonic.chat.server.service;

 import com.github.pagehelper.PageInfo;
-import com.tencent.supersonic.chat.api.pojo.request.ChatMemoryDeleteReq;
 import com.tencent.supersonic.chat.api.pojo.request.ChatMemoryFilter;
 import com.tencent.supersonic.chat.api.pojo.request.ChatMemoryUpdateReq;
 import com.tencent.supersonic.chat.api.pojo.request.PageMemoryReq;
@@ -15,7 +14,7 @@ public interface MemoryService {

    void updateMemory(ChatMemoryUpdateReq chatMemoryUpdateReq, User user);

-    void batchDelete(ChatMemoryDeleteReq chatMemoryDeleteReq, User user);
+    void batchDelete(List<Long> ids);

    PageInfo<ChatMemory> pageMemories(PageMemoryReq pageMemoryReq);

--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/impl/AgentServiceImpl.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/impl/AgentServiceImpl.java
@@ -22,7 +22,6 @@ import lombok.extern.slf4j.Slf4j;
 import org.springframework.beans.BeanUtils;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.beans.factory.annotation.Qualifier;
-import org.springframework.context.annotation.Lazy;
 import org.springframework.stereotype.Service;
 import org.springframework.util.CollectionUtils;

@@ -40,7 +39,6 @@ public class AgentServiceImpl extends ServiceImpl<AgentDOMapper, AgentDO> implem
    private MemoryService memoryService;

    @Autowired
-    @Lazy
    private ChatQueryService chatQueryService;

    @Autowired
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/impl/ChatManageServiceImpl.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/impl/ChatManageServiceImpl.java
@@ -123,11 +123,6 @@ public class ChatManageServiceImpl implements ChatManageService {
        return chatQueryRepository.getChatQuery(queryId);
    }

-    @Override
-    public ChatQueryDO getChatQueryDO(Long queryId) {
-        return chatQueryRepository.getChatQueryDO(queryId);
-    }
-
    @Override
    public List<QueryResp> getChatQueries(Integer chatId) {
        List<QueryResp> queries = chatQueryRepository.getChatQueries(chatId);
@@ -238,10 +233,6 @@ public class ChatManageServiceImpl implements ChatManageService {
    @Override
    public SemanticParseInfo getParseInfo(Long questionId, int parseId) {
        ChatParseDO chatParseDO = chatQueryRepository.getParseInfo(questionId, parseId);
-        if (chatParseDO == null) {
-            return null;
-        } else {
-            return JSONObject.parseObject(chatParseDO.getParseInfo(), SemanticParseInfo.class);
-        }
+        return JSONObject.parseObject(chatParseDO.getParseInfo(), SemanticParseInfo.class);
    }
 }
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/impl/ChatQueryServiceImpl.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/impl/ChatQueryServiceImpl.java
@@ -1,6 +1,5 @@
 package com.tencent.supersonic.chat.server.service.impl;

-import com.alibaba.fastjson2.JSON;
 import com.google.common.collect.Lists;
 import com.tencent.supersonic.chat.api.pojo.request.ChatExecuteReq;
 import com.tencent.supersonic.chat.api.pojo.request.ChatParseReq;
@@ -10,10 +9,8 @@ import com.tencent.supersonic.chat.api.pojo.response.QueryResult;
 import com.tencent.supersonic.chat.server.agent.Agent;
 import com.tencent.supersonic.chat.server.executor.ChatQueryExecutor;
 import com.tencent.supersonic.chat.server.parser.ChatQueryParser;
-import com.tencent.supersonic.chat.server.persistence.dataobject.ChatQueryDO;
 import com.tencent.supersonic.chat.server.pojo.ExecuteContext;
 import com.tencent.supersonic.chat.server.pojo.ParseContext;
-import com.tencent.supersonic.chat.server.processor.execute.DataInterpretProcessor;
 import com.tencent.supersonic.chat.server.processor.execute.ExecuteResultProcessor;
 import com.tencent.supersonic.chat.server.processor.parse.ParseResultProcessor;
 import com.tencent.supersonic.chat.server.service.AgentService;
@@ -21,11 +18,7 @@ import com.tencent.supersonic.chat.server.service.ChatManageService;
 import com.tencent.supersonic.chat.server.service.ChatQueryService;
 import com.tencent.supersonic.chat.server.util.ComponentFactory;
 import com.tencent.supersonic.chat.server.util.QueryReqConverter;
-import com.tencent.supersonic.common.jsqlparser.FieldExpression;
-import com.tencent.supersonic.common.jsqlparser.SqlAddHelper;
-import com.tencent.supersonic.common.jsqlparser.SqlRemoveHelper;
-import com.tencent.supersonic.common.jsqlparser.SqlReplaceHelper;
-import com.tencent.supersonic.common.jsqlparser.SqlSelectHelper;
+import com.tencent.supersonic.common.jsqlparser.*;
 import com.tencent.supersonic.common.pojo.User;
 import com.tencent.supersonic.common.pojo.enums.FilterOperatorEnum;
 import com.tencent.supersonic.common.util.DateUtils;
@@ -51,27 +44,15 @@ import lombok.extern.slf4j.Slf4j;
 import net.sf.jsqlparser.expression.Expression;
 import net.sf.jsqlparser.expression.LongValue;
 import net.sf.jsqlparser.expression.StringValue;
-import net.sf.jsqlparser.expression.operators.relational.ComparisonOperator;
-import net.sf.jsqlparser.expression.operators.relational.GreaterThanEquals;
-import net.sf.jsqlparser.expression.operators.relational.InExpression;
-import net.sf.jsqlparser.expression.operators.relational.MinorThanEquals;
-import net.sf.jsqlparser.expression.operators.relational.ParenthesedExpressionList;
+import net.sf.jsqlparser.expression.operators.relational.*;
 import net.sf.jsqlparser.schema.Column;
 import org.apache.commons.lang3.StringUtils;
 import org.apache.commons.lang3.tuple.Pair;
 import org.springframework.beans.factory.annotation.Autowired;
-import org.springframework.context.annotation.Lazy;
 import org.springframework.stereotype.Service;
 import org.springframework.util.CollectionUtils;

-import java.util.ArrayList;
-import java.util.HashMap;
-import java.util.HashSet;
-import java.util.Iterator;
-import java.util.List;
-import java.util.Map;
-import java.util.Objects;
-import java.util.Set;
+import java.util.*;
 import java.util.stream.Collectors;

@Slf4j
@@ -85,7 +66,6 @@ public class ChatQueryServiceImpl implements ChatQueryService {
    @Autowired
    private SemanticLayerService semanticLayerService;
    @Autowired
-    @Lazy
    private AgentService agentService;

    private final List<ChatQueryParser> chatQueryParsers = ComponentFactory.getChatParsers();
@@ -128,8 +108,6 @@ public class ChatQueryServiceImpl implements ChatQueryService {
        }

        if (!parseContext.needFeedback()) {
-            parseContext.getResponse().getParseTimeCost().setParseTime(System.currentTimeMillis()
-                    - parseContext.getResponse().getParseTimeCost().getParseStartTime());
            chatManageService.batchAddParse(chatParseReq, parseContext.getResponse());
            chatManageService.updateParseCostTime(parseContext.getResponse());
        }
@@ -163,21 +141,6 @@ public class ChatQueryServiceImpl implements ChatQueryService {
        return queryResult;
    }

-    @Override
-    public QueryResult getTextSummary(ChatExecuteReq chatExecuteReq) {
-        String text = DataInterpretProcessor.getTextSummary(chatExecuteReq.getQueryId());
-        if (StringUtils.isNotBlank(text)) {
-            QueryResult res = new QueryResult();
-            res.setTextSummary(text);
-            res.setQueryId(chatExecuteReq.getQueryId());
-            return res;
-        } else {
-            ChatQueryDO chatQueryDo = chatManageService.getChatQueryDO(chatExecuteReq.getQueryId());
-            QueryResult res = JSON.parseObject(chatQueryDo.getQueryResult(), QueryResult.class);
-            return res;
-        }
-    }
-
    @Override
    public QueryResult parseAndExecute(ChatParseReq chatParseReq) {
        ChatParseResp parseResp = parse(chatParseReq);
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/impl/MemoryServiceImpl.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/impl/MemoryServiceImpl.java
@@ -6,7 +6,6 @@ import com.github.pagehelper.PageHelper;
 import com.github.pagehelper.PageInfo;
 import com.tencent.supersonic.chat.api.pojo.enums.MemoryReviewResult;
 import com.tencent.supersonic.chat.api.pojo.enums.MemoryStatus;
-import com.tencent.supersonic.chat.api.pojo.request.ChatMemoryDeleteReq;
 import com.tencent.supersonic.chat.api.pojo.request.ChatMemoryFilter;
 import com.tencent.supersonic.chat.api.pojo.request.ChatMemoryUpdateReq;
 import com.tencent.supersonic.chat.api.pojo.request.PageMemoryReq;
@@ -27,7 +26,7 @@ import org.springframework.boot.CommandLineRunner;
 import org.springframework.stereotype.Service;
 import org.springframework.util.CollectionUtils;

-import java.util.ArrayList;
+import java.util.Arrays;
 import java.util.Date;
 import java.util.List;
 import java.util.Objects;
@@ -35,7 +34,7 @@ import java.util.stream.Collectors;

@Service
@Slf4j
-public class MemoryServiceImpl implements MemoryService, CommandLineRunner {
+public class MemoryServiceImpl implements MemoryService , CommandLineRunner {

    @Autowired
    private ChatMemoryRepository chatMemoryRepository;
@@ -66,17 +65,12 @@ public class MemoryServiceImpl implements MemoryService, CommandLineRunner {
        ChatMemoryDO chatMemoryDO = chatMemoryRepository.getMemory(chatMemoryUpdateReq.getId());
        boolean hadEnabled =
                MemoryStatus.ENABLED.toString().equals(chatMemoryDO.getStatus().trim());
-
-        if (MemoryStatus.ENABLED.equals(chatMemoryUpdateReq.getStatus())) {
-            // Update the latest SQL/Schema to vector DB once memory is enabled
-            chatMemoryDO.setS2sql(chatMemoryUpdateReq.getS2sql());
-            chatMemoryDO.setDbSchema(chatMemoryUpdateReq.getDbSchema());
+        if (MemoryStatus.ENABLED.equals(chatMemoryUpdateReq.getStatus()) && !hadEnabled) {
            enableMemory(chatMemoryDO);
-        } else if ((MemoryStatus.DISABLED.equals(chatMemoryUpdateReq.getStatus())
-                || MemoryStatus.PENDING.equals(chatMemoryUpdateReq.getStatus())) && hadEnabled) {
-            // Remove from vector DB when transitioning: launched→disabled OR enabled→pending
+        } else if (MemoryStatus.DISABLED.equals(chatMemoryUpdateReq.getStatus()) && hadEnabled) {
            disableMemory(chatMemoryDO);
        }
+
        LambdaUpdateWrapper<ChatMemoryDO> updateWrapper = new LambdaUpdateWrapper<>();
        updateWrapper.eq(ChatMemoryDO::getId, chatMemoryDO.getId());
        if (Objects.nonNull(chatMemoryUpdateReq.getStatus())) {
@@ -97,12 +91,6 @@ public class MemoryServiceImpl implements MemoryService, CommandLineRunner {
            updateWrapper.set(ChatMemoryDO::getHumanReviewCmt,
                    chatMemoryUpdateReq.getHumanReviewCmt());
        }
-        if (Objects.nonNull(chatMemoryUpdateReq.getDbSchema())) {
-            updateWrapper.set(ChatMemoryDO::getDbSchema, chatMemoryUpdateReq.getDbSchema());
-        }
-        if (Objects.nonNull(chatMemoryUpdateReq.getS2sql())) {
-            updateWrapper.set(ChatMemoryDO::getS2sql, chatMemoryUpdateReq.getS2sql());
-        }
        updateWrapper.set(ChatMemoryDO::getUpdatedAt, new Date());
        updateWrapper.set(ChatMemoryDO::getUpdatedBy, user.getName());

@@ -110,22 +98,7 @@ public class MemoryServiceImpl implements MemoryService, CommandLineRunner {
    }

    @Override
-    public void batchDelete(ChatMemoryDeleteReq chatMemoryDeleteReq, User user) {
-        QueryWrapper<ChatMemoryDO> queryWrapper = new QueryWrapper<>();
-        if (!CollectionUtils.isEmpty(chatMemoryDeleteReq.getIds())) {
-            queryWrapper.lambda().in(ChatMemoryDO::getId, chatMemoryDeleteReq.getIds());
-        }
-        if (chatMemoryDeleteReq.getAgentId() != null) {
-            queryWrapper.lambda().eq(ChatMemoryDO::getAgentId, chatMemoryDeleteReq.getAgentId());
-        }
-        List<ChatMemoryDO> chatMemoryDOS = chatMemoryRepository.getMemories(queryWrapper);
-        List<Long> ids = new ArrayList<>();
-        chatMemoryDOS.forEach(chatMemoryDO -> {
-            if (MemoryStatus.ENABLED.toString().equals(chatMemoryDO.getStatus().trim())) {
-                disableMemory(chatMemoryDO);
-            }
-            ids.add(chatMemoryDO.getId());
-        });
+    public void batchDelete(List<Long> ids) {
        chatMemoryRepository.batchDelete(ids);
    }

@@ -222,14 +195,12 @@ public class MemoryServiceImpl implements MemoryService, CommandLineRunner {
    public void run(String... args) { // 优化，启动时检查，向量数据，将记忆放到向量数据库
        loadSysExemplars();
    }
-
    public void loadSysExemplars() {
        try {
-            List<ChatMemory> memories = this
-                    .getMemories(ChatMemoryFilter.builder().status(MemoryStatus.ENABLED).build());
-            for (ChatMemory memory : memories) {
-                exemplarService.storeExemplar(
-                        embeddingConfig.getMemoryCollectionName(memory.getAgentId()),
+            List<ChatMemory> memories =
+                    this.getMemories(ChatMemoryFilter.builder().status(MemoryStatus.ENABLED).build());
+            for(ChatMemory memory:memories){
+                exemplarService.storeExemplar(embeddingConfig.getMemoryCollectionName(memory.getAgentId()),
                        Text2SQLExemplar.builder().question(memory.getQuestion())
                                .sideInfo(memory.getSideInfo()).dbSchema(memory.getDbSchema())
                                .sql(memory.getS2sql()).build());
--- a/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/impl/PluginServiceImpl.java
+++ b/chat/server/src/main/java/com/tencent/supersonic/chat/server/service/impl/PluginServiceImpl.java
@@ -108,7 +108,6 @@ public class PluginServiceImpl implements PluginService {
        if (StringUtils.isNotBlank(pluginQueryReq.getCreatedBy())) {
            queryWrapper.lambda().eq(PluginDO::getCreatedBy, pluginQueryReq.getCreatedBy());
        }
-        queryWrapper.orderByAsc("name");
        List<PluginDO> pluginDOS = pluginRepository.query(queryWrapper);
        if (StringUtils.isNotBlank(pluginQueryReq.getPattern())) {
            pluginDOS = pluginDOS.stream()
--- a/common/pom.xml
+++ b/common/pom.xml
@@ -21,10 +21,7 @@
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-validation</artifactId>
        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-autoconfigure-processor</artifactId>
-        </dependency>
+

        <dependency>
            <groupId>org.slf4j</groupId>
@@ -36,7 +33,7 @@
        <dependency>
            <groupId>org.apache.httpcomponents.client5</groupId>
            <artifactId>httpclient5</artifactId>
-            <version>${httpclient5.version}</version>
+            <version>${httpclient5.version}</version> <!-- 请确认使用最新稳定版本 -->
        </dependency>
 <!--        <dependency>-->
 <!--            <groupId>org.apache.httpcomponents</groupId>-->
@@ -185,6 +182,10 @@
            <groupId>dev.langchain4j</groupId>
            <artifactId>langchain4j-pgvector</artifactId>
        </dependency>
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-azure-open-ai</artifactId>
+        </dependency>
        <dependency>
            <groupId>dev.langchain4j</groupId>
            <artifactId>langchain4j-embeddings-bge-small-zh</artifactId>
@@ -197,6 +198,34 @@
            <groupId>dev.langchain4j</groupId>
            <artifactId>langchain4j-embeddings-all-minilm-l6-v2-q</artifactId>
        </dependency>
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-qianfan</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-zhipu-ai</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-dashscope</artifactId>
+            <exclusions>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-simple</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-chatglm</artifactId>
+            <exclusions>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-simple</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
        <dependency>
            <groupId>dev.langchain4j</groupId>
            <artifactId>langchain4j-ollama</artifactId>
@@ -208,6 +237,11 @@
            <version>${hanlp.version}</version>
        </dependency>

+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-autoconfigure-processor</artifactId>
+        </dependency>
+
        <dependency>
            <groupId>com.google.code.gson</groupId>
            <artifactId>gson</artifactId>
--- a/common/src/main/java/com/hankcs/hanlp/LoadRemoveService.java
+++ b/common/src/main/java/com/hankcs/hanlp/LoadRemoveService.java
@@ -21,8 +21,7 @@ public class LoadRemoveService {
        List<String> resultList = new ArrayList<>(value);
        if (!CollectionUtils.isEmpty(modelIdOrDataSetIds)) {
            resultList.removeIf(nature -> {
-                if (Objects.isNull(nature) || !nature.startsWith("_")) { // 系统的字典是以 _ 开头的，
-                                                                         // 过滤因引用外部字典导致的异常
+                if (Objects.isNull(nature)) {
                    return false;
                }
                Long id = getId(nature);
--- a/common/src/main/java/com/tencent/supersonic/common/calcite/SemanticSqlConformance.java
+++ b/common/src/main/java/com/tencent/supersonic/common/calcite/SemanticSqlConformance.java
@@ -77,6 +77,11 @@ public class SemanticSqlConformance implements SqlConformance {
        return SqlConformanceEnum.BIG_QUERY.isMinusAllowed();
    }

+    @Override
+    public boolean isRegexReplaceCaptureGroupDollarIndexed() {
+        return SqlConformanceEnum.BIG_QUERY.isRegexReplaceCaptureGroupDollarIndexed();
+    }
+
    @Override
    public boolean isApplyAllowed() {
        return SqlConformanceEnum.BIG_QUERY.isApplyAllowed();
--- a/common/src/main/java/com/tencent/supersonic/common/config/EmbeddingModelParameterConfig.java
+++ b/common/src/main/java/com/tencent/supersonic/common/config/EmbeddingModelParameterConfig.java
@@ -4,10 +4,14 @@ import com.google.common.collect.ImmutableMap;
 import com.google.common.collect.Lists;
 import com.tencent.supersonic.common.pojo.EmbeddingModelConfig;
 import com.tencent.supersonic.common.pojo.Parameter;
+import dev.langchain4j.provider.AzureModelFactory;
+import dev.langchain4j.provider.DashscopeModelFactory;
 import dev.langchain4j.provider.EmbeddingModelConstant;
 import dev.langchain4j.provider.InMemoryModelFactory;
 import dev.langchain4j.provider.OllamaModelFactory;
 import dev.langchain4j.provider.OpenAiModelFactory;
+import dev.langchain4j.provider.QianfanModelFactory;
+import dev.langchain4j.provider.ZhipuModelFactory;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.stereotype.Service;

@@ -66,31 +70,52 @@ public class EmbeddingModelParameterConfig extends ParameterConfig {

    private static ArrayList<String> getCandidateValues() {
        return Lists.newArrayList(InMemoryModelFactory.PROVIDER, OpenAiModelFactory.PROVIDER,
-                OllamaModelFactory.PROVIDER);
+                OllamaModelFactory.PROVIDER, DashscopeModelFactory.PROVIDER,
+                QianfanModelFactory.PROVIDER, ZhipuModelFactory.PROVIDER,
+                AzureModelFactory.PROVIDER);
    }

    private static List<Parameter.Dependency> getBaseUrlDependency() {
        return getDependency(EMBEDDING_MODEL_PROVIDER.getName(),
-                Lists.newArrayList(OpenAiModelFactory.PROVIDER, OllamaModelFactory.PROVIDER),
+                Lists.newArrayList(OpenAiModelFactory.PROVIDER, OllamaModelFactory.PROVIDER,
+                        AzureModelFactory.PROVIDER, DashscopeModelFactory.PROVIDER,
+                        QianfanModelFactory.PROVIDER, ZhipuModelFactory.PROVIDER),
                ImmutableMap.of(OpenAiModelFactory.PROVIDER, OpenAiModelFactory.DEFAULT_BASE_URL,
-                        OllamaModelFactory.PROVIDER, OllamaModelFactory.DEFAULT_BASE_URL));
+                        OllamaModelFactory.PROVIDER, OllamaModelFactory.DEFAULT_BASE_URL,
+                        AzureModelFactory.PROVIDER, AzureModelFactory.DEFAULT_BASE_URL,
+                        DashscopeModelFactory.PROVIDER, DashscopeModelFactory.DEFAULT_BASE_URL,
+                        QianfanModelFactory.PROVIDER, QianfanModelFactory.DEFAULT_BASE_URL,
+                        ZhipuModelFactory.PROVIDER, ZhipuModelFactory.DEFAULT_BASE_URL));
    }

    private static List<Parameter.Dependency> getApiKeyDependency() {
        return getDependency(EMBEDDING_MODEL_PROVIDER.getName(),
-                Lists.newArrayList(OpenAiModelFactory.PROVIDER),
-                ImmutableMap.of(OpenAiModelFactory.PROVIDER, DEMO));
+                Lists.newArrayList(OpenAiModelFactory.PROVIDER, AzureModelFactory.PROVIDER,
+                        DashscopeModelFactory.PROVIDER, QianfanModelFactory.PROVIDER,
+                        ZhipuModelFactory.PROVIDER),
+                ImmutableMap.of(OpenAiModelFactory.PROVIDER, DEMO, AzureModelFactory.PROVIDER, DEMO,
+                        DashscopeModelFactory.PROVIDER, DEMO, QianfanModelFactory.PROVIDER, DEMO,
+                        ZhipuModelFactory.PROVIDER, DEMO));
    }

    private static List<Parameter.Dependency> getModelNameDependency() {
        return getDependency(EMBEDDING_MODEL_PROVIDER.getName(),
                Lists.newArrayList(InMemoryModelFactory.PROVIDER, OpenAiModelFactory.PROVIDER,
-                        OllamaModelFactory.PROVIDER),
+                        OllamaModelFactory.PROVIDER, AzureModelFactory.PROVIDER,
+                        DashscopeModelFactory.PROVIDER, QianfanModelFactory.PROVIDER,
+                        ZhipuModelFactory.PROVIDER),
                ImmutableMap.of(InMemoryModelFactory.PROVIDER, EmbeddingModelConstant.BGE_SMALL_ZH,
                        OpenAiModelFactory.PROVIDER,
                        OpenAiModelFactory.DEFAULT_EMBEDDING_MODEL_NAME,
                        OllamaModelFactory.PROVIDER,
-                        OllamaModelFactory.DEFAULT_EMBEDDING_MODEL_NAME));
+                        OllamaModelFactory.DEFAULT_EMBEDDING_MODEL_NAME, AzureModelFactory.PROVIDER,
+                        AzureModelFactory.DEFAULT_EMBEDDING_MODEL_NAME,
+                        DashscopeModelFactory.PROVIDER,
+                        DashscopeModelFactory.DEFAULT_EMBEDDING_MODEL_NAME,
+                        QianfanModelFactory.PROVIDER,
+                        QianfanModelFactory.DEFAULT_EMBEDDING_MODEL_NAME,
+                        ZhipuModelFactory.PROVIDER,
+                        ZhipuModelFactory.DEFAULT_EMBEDDING_MODEL_NAME));
    }

    private static List<Parameter.Dependency> getModelPathDependency() {
@@ -101,7 +126,7 @@ public class EmbeddingModelParameterConfig extends ParameterConfig {

    private static List<Parameter.Dependency> getSecretKeyDependency() {
        return getDependency(EMBEDDING_MODEL_PROVIDER.getName(),
-                Lists.newArrayList(OpenAiModelFactory.PROVIDER),
-                ImmutableMap.of(OpenAiModelFactory.PROVIDER, DEMO));
+                Lists.newArrayList(QianfanModelFactory.PROVIDER),
+                ImmutableMap.of(QianfanModelFactory.PROVIDER, DEMO));
    }
 }
--- a/common/src/main/java/com/tencent/supersonic/common/jsqlparser/FieldValueReplaceVisitor.java
+++ b/common/src/main/java/com/tencent/supersonic/common/jsqlparser/FieldValueReplaceVisitor.java
@@ -46,62 +46,6 @@ public class FieldValueReplaceVisitor extends ExpressionVisitorAdapter {
        replaceComparisonExpression(expr);
    }

-    public void visit(LikeExpression expr) {
-        Expression leftExpression = expr.getLeftExpression();
-        Expression rightExpression = expr.getRightExpression();
-
-        if (!(leftExpression instanceof Column)) {
-            return;
-        }
-        if (CollectionUtils.isEmpty(filedNameToValueMap)) {
-            return;
-        }
-        if (Objects.isNull(rightExpression) || Objects.isNull(leftExpression)) {
-            return;
-        }
-        Column column = (Column) leftExpression;
-        String columnName = column.getColumnName();
-        if (StringUtils.isEmpty(columnName)) {
-            return;
-        }
-        Map<String, String> valueMap = filedNameToValueMap.get(columnName);
-        if (Objects.isNull(valueMap) || valueMap.isEmpty()) {
-            return;
-        }
-        if (rightExpression instanceof StringValue) {
-            StringValue rightStringValue = (StringValue) rightExpression;
-            String value = rightStringValue.getValue();
-
-            // 使用split处理方式，按通配符分割字符串，对每个片段进行转换
-            String[] parts = value.split("%", -1);
-            boolean changed = false;
-
-            // 处理每个部分
-            for (int i = 0; i < parts.length; i++) {
-                if (!parts[i].isEmpty()) {
-                    String replaceValue = getReplaceValue(valueMap, parts[i]);
-                    if (StringUtils.isNotEmpty(replaceValue) && !parts[i].equals(replaceValue)) {
-                        parts[i] = replaceValue;
-                        changed = true;
-                    }
-                }
-            }
-
-            // 如果有任何部分发生变化，则重新构建字符串
-            if (changed) {
-                StringBuilder sb = new StringBuilder();
-                for (int i = 0; i < parts.length; i++) {
-                    sb.append(parts[i]);
-                    // 除了最后一个部分，其他部分后面都需要加上"%"
-                    if (i < parts.length - 1) {
-                        sb.append("%");
-                    }
-                }
-                rightStringValue.setValue(sb.toString());
-            }
-        }
-    }
-
    public void visit(InExpression inExpression) {
        if (!(inExpression.getLeftExpression() instanceof Column)) {
            return;
--- a/common/src/main/java/com/tencent/supersonic/common/jsqlparser/FiledFilterReplaceVisitor.java
+++ b/common/src/main/java/com/tencent/supersonic/common/jsqlparser/FiledFilterReplaceVisitor.java
@@ -16,21 +16,16 @@ import net.sf.jsqlparser.parser.CCJSqlParserUtil;
 import net.sf.jsqlparser.schema.Column;
 import org.apache.commons.collections.CollectionUtils;

-import java.util.*;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Objects;
+import java.util.Set;

@Slf4j
 public class FiledFilterReplaceVisitor extends ExpressionVisitorAdapter {

    private List<Expression> waitingForAdds = new ArrayList<>();
    private Set<String> fieldNames;
-    private Map<String, String> fieldNameMap = new HashMap<>();
-
-    private static Set<String> HAVING_AGG_TYPES = Set.of("SUM", "AVG", "MAX", "MIN", "COUNT");
-
-    public FiledFilterReplaceVisitor(Map<String, String> fieldNameMap) {
-        this.fieldNameMap = fieldNameMap;
-        this.fieldNames = fieldNameMap.keySet();
-    }

    public FiledFilterReplaceVisitor(Set<String> fieldNames) {
        this.fieldNames = fieldNames;
@@ -87,22 +82,7 @@ public class FiledFilterReplaceVisitor extends ExpressionVisitorAdapter {
        Expression leftExpression = comparisonOperator.getLeftExpression();

        if (!(leftExpression instanceof Function)) {
-            if (leftExpression instanceof Column) {
-                Column leftColumn = (Column) leftExpression;
-                String agg = fieldNameMap.get(leftColumn.getColumnName());
-                if (agg != null && HAVING_AGG_TYPES.contains(agg.toUpperCase())) {
-                    Expression expression = parseCondExpression(comparisonOperator, condExpr);
-                    if (Objects.nonNull(expression)) {
-                        result.add(expression);
-                        return result;
-                    } else {
-                        return null;
-                    }
-                }
-                return result;
-            } else {
-                return result;
-            }
+            return result;
        }

        Function leftFunction = (Function) leftExpression;
@@ -122,24 +102,14 @@ public class FiledFilterReplaceVisitor extends ExpressionVisitorAdapter {
            return null;
        }

-        Expression expression = parseCondExpression(comparisonOperator, condExpr);
-        if (Objects.nonNull(expression)) {
-            result.add(expression);
-            return result;
-        } else {
-            return null;
-        }
-    }
-
-    private Expression parseCondExpression(ComparisonOperator comparisonOperator, String condExpr) {
        try {
-            String comparisonOperatorStr = comparisonOperator.toString();
            ComparisonOperator parsedExpression =
                    (ComparisonOperator) CCJSqlParserUtil.parseCondExpression(condExpr);
            comparisonOperator.setLeftExpression(parsedExpression.getLeftExpression());
            comparisonOperator.setRightExpression(parsedExpression.getRightExpression());
            comparisonOperator.setASTNode(parsedExpression.getASTNode());
-            return CCJSqlParserUtil.parseCondExpression(comparisonOperatorStr);
+            result.add(CCJSqlParserUtil.parseCondExpression(comparisonOperatorStr));
+            return result;
        } catch (JSQLParserException e) {
            log.error("JSQLParserException", e);
        }
--- a/common/src/main/java/com/tencent/supersonic/common/jsqlparser/SqlAddHelper.java
+++ b/common/src/main/java/com/tencent/supersonic/common/jsqlparser/SqlAddHelper.java
@@ -309,7 +309,7 @@ public class SqlAddHelper {
        }
    }

-    public static String addHaving(String sql, Map<String, String> fieldNames) {
+    public static String addHaving(String sql, Set<String> fieldNames) {
        Select selectStatement = SqlSelectHelper.getSelect(sql);

        if (!(selectStatement instanceof PlainSelect)) {
--- a/common/src/main/java/com/tencent/supersonic/common/jsqlparser/SqlReplaceHelper.java
+++ b/common/src/main/java/com/tencent/supersonic/common/jsqlparser/SqlReplaceHelper.java
@@ -118,26 +118,22 @@ public class SqlReplaceHelper {
    }

    public static void getFromSelect(FromItem fromItem, List<PlainSelect> plainSelectList) {
-        if (!(fromItem instanceof ParenthesedSelect parenthesedSelect)) {
+        if (!(fromItem instanceof ParenthesedSelect)) {
            return;
        }
+        ParenthesedSelect parenthesedSelect = (ParenthesedSelect) fromItem;
        Select select = parenthesedSelect.getSelect();
-        if (select instanceof PlainSelect plainSelect) {
+        if (select instanceof PlainSelect) {
+            PlainSelect plainSelect = (PlainSelect) select;
            plainSelectList.add(plainSelect);
            getFromSelect(plainSelect.getFromItem(), plainSelectList);
-        } else if (select instanceof SetOperationList setOperationList) {
+        } else if (select instanceof SetOperationList) {
+            SetOperationList setOperationList = (SetOperationList) select;
            if (!CollectionUtils.isEmpty(setOperationList.getSelects())) {
                setOperationList.getSelects().forEach(subSelectBody -> {
-                    if (subSelectBody instanceof PlainSelect subPlainSelect) {
-                        plainSelectList.add(subPlainSelect);
-                        getFromSelect(subPlainSelect.getFromItem(), plainSelectList);
-                    } else if (subSelectBody instanceof ParenthesedSelect subParenthesedSelect) {
-                        Select innerSelect = subParenthesedSelect.getSelect();
-                        if (innerSelect instanceof PlainSelect innerPlainSelect) {
-                            plainSelectList.add(innerPlainSelect);
-                            getFromSelect(innerPlainSelect.getFromItem(), plainSelectList);
-                        }
-                    }
+                    PlainSelect subPlainSelect = (PlainSelect) subSelectBody;
+                    plainSelectList.add(subPlainSelect);
+                    getFromSelect(subPlainSelect.getFromItem(), plainSelectList);
                });
            }
        }
@@ -192,13 +188,8 @@ public class SqlReplaceHelper {
                SetOperationList setOperationList = (SetOperationList) select;
                if (!CollectionUtils.isEmpty(setOperationList.getSelects())) {
                    setOperationList.getSelects().forEach(subSelectBody -> {
-                        if (subSelectBody instanceof PlainSelect) {
-                            PlainSelect subPlainSelect = (PlainSelect) subSelectBody;
-                            replaceFieldsInPlainOneSelect(fieldNameMap, exactReplace, subPlainSelect);
-                        } else if (subSelectBody instanceof ParenthesedSelect) {
-                            replaceFieldsInPlainOneSelect(fieldNameMap, exactReplace,
-                                    ((ParenthesedSelect) subSelectBody).getPlainSelect());
-                        }
+                        PlainSelect subPlainSelect = (PlainSelect) subSelectBody;
+                        replaceFieldsInPlainOneSelect(fieldNameMap, exactReplace, subPlainSelect);
                    });
                }
            }
@@ -736,7 +727,7 @@ public class SqlReplaceHelper {
        List<PlainSelect> plainSelects = SqlSelectHelper.getPlainSelects(plainSelectList);
        for (PlainSelect plainSelect : plainSelects) {
            if (Objects.nonNull(plainSelect.getFromItem())) {
-                Table table = SqlSelectHelper.getTable(plainSelect.getFromItem());
+                Table table = (Table) plainSelect.getFromItem();
                if (table.getName().equals(tableName)) {
                    replacePlainSelectByExpr(plainSelect, replace);
                    if (SqlSelectHelper.hasAggregateFunction(plainSelect)) {
--- a/common/src/main/java/com/tencent/supersonic/common/jsqlparser/SqlSelectHelper.java
+++ b/common/src/main/java/com/tencent/supersonic/common/jsqlparser/SqlSelectHelper.java
@@ -723,44 +723,6 @@ public class SqlSelectHelper {
        return null;
    }

-    public static Table getTable(FromItem fromItem) {
-        Table table = null;
-        if (fromItem instanceof Table) {
-            table = (Table) fromItem;
-        } else if (fromItem instanceof ParenthesedSelect) {
-            ParenthesedSelect parenthesedSelect = (ParenthesedSelect) fromItem;
-            if (parenthesedSelect.getSelect() instanceof PlainSelect) {
-                PlainSelect subSelect = (PlainSelect) parenthesedSelect.getSelect();
-                table = getTable(subSelect.getSelectBody());
-            } else if (parenthesedSelect.getSelect() instanceof SetOperationList) {
-                table = getTable(parenthesedSelect.getSelect());
-            }
-        }
-        return table;
-    }
-
-    public static Table getTable(Select select) {
-        if (select == null) {
-            return null;
-        }
-        List<PlainSelect> plainSelectList = getWithItem(select);
-        if (!CollectionUtils.isEmpty(plainSelectList)) {
-            List<PlainSelect> selectList = new ArrayList<>(plainSelectList);
-            Table table = getTable(selectList.get(0));
-            return table;
-        }
-        if (select instanceof PlainSelect) {
-            PlainSelect plainSelect = (PlainSelect) select;
-            return getTable(plainSelect.getFromItem());
-        } else if (select instanceof SetOperationList) {
-            SetOperationList setOperationList = (SetOperationList) select;
-            if (!CollectionUtils.isEmpty(setOperationList.getSelects())) {
-                return getTable(setOperationList.getSelects().get(0));
-            }
-        }
-        return null;
-    }
-
    public static String getDbTableName(String sql) {
        Table table = getTable(sql);
        return table.getFullyQualifiedName();
--- a/common/src/main/java/com/tencent/supersonic/common/pojo/ChatModelConfig.java
+++ b/common/src/main/java/com/tencent/supersonic/common/pojo/ChatModelConfig.java
@@ -28,8 +28,6 @@ public class ChatModelConfig implements Serializable {
    private Boolean logRequests = false;
    private Boolean logResponses = false;
    private Boolean enableSearch = false;
-    private Boolean jsonFormat = false;
-    private String jsonFormatType = "json_schema";

    public String keyDecrypt() {
        return AESEncryptionUtil.aesDecryptECB(getApiKey());
--- a/common/src/main/java/com/tencent/supersonic/common/pojo/ChatModelParameters.java
+++ b/common/src/main/java/com/tencent/supersonic/common/pojo/ChatModelParameters.java
@@ -2,7 +2,15 @@ package com.tencent.supersonic.common.pojo;

 import com.google.common.collect.ImmutableMap;
 import com.google.common.collect.Lists;
-import dev.langchain4j.provider.*;
+import dev.langchain4j.provider.AzureModelFactory;
+import dev.langchain4j.provider.DashscopeModelFactory;
+import dev.langchain4j.provider.DifyModelFactory;
+import dev.langchain4j.provider.LocalAiModelFactory;
+import dev.langchain4j.provider.ModelProvider;
+import dev.langchain4j.provider.OllamaModelFactory;
+import dev.langchain4j.provider.OpenAiModelFactory;
+import dev.langchain4j.provider.QianfanModelFactory;
+import dev.langchain4j.provider.ZhipuModelFactory;

 import java.util.ArrayList;
 import java.util.List;
@@ -13,7 +21,7 @@ public class ChatModelParameters {

    public static final Parameter CHAT_MODEL_PROVIDER =
            new Parameter("provider", ModelProvider.DEMO_CHAT_MODEL.getProvider(), "接口协议", "",
-                    "list", MODULE_NAME, getCandidateProviders());
+                    "list", MODULE_NAME, getCandidateValues());

    public static final Parameter CHAT_MODEL_BASE_URL =
            new Parameter("baseUrl", ModelProvider.DEMO_CHAT_MODEL.getBaseUrl(), "BaseUrl", "",
@@ -29,6 +37,15 @@ public class ChatModelParameters {
    public static final Parameter CHAT_MODEL_API_VERSION = new Parameter("apiVersion", "2024-02-01",
            "ApiVersion", "", "string", MODULE_NAME, null, getApiVersionDependency());

+    public static final Parameter CHAT_MODEL_ENDPOINT = new Parameter("endpoint", "llama_2_70b",
+            "Endpoint", "", "string", MODULE_NAME, null, getEndpointDependency());
+
+    public static final Parameter CHAT_MODEL_SECRET_KEY = new Parameter("secretKey", "demo",
+            "SecretKey", "", "password", MODULE_NAME, null, getSecretKeyDependency());
+
+    public static final Parameter CHAT_MODEL_ENABLE_SEARCH = new Parameter("enableSearch", "false",
+            "是否启用搜索增强功能，设为false表示不启用", "", "bool", MODULE_NAME, null, getEnableSearchDependency());
+
    public static final Parameter CHAT_MODEL_TEMPERATURE =
            new Parameter("temperature", "0.0", "Temperature", "", "slider", MODULE_NAME);

@@ -36,27 +53,42 @@ public class ChatModelParameters {
            new Parameter("timeOut", "60", "超时时间(秒)", "", "number", MODULE_NAME);

    public static List<Parameter> getParameters() {
-        return Lists.newArrayList(CHAT_MODEL_PROVIDER, CHAT_MODEL_BASE_URL, CHAT_MODEL_API_KEY,
-                CHAT_MODEL_NAME, CHAT_MODEL_API_VERSION, CHAT_MODEL_TEMPERATURE,
-                CHAT_MODEL_TIMEOUT);
+        return Lists.newArrayList(CHAT_MODEL_PROVIDER, CHAT_MODEL_BASE_URL, CHAT_MODEL_ENDPOINT,
+                CHAT_MODEL_API_KEY, CHAT_MODEL_SECRET_KEY, CHAT_MODEL_NAME, CHAT_MODEL_API_VERSION,
+                CHAT_MODEL_ENABLE_SEARCH, CHAT_MODEL_TEMPERATURE, CHAT_MODEL_TIMEOUT);
    }

-    private static List<String> getCandidateProviders() {
+    private static List<String> getCandidateValues() {
        return Lists.newArrayList(OpenAiModelFactory.PROVIDER, OllamaModelFactory.PROVIDER,
-                DifyModelFactory.PROVIDER);
+                QianfanModelFactory.PROVIDER, ZhipuModelFactory.PROVIDER,
+                LocalAiModelFactory.PROVIDER, DashscopeModelFactory.PROVIDER,
+                AzureModelFactory.PROVIDER, DifyModelFactory.PROVIDER);
    }

    private static List<Parameter.Dependency> getBaseUrlDependency() {
-        return getDependency(CHAT_MODEL_PROVIDER.getName(), getCandidateProviders(),
+        return getDependency(CHAT_MODEL_PROVIDER.getName(), getCandidateValues(),
                ImmutableMap.of(OpenAiModelFactory.PROVIDER, OpenAiModelFactory.DEFAULT_BASE_URL,
+                        AzureModelFactory.PROVIDER, AzureModelFactory.DEFAULT_BASE_URL,
                        OllamaModelFactory.PROVIDER, OllamaModelFactory.DEFAULT_BASE_URL,
+                        QianfanModelFactory.PROVIDER, QianfanModelFactory.DEFAULT_BASE_URL,
+                        ZhipuModelFactory.PROVIDER, ZhipuModelFactory.DEFAULT_BASE_URL,
+                        LocalAiModelFactory.PROVIDER, LocalAiModelFactory.DEFAULT_BASE_URL,
+                        DashscopeModelFactory.PROVIDER, DashscopeModelFactory.DEFAULT_BASE_URL,
                        DifyModelFactory.PROVIDER, DifyModelFactory.DEFAULT_BASE_URL));
    }

    private static List<Parameter.Dependency> getApiKeyDependency() {
        return getDependency(CHAT_MODEL_PROVIDER.getName(),
-                Lists.newArrayList(OpenAiModelFactory.PROVIDER, DifyModelFactory.PROVIDER),
+                Lists.newArrayList(OpenAiModelFactory.PROVIDER, QianfanModelFactory.PROVIDER,
+                        ZhipuModelFactory.PROVIDER, LocalAiModelFactory.PROVIDER,
+                        AzureModelFactory.PROVIDER, DashscopeModelFactory.PROVIDER,
+                        DifyModelFactory.PROVIDER),
                ImmutableMap.of(OpenAiModelFactory.PROVIDER,
+                        ModelProvider.DEMO_CHAT_MODEL.getApiKey(), QianfanModelFactory.PROVIDER,
+                        ModelProvider.DEMO_CHAT_MODEL.getApiKey(), ZhipuModelFactory.PROVIDER,
+                        ModelProvider.DEMO_CHAT_MODEL.getApiKey(), LocalAiModelFactory.PROVIDER,
+                        ModelProvider.DEMO_CHAT_MODEL.getApiKey(), AzureModelFactory.PROVIDER,
+                        ModelProvider.DEMO_CHAT_MODEL.getApiKey(), DashscopeModelFactory.PROVIDER,
                        ModelProvider.DEMO_CHAT_MODEL.getApiKey(), DifyModelFactory.PROVIDER,
                        ModelProvider.DEMO_CHAT_MODEL.getApiKey()));
    }
@@ -68,28 +100,33 @@ public class ChatModelParameters {
    }

    private static List<Parameter.Dependency> getModelNameDependency() {
-        return getDependency(CHAT_MODEL_PROVIDER.getName(), getCandidateProviders(),
+        return getDependency(CHAT_MODEL_PROVIDER.getName(), getCandidateValues(),
                ImmutableMap.of(OpenAiModelFactory.PROVIDER, OpenAiModelFactory.DEFAULT_MODEL_NAME,
                        OllamaModelFactory.PROVIDER, OllamaModelFactory.DEFAULT_MODEL_NAME,
+                        QianfanModelFactory.PROVIDER, QianfanModelFactory.DEFAULT_MODEL_NAME,
+                        ZhipuModelFactory.PROVIDER, ZhipuModelFactory.DEFAULT_MODEL_NAME,
+                        LocalAiModelFactory.PROVIDER, LocalAiModelFactory.DEFAULT_MODEL_NAME,
+                        AzureModelFactory.PROVIDER, AzureModelFactory.DEFAULT_MODEL_NAME,
+                        DashscopeModelFactory.PROVIDER, DashscopeModelFactory.DEFAULT_MODEL_NAME,
                        DifyModelFactory.PROVIDER, DifyModelFactory.DEFAULT_MODEL_NAME));
    }

    private static List<Parameter.Dependency> getEndpointDependency() {
        return getDependency(CHAT_MODEL_PROVIDER.getName(),
-                Lists.newArrayList(OpenAiModelFactory.PROVIDER), ImmutableMap
-                        .of(OpenAiModelFactory.PROVIDER, OpenAiModelFactory.DEFAULT_MODEL_NAME));
+                Lists.newArrayList(QianfanModelFactory.PROVIDER), ImmutableMap
+                        .of(QianfanModelFactory.PROVIDER, QianfanModelFactory.DEFAULT_ENDPOINT));
    }

    private static List<Parameter.Dependency> getEnableSearchDependency() {
        return getDependency(CHAT_MODEL_PROVIDER.getName(),
-                Lists.newArrayList(OpenAiModelFactory.PROVIDER),
-                ImmutableMap.of(OpenAiModelFactory.PROVIDER, "false"));
+                Lists.newArrayList(DashscopeModelFactory.PROVIDER),
+                ImmutableMap.of(DashscopeModelFactory.PROVIDER, "false"));
    }

    private static List<Parameter.Dependency> getSecretKeyDependency() {
        return getDependency(CHAT_MODEL_PROVIDER.getName(),
-                Lists.newArrayList(OpenAiModelFactory.PROVIDER), ImmutableMap.of(
-                        OpenAiModelFactory.PROVIDER, ModelProvider.DEMO_CHAT_MODEL.getApiKey()));
+                Lists.newArrayList(QianfanModelFactory.PROVIDER), ImmutableMap.of(
+                        QianfanModelFactory.PROVIDER, ModelProvider.DEMO_CHAT_MODEL.getApiKey()));
    }

    private static List<Parameter.Dependency> getDependency(String dependencyParameterName,
--- a/common/src/main/java/com/tencent/supersonic/common/pojo/DataEvent.java
+++ b/common/src/main/java/com/tencent/supersonic/common/pojo/DataEvent.java
@@ -1,26 +1,27 @@
 package com.tencent.supersonic.common.pojo;

 import com.tencent.supersonic.common.pojo.enums.EventType;
-import lombok.Getter;
 import org.springframework.context.ApplicationEvent;

 import java.util.List;

-@Getter
 public class DataEvent extends ApplicationEvent {

-    private final List<DataItem> dataItems;
+    private List<DataItem> dataItems;

-    private final EventType eventType;
+    private EventType eventType;

-    private final String userName;
-
-    public DataEvent(Object source, List<DataItem> dataItems, EventType eventType,
-            String userName) {
+    public DataEvent(Object source, List<DataItem> dataItems, EventType eventType) {
        super(source);
        this.dataItems = dataItems;
        this.eventType = eventType;
-        this.userName = userName;
    }

+    public List<DataItem> getDataItems() {
+        return dataItems;
+    }
+
+    public EventType getEventType() {
+        return eventType;
+    }
 }
--- a/common/src/main/java/com/tencent/supersonic/common/pojo/DimensionConstants.java
+++ b/common/src/main/java/com/tencent/supersonic/common/pojo/DimensionConstants.java
@@ -5,6 +5,4 @@ public class DimensionConstants {
    public static final String DIMENSION_TIME_FORMAT = "time_format";

    public static final String DIMENSION_TYPE = "dimension_type";
-
-    public static final String DIMENSION_DATA_TYPE = "dimension_data_type";
 }
--- a/common/src/main/java/com/tencent/supersonic/common/pojo/Text2SQLExemplar.java
+++ b/common/src/main/java/com/tencent/supersonic/common/pojo/Text2SQLExemplar.java
@@ -22,6 +22,4 @@ public class Text2SQLExemplar implements Serializable {
    private String dbSchema;

    private String sql;
-
-    protected double similarity; // 传递相似度，可以作为样本筛选的依据
 }
--- a/common/src/main/java/com/tencent/supersonic/common/pojo/User.java
+++ b/common/src/main/java/com/tencent/supersonic/common/pojo/User.java
@@ -6,7 +6,6 @@ import lombok.NoArgsConstructor;
 import org.apache.commons.lang3.StringUtils;

 import java.io.Serializable;
-import java.sql.Timestamp;

@Data
@NoArgsConstructor
@@ -23,28 +22,26 @@ public class User implements Serializable {

    private Integer isAdmin;

-    private Timestamp lastLogin;
-
    public static User get(Long id, String name, String displayName, String email,
            Integer isAdmin) {
-        return new User(id, name, displayName, email, isAdmin, null);
+        return new User(id, name, displayName, email, isAdmin);
    }

    public static User get(Long id, String name) {
-        return new User(id, name, name, name, 0, null);
+        return new User(id, name, name, name, 0);
    }

    public static User getDefaultUser() {
-        return new User(1L, "admin", "admin", "admin@email", 1, null);
+        return new User(1L, "admin", "admin", "admin@email", 1);
    }

    public static User getVisitUser() {
-        return new User(1L, "visit", "visit", "visit@email", 0, null);
+        return new User(1L, "visit", "visit", "visit@email", 0);
    }

    public static User getAppUser(int appId) {
        String name = String.format("app_%s", appId);
-        return new User(1L, name, name, "", 1, null);
+        return new User(1L, name, name, "", 1);
    }

    public String getDisplayName() {
--- a/common/src/main/java/com/tencent/supersonic/common/pojo/enums/EngineType.java
+++ b/common/src/main/java/com/tencent/supersonic/common/pojo/enums/EngineType.java
@@ -13,8 +13,7 @@ public enum EngineType {
    STARROCKS(10, "STARROCKS"),
    KYUUBI(11, "KYUUBI"),
    PRESTO(12, "PRESTO"),
-    TRINO(13, "TRINO"),
-    ORACLE(14, "ORACLE");
+    TRINO(13, "TRINO"),;

    private Integer code;

--- a/common/src/main/java/com/tencent/supersonic/common/pojo/enums/TypeEnums.java
+++ b/common/src/main/java/com/tencent/supersonic/common/pojo/enums/TypeEnums.java
@@ -1,5 +1,5 @@
 package com.tencent.supersonic.common.pojo.enums;

 public enum TypeEnums {
-    METRIC, DIMENSION, VALUE, TAG, DOMAIN, DATASET, MODEL, UNKNOWN
+    METRIC, DIMENSION, TAG, DOMAIN, DATASET, MODEL, UNKNOWN
 }
--- a/common/src/main/java/com/tencent/supersonic/common/service/ChatModelService.java
+++ b/common/src/main/java/com/tencent/supersonic/common/service/ChatModelService.java
@@ -15,5 +15,5 @@ public interface ChatModelService {

    ChatModel updateChatModel(ChatModel chatModel, User user);

-    void deleteChatModel(Integer id, User user);
+    void deleteChatModel(Integer id);
 }
--- a/common/src/main/java/com/tencent/supersonic/common/service/impl/ChatModelServiceImpl.java
+++ b/common/src/main/java/com/tencent/supersonic/common/service/impl/ChatModelServiceImpl.java
@@ -14,7 +14,6 @@ import org.apache.commons.lang3.StringUtils;
 import org.springframework.beans.BeanUtils;
 import org.springframework.stereotype.Service;

-import java.util.Comparator;
 import java.util.Date;
 import java.util.List;
 import java.util.stream.Collectors;
@@ -32,7 +31,7 @@ public class ChatModelServiceImpl extends ServiceImpl<ChatModelMapper, ChatModel
                return true;
            }
            return false;
-        }).sorted(Comparator.comparingLong(ChatModel::getId)).collect(Collectors.toList());
+        }).collect(Collectors.toList());
    }

    @Override
@@ -79,12 +78,7 @@ public class ChatModelServiceImpl extends ServiceImpl<ChatModelMapper, ChatModel
    }

    @Override
-    public void deleteChatModel(Integer id, User user) {
-        ChatModel chatModel = getChatModel(id);
-        if (!checkAdminPermission(user, chatModel)) {
-            throw new RuntimeException("没有权限删除该大模型");
-        }
-
+    public void deleteChatModel(Integer id) {
        removeById(id);
    }

@@ -108,13 +102,4 @@ public class ChatModelServiceImpl extends ServiceImpl<ChatModelMapper, ChatModel
        chatModelDO.setConfig(JsonUtil.toString(chatModel.getConfig()));
        return chatModelDO;
    }
-
-    private boolean checkAdminPermission(User user, ChatModel chatModel) {
-        String admin = chatModel.getAdmin();
-        if (user.isSuperAdmin()) {
-            return true;
-        }
-        return admin != null && admin.equals(user.getName())
-                || chatModel.getCreatedBy().equals(user.getName());
-    }
 }
--- a/common/src/main/java/com/tencent/supersonic/common/service/impl/EmbeddingServiceImpl.java
+++ b/common/src/main/java/com/tencent/supersonic/common/service/impl/EmbeddingServiceImpl.java
@@ -49,10 +49,10 @@ public class EmbeddingServiceImpl implements EmbeddingService {
            try {
                EmbeddingModel embeddingModel = ModelProvider.getEmbeddingModel();
                Embedding embedding = embeddingModel.embed(question).content();
-                MetadataFilterBuilder filterBuilder =
-                        new MetadataFilterBuilder(TextSegmentConvert.QUERY_ID);
-                Filter filter = filterBuilder.isEqualTo(TextSegmentConvert.getQueryId(query));
-                embeddingStore.removeAll(filter);
+                boolean existSegment = existSegment(embeddingStore, query, embedding);
+                if (existSegment) {
+                    continue;
+                }
                embeddingStore.add(embedding, query);
                cache.put(TextSegmentConvert.getQueryId(query), true);
            } catch (Exception e) {
@@ -62,14 +62,14 @@ public class EmbeddingServiceImpl implements EmbeddingService {
        }
    }

-    private boolean existSegment(String collectionName, EmbeddingStore embeddingStore,
-            TextSegment query, Embedding embedding) {
+    private boolean existSegment(EmbeddingStore embeddingStore, TextSegment query,
+            Embedding embedding) {
        String queryId = TextSegmentConvert.getQueryId(query);
        if (queryId == null) {
            return false;
        }
        // Check cache first
-        Boolean cachedResult = cache.getIfPresent(collectionName + queryId);
+        Boolean cachedResult = cache.getIfPresent(queryId);
        if (cachedResult != null) {
            return cachedResult;
        }
@@ -82,7 +82,7 @@ public class EmbeddingServiceImpl implements EmbeddingService {
        EmbeddingSearchResult result = embeddingStore.search(request);
        List<EmbeddingMatch<TextSegment>> relevant = result.matches();
        boolean exists = CollectionUtils.isNotEmpty(relevant);
-        cache.put(collectionName + queryId, exists);
+        cache.put(queryId, exists);
        return exists;
    }

--- a/common/src/main/java/com/tencent/supersonic/common/service/impl/ExemplarServiceImpl.java
+++ b/common/src/main/java/com/tencent/supersonic/common/service/impl/ExemplarServiceImpl.java
@@ -72,10 +72,7 @@ public class ExemplarServiceImpl implements ExemplarService, CommandLineRunner {
                embeddingService.retrieveQuery(collection, retrieveQuery, num);
        results.forEach(ret -> {
            ret.getRetrieval().forEach(r -> {
-                Text2SQLExemplar tmp = // 传递相似度，可以作为样本筛选的依据
-                        JsonUtil.mapToObject(r.getMetadata(), Text2SQLExemplar.class);
-                tmp.setSimilarity(r.getSimilarity());
-                exemplars.add(tmp);
+                exemplars.add(JsonUtil.mapToObject(r.getMetadata(), Text2SQLExemplar.class));
            });
        });

--- a/common/src/main/java/com/tencent/supersonic/common/service/impl/SystemConfigServiceImpl.java
+++ b/common/src/main/java/com/tencent/supersonic/common/service/impl/SystemConfigServiceImpl.java
@@ -16,7 +16,6 @@ import org.springframework.util.CollectionUtils;

 import java.util.List;
 import java.util.concurrent.atomic.AtomicReference;
-import java.util.stream.Collectors;

@Service
 public class SystemConfigServiceImpl extends ServiceImpl<SystemConfigMapper, SystemConfigDO>
@@ -39,8 +38,8 @@ public class SystemConfigServiceImpl extends ServiceImpl<SystemConfigMapper, Sys
        return systemConfigDb;
    }

-    private SystemConfig getSystemConfigFromDB() { // 加上id ，如果有多条记录，会出错
-        List<SystemConfigDO> list = this.lambdaQuery().eq(SystemConfigDO::getId, 1).list();
+    private SystemConfig getSystemConfigFromDB() {
+        List<SystemConfigDO> list = list();
        if (CollectionUtils.isEmpty(list)) {
            SystemConfig systemConfig = new SystemConfig();
            systemConfig.setId(1);
--- a/common/src/main/java/com/tencent/supersonic/common/util/DateModeUtils.java
+++ b/common/src/main/java/com/tencent/supersonic/common/util/DateModeUtils.java
@@ -242,8 +242,10 @@ public class DateModeUtils {
                return String.format("%s >= '%s' and %s <= '%s'", dateField,
                        dateInfo.getStartDate(), dateField, dateInfo.getEndDate());
            }
-            LocalDate endData = DateUtils.parseDate(dateInfo.getEndDate());
-            LocalDate startData = DateUtils.parseDate(dateInfo.getStartDate());
+            LocalDate endData =
+                    LocalDate.parse(dateInfo.getEndDate(), DateTimeFormatter.ofPattern(DAY_FORMAT));
+            LocalDate startData = LocalDate.parse(dateInfo.getStartDate(),
+                    DateTimeFormatter.ofPattern(DAY_FORMAT));
            DateTimeFormatter formatter = DateTimeFormatter.ofPattern(MONTH_FORMAT);
            return String.format("%s >= '%s' and %s <= '%s'", dateField,
                    startData.format(formatter), dateField, endData.format(formatter));
@@ -318,7 +320,7 @@ public class DateModeUtils {
    }

    public String getDateWhereStr(DateConf dateInfo, ItemDateResp dateDate) {
-        if (Objects.isNull(dateInfo) || Objects.isNull(dateInfo.getDateField())) {
+        if (Objects.isNull(dateInfo)) {
            return "";
        }
        String dateStr = "";
--- a/common/src/main/java/com/tencent/supersonic/common/util/DateUtils.java
+++ b/common/src/main/java/com/tencent/supersonic/common/util/DateUtils.java
@@ -75,7 +75,7 @@ public class DateUtils {
    }

    public static String getBeforeDate(String currentDate, DatePeriodEnum datePeriodEnum) {
-        LocalDate specifiedDate = parseDate(currentDate);
+        LocalDate specifiedDate = LocalDate.parse(currentDate, DEFAULT_DATE_FORMATTER2);
        LocalDate startDate;
        switch (datePeriodEnum) {
            case MONTH:
@@ -93,7 +93,7 @@ public class DateUtils {

    public static String getBeforeDate(String currentDate, int intervalDay,
            DatePeriodEnum datePeriodEnum) {
-        LocalDate specifiedDate = parseDate(currentDate);
+        LocalDate specifiedDate = LocalDate.parse(currentDate, DEFAULT_DATE_FORMATTER2);
        LocalDate result = null;
        switch (datePeriodEnum) {
            case DAY:
@@ -161,25 +161,11 @@ public class DateUtils {
        return !timeString.equals("00:00:00");
    }

-    public static LocalDate parseDate(String timeString) {
-        DateTimeFormatter[] dateFormatters =
-                {DateTimeFormatter.ofPattern("yyyyMMdd"), DateTimeFormatter.ofPattern("yyyy-MM-dd"),
-                                DateTimeFormatter.ofPattern("yyyy/MM/dd"),
-                                DateTimeFormatter.ofPattern("yyyy-MM")};
-        for (DateTimeFormatter formatter : dateFormatters) {
-            try {
-                return LocalDate.parse(timeString, formatter);
-            } catch (DateTimeParseException ignored) {
-            }
-        }
-        return null;
-    }
-
    public static List<String> getDateList(String startDateStr, String endDateStr,
            DatePeriodEnum period) {
        try {
-            LocalDate startDate = parseDate(startDateStr);
-            LocalDate endDate = parseDate(endDateStr);
+            LocalDate startDate = LocalDate.parse(startDateStr);
+            LocalDate endDate = LocalDate.parse(endDateStr);
            List<String> datesInRange = new ArrayList<>();
            LocalDate currentDate = startDate;
            DateTimeFormatter formatter = DateTimeFormatter.ofPattern("yyyy-MM");
@@ -203,7 +189,7 @@ public class DateUtils {
    }

    public static boolean isAnyDateString(String value) {
-        List<String> formats = Arrays.asList("yyyy-MM-dd", "yyyy-MM", "yyyy/MM/dd", "yyyyMMdd");
+        List<String> formats = Arrays.asList("yyyy-MM-dd", "yyyy-MM", "yyyy/MM/dd");
        return isAnyDateString(value, formats);
    }

--- a/common/src/main/java/dev/langchain4j/dashscope/spring/ChatModelProperties.java
+++ b/common/src/main/java/dev/langchain4j/dashscope/spring/ChatModelProperties.java
@@ -0,0 +1,23 @@
+package dev.langchain4j.dashscope.spring;
+
+import lombok.Getter;
+import lombok.Setter;
+
+import java.util.List;
+
+@Getter
+@Setter
+class ChatModelProperties {
+
+    String baseUrl;
+    String apiKey;
+    String modelName;
+    Double topP;
+    Integer topK;
+    Boolean enableSearch;
+    Integer seed;
+    Float repetitionPenalty;
+    Float temperature;
+    List<String> stops;
+    Integer maxTokens;
+}
--- a/common/src/main/java/dev/langchain4j/dashscope/spring/DashscopeAutoConfig.java
+++ b/common/src/main/java/dev/langchain4j/dashscope/spring/DashscopeAutoConfig.java
@@ -0,0 +1,84 @@
+package dev.langchain4j.dashscope.spring;
+
+import dev.langchain4j.model.dashscope.QwenChatModel;
+import dev.langchain4j.model.dashscope.QwenEmbeddingModel;
+import dev.langchain4j.model.dashscope.QwenLanguageModel;
+import dev.langchain4j.model.dashscope.QwenStreamingChatModel;
+import dev.langchain4j.model.dashscope.QwenStreamingLanguageModel;
+import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
+import org.springframework.boot.context.properties.EnableConfigurationProperties;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+
+import static dev.langchain4j.dashscope.spring.Properties.PREFIX;
+
+@Configuration
+@EnableConfigurationProperties(Properties.class)
+public class DashscopeAutoConfig {
+
+    @Bean
+    @ConditionalOnProperty(PREFIX + ".chat-model.api-key")
+    QwenChatModel qwenChatModel(Properties properties) {
+        ChatModelProperties chatModelProperties = properties.getChatModel();
+        return QwenChatModel.builder().baseUrl(chatModelProperties.getBaseUrl())
+                .apiKey(chatModelProperties.getApiKey())
+                .modelName(chatModelProperties.getModelName()).topP(chatModelProperties.getTopP())
+                .topK(chatModelProperties.getTopK())
+                .enableSearch(chatModelProperties.getEnableSearch())
+                .seed(chatModelProperties.getSeed())
+                .repetitionPenalty(chatModelProperties.getRepetitionPenalty())
+                .temperature(chatModelProperties.getTemperature())
+                .stops(chatModelProperties.getStops()).maxTokens(chatModelProperties.getMaxTokens())
+                .build();
+    }
+
+    @Bean
+    @ConditionalOnProperty(PREFIX + ".streaming-chat-model.api-key")
+    QwenStreamingChatModel qwenStreamingChatModel(Properties properties) {
+        ChatModelProperties chatModelProperties = properties.getStreamingChatModel();
+        return QwenStreamingChatModel.builder().baseUrl(chatModelProperties.getBaseUrl())
+                .apiKey(chatModelProperties.getApiKey())
+                .modelName(chatModelProperties.getModelName()).topP(chatModelProperties.getTopP())
+                .topK(chatModelProperties.getTopK())
+                .enableSearch(chatModelProperties.getEnableSearch())
+                .seed(chatModelProperties.getSeed())
+                .repetitionPenalty(chatModelProperties.getRepetitionPenalty())
+                .temperature(chatModelProperties.getTemperature())
+                .stops(chatModelProperties.getStops()).maxTokens(chatModelProperties.getMaxTokens())
+                .build();
+    }
+
+    @Bean
+    @ConditionalOnProperty(PREFIX + ".language-model.api-key")
+    QwenLanguageModel qwenLanguageModel(Properties properties) {
+        ChatModelProperties languageModel = properties.getLanguageModel();
+        return QwenLanguageModel.builder().baseUrl(languageModel.getBaseUrl())
+                .apiKey(languageModel.getApiKey()).modelName(languageModel.getModelName())
+                .topP(languageModel.getTopP()).topK(languageModel.getTopK())
+                .enableSearch(languageModel.getEnableSearch()).seed(languageModel.getSeed())
+                .repetitionPenalty(languageModel.getRepetitionPenalty())
+                .temperature(languageModel.getTemperature()).stops(languageModel.getStops())
+                .maxTokens(languageModel.getMaxTokens()).build();
+    }
+
+    @Bean
+    @ConditionalOnProperty(PREFIX + ".streaming-language-model.api-key")
+    QwenStreamingLanguageModel qwenStreamingLanguageModel(Properties properties) {
+        ChatModelProperties languageModel = properties.getStreamingLanguageModel();
+        return QwenStreamingLanguageModel.builder().baseUrl(languageModel.getBaseUrl())
+                .apiKey(languageModel.getApiKey()).modelName(languageModel.getModelName())
+                .topP(languageModel.getTopP()).topK(languageModel.getTopK())
+                .enableSearch(languageModel.getEnableSearch()).seed(languageModel.getSeed())
+                .repetitionPenalty(languageModel.getRepetitionPenalty())
+                .temperature(languageModel.getTemperature()).stops(languageModel.getStops())
+                .maxTokens(languageModel.getMaxTokens()).build();
+    }
+
+    @Bean
+    @ConditionalOnProperty(PREFIX + ".embedding-model.api-key")
+    QwenEmbeddingModel qwenEmbeddingModel(Properties properties) {
+        EmbeddingModelProperties embeddingModelProperties = properties.getEmbeddingModel();
+        return QwenEmbeddingModel.builder().apiKey(embeddingModelProperties.getApiKey())
+                .modelName(embeddingModelProperties.getModelName()).build();
+    }
+}
--- a/common/src/main/java/dev/langchain4j/dashscope/spring/EmbeddingModelProperties.java
+++ b/common/src/main/java/dev/langchain4j/dashscope/spring/EmbeddingModelProperties.java
@@ -0,0 +1,12 @@
+package dev.langchain4j.dashscope.spring;
+
+import lombok.Getter;
+import lombok.Setter;
+
+@Getter
+@Setter
+class EmbeddingModelProperties {
+
+    private String apiKey;
+    private String modelName;
+}
--- a/common/src/main/java/dev/langchain4j/dashscope/spring/Properties.java
+++ b/common/src/main/java/dev/langchain4j/dashscope/spring/Properties.java
@@ -0,0 +1,29 @@
+package dev.langchain4j.dashscope.spring;
+
+import lombok.Getter;
+import lombok.Setter;
+import org.springframework.boot.context.properties.ConfigurationProperties;
+import org.springframework.boot.context.properties.NestedConfigurationProperty;
+
+@Getter
+@Setter
+@ConfigurationProperties(prefix = Properties.PREFIX)
+public class Properties {
+
+    static final String PREFIX = "langchain4j.dashscope";
+
+    @NestedConfigurationProperty
+    ChatModelProperties chatModel;
+
+    @NestedConfigurationProperty
+    ChatModelProperties streamingChatModel;
+
+    @NestedConfigurationProperty
+    ChatModelProperties languageModel;
+
+    @NestedConfigurationProperty
+    ChatModelProperties streamingLanguageModel;
+
+    @NestedConfigurationProperty
+    EmbeddingModelProperties embeddingModel;
+}
--- a/common/src/main/java/dev/langchain4j/inmemory/spring/InMemoryAutoConfig.java
+++ b/common/src/main/java/dev/langchain4j/inmemory/spring/InMemoryAutoConfig.java
@@ -1,9 +1,9 @@
 package dev.langchain4j.inmemory.spring;

+import dev.langchain4j.model.embedding.AllMiniLmL6V2QuantizedEmbeddingModel;
+import dev.langchain4j.model.embedding.BgeSmallZhEmbeddingModel;
 import dev.langchain4j.model.embedding.EmbeddingModel;
 import dev.langchain4j.model.embedding.S2OnnxEmbeddingModel;
-import dev.langchain4j.model.embedding.onnx.allminilml6v2q.AllMiniLmL6V2QuantizedEmbeddingModel;
-import dev.langchain4j.model.embedding.onnx.bgesmallzh.BgeSmallZhEmbeddingModel;
 import dev.langchain4j.provider.EmbeddingModelConstant;
 import dev.langchain4j.store.embedding.EmbeddingStoreFactory;
 import org.apache.commons.lang3.StringUtils;
--- a/common/src/main/java/dev/langchain4j/model/dify/DifyAiChatModel.java
+++ b/common/src/main/java/dev/langchain4j/model/dify/DifyAiChatModel.java
@@ -9,7 +9,6 @@ import dev.langchain4j.data.message.ChatMessage;
 import dev.langchain4j.model.chat.ChatLanguageModel;
 import dev.langchain4j.model.output.Response;
 import lombok.Builder;
-import lombok.Setter;

 import java.util.List;

@@ -33,7 +32,6 @@ public class DifyAiChatModel implements ChatLanguageModel {
    private final Double temperature;
    private final Long timeOut;

-    @Setter
    private String userName;

    @Builder
@@ -56,7 +54,7 @@ public class DifyAiChatModel implements ChatLanguageModel {
    @Override
    public String generate(String message) {
        DifyResult difyResult = this.difyClient.generate(message, this.getUserName());
-        return difyResult.getAnswer();
+        return difyResult.getAnswer().toString();
    }

    @Override
@@ -69,7 +67,7 @@ public class DifyAiChatModel implements ChatLanguageModel {
            List<ToolSpecification> toolSpecifications) {
        ensureNotEmpty(messages, "messages");
        DifyResult difyResult =
-                this.difyClient.generate(messages.get(0).toString(), this.getUserName());
+                this.difyClient.generate(messages.get(0).text(), this.getUserName());
        System.out.println(difyResult.toString());

        if (!isNullOrEmpty(toolSpecifications)) {
@@ -86,8 +84,12 @@ public class DifyAiChatModel implements ChatLanguageModel {
                toolSpecification != null ? singletonList(toolSpecification) : null);
    }

+    public void setUserName(String userName) {
+        this.userName = userName;
+    }
+
    public String getUserName() {
-        return null == userName ? "admin" : userName;
+        return null == userName ? "zhaodongsheng" : userName;
    }

 }
--- a/common/src/main/java/dev/langchain4j/model/embedding/S2OnnxEmbeddingModel.java
+++ b/common/src/main/java/dev/langchain4j/model/embedding/S2OnnxEmbeddingModel.java
@@ -1,8 +1,5 @@
 package dev.langchain4j.model.embedding;

-import dev.langchain4j.model.embedding.onnx.AbstractInProcessEmbeddingModel;
-import dev.langchain4j.model.embedding.onnx.OnnxBertBiEncoder;
-import dev.langchain4j.model.embedding.onnx.PoolingMode;
 import org.apache.commons.lang3.StringUtils;

 import java.io.IOException;
@@ -12,7 +9,6 @@ import java.nio.file.Files;
 import java.nio.file.Path;
 import java.nio.file.Paths;
 import java.util.Objects;
-import java.util.concurrent.Executors;

 /**
 * An embedding model that runs within your Java application's process. Any BERT-based model (e.g.,
@@ -29,7 +25,6 @@ public class S2OnnxEmbeddingModel extends AbstractInProcessEmbeddingModel {
    private static volatile String cachedVocabularyPath;

    public S2OnnxEmbeddingModel(String pathToModel, String vocabularyPath) {
-        super(Executors.newSingleThreadExecutor());
        if (shouldReloadModel(pathToModel, vocabularyPath)) {
            synchronized (S2OnnxEmbeddingModel.class) {
                if (shouldReloadModel(pathToModel, vocabularyPath)) {
@@ -66,8 +61,8 @@ public class S2OnnxEmbeddingModel extends AbstractInProcessEmbeddingModel {

    static OnnxBertBiEncoder loadFromFileSystem(Path pathToModel, URL vocabularyFile) {
        try {
-            return new OnnxBertBiEncoder(Files.newInputStream(pathToModel),
-                    vocabularyFile.openStream(), PoolingMode.MEAN);
+            return new OnnxBertBiEncoder(Files.newInputStream(pathToModel), vocabularyFile,
+                    PoolingMode.MEAN);
        } catch (IOException e) {
            throw new RuntimeException(e);
        }
--- a/common/src/main/java/dev/langchain4j/model/openai/OpenAiChatModel.java
+++ b/common/src/main/java/dev/langchain4j/model/openai/OpenAiChatModel.java
@@ -52,7 +52,7 @@ import static dev.langchain4j.model.openai.InternalOpenAiHelper.toOpenAiMessages
 import static dev.langchain4j.model.openai.InternalOpenAiHelper.toOpenAiResponseFormat;
 import static dev.langchain4j.model.openai.InternalOpenAiHelper.toTools;
 import static dev.langchain4j.model.openai.InternalOpenAiHelper.tokenUsageFrom;
-import static dev.langchain4j.model.openai.OpenAiChatModelName.GPT_3_5_TURBO;
+import static dev.langchain4j.model.openai.OpenAiModelName.GPT_3_5_TURBO;
 import static dev.langchain4j.spi.ServiceHelper.loadFactories;
 import static java.time.Duration.ofSeconds;
 import static java.util.Collections.emptyList;
@@ -66,6 +66,7 @@ import static java.util.Collections.singletonList;
@Slf4j
 public class OpenAiChatModel implements ChatLanguageModel, TokenCountEstimator {

+    public static final String ZHIPU = "bigmodel";
    private final OpenAiClient client;
    private final String baseUrl;
    private final String modelName;
@@ -110,7 +111,7 @@ public class OpenAiChatModel implements ChatLanguageModel, TokenCountEstimator {
                .connectTimeout(timeout).readTimeout(timeout).writeTimeout(timeout).proxy(proxy)
                .logRequests(logRequests).logResponses(logResponses).userAgent(DEFAULT_USER_AGENT)
                .customHeaders(customHeaders).build();
-        this.modelName = getOrDefault(modelName, GPT_3_5_TURBO.name());
+        this.modelName = getOrDefault(modelName, GPT_3_5_TURBO);
        this.apiVersion = apiVersion;
        this.temperature = getOrDefault(temperature, 0.7);
        this.topP = topP;
@@ -129,7 +130,7 @@ public class OpenAiChatModel implements ChatLanguageModel, TokenCountEstimator {
        this.strictTools = getOrDefault(strictTools, false);
        this.parallelToolCalls = parallelToolCalls;
        this.maxRetries = getOrDefault(maxRetries, 3);
-        this.tokenizer = getOrDefault(tokenizer, () -> new OpenAiTokenizer(this.modelName));
+        this.tokenizer = getOrDefault(tokenizer, OpenAiTokenizer::new);
        this.listeners = listeners == null ? emptyList() : new ArrayList<>(listeners);
    }

@@ -191,7 +192,9 @@ public class OpenAiChatModel implements ChatLanguageModel, TokenCountEstimator {
                .responseFormat(responseFormat).seed(seed).user(user)
                .parallelToolCalls(parallelToolCalls);

-        requestBuilder.temperature(temperature);
+        if (!(baseUrl.contains(ZHIPU))) {
+            requestBuilder.temperature(temperature);
+        }

        if (toolSpecifications != null && !toolSpecifications.isEmpty()) {
            requestBuilder.tools(toTools(toolSpecifications, strictTools));
--- a/common/src/main/java/dev/langchain4j/model/zhipu/ChatCompletionModel.java
+++ b/common/src/main/java/dev/langchain4j/model/zhipu/ChatCompletionModel.java
@@ -0,0 +1,16 @@
+package dev.langchain4j.model.zhipu;
+
+public enum ChatCompletionModel {
+    GLM_4("glm-4"), GLM_3_TURBO("glm-3-turbo"), CHATGLM_TURBO("chatglm_turbo");
+
+    private final String value;
+
+    ChatCompletionModel(String value) {
+        this.value = value;
+    }
+
+    @Override
+    public String toString() {
+        return this.value;
+    }
+}
--- a/common/src/main/java/dev/langchain4j/model/zhipu/ZhipuAiChatModel.java
+++ b/common/src/main/java/dev/langchain4j/model/zhipu/ZhipuAiChatModel.java
@@ -0,0 +1,100 @@
+package dev.langchain4j.model.zhipu;
+
+import dev.langchain4j.agent.tool.ToolSpecification;
+import dev.langchain4j.data.message.AiMessage;
+import dev.langchain4j.data.message.ChatMessage;
+import dev.langchain4j.model.chat.ChatLanguageModel;
+import dev.langchain4j.model.output.Response;
+import dev.langchain4j.model.zhipu.chat.ChatCompletionRequest;
+import dev.langchain4j.model.zhipu.chat.ChatCompletionResponse;
+import dev.langchain4j.model.zhipu.spi.ZhipuAiChatModelBuilderFactory;
+import lombok.Builder;
+
+import java.util.List;
+
+import static dev.langchain4j.internal.RetryUtils.withRetry;
+import static dev.langchain4j.internal.Utils.getOrDefault;
+import static dev.langchain4j.internal.Utils.isNullOrEmpty;
+import static dev.langchain4j.internal.ValidationUtils.ensureNotEmpty;
+import static dev.langchain4j.model.zhipu.DefaultZhipuAiHelper.aiMessageFrom;
+import static dev.langchain4j.model.zhipu.DefaultZhipuAiHelper.finishReasonFrom;
+import static dev.langchain4j.model.zhipu.DefaultZhipuAiHelper.toTools;
+import static dev.langchain4j.model.zhipu.DefaultZhipuAiHelper.toZhipuAiMessages;
+import static dev.langchain4j.model.zhipu.DefaultZhipuAiHelper.tokenUsageFrom;
+import static dev.langchain4j.model.zhipu.chat.ToolChoiceMode.AUTO;
+import static dev.langchain4j.spi.ServiceHelper.loadFactories;
+import static java.util.Collections.singletonList;
+
+/**
+ * Represents an ZhipuAi language model with a chat completion interface, such as glm-3-turbo and
+ * glm-4. You can find description of parameters
+ * <a href="https://open.bigmodel.cn/dev/api">here</a>.
+ */
+public class ZhipuAiChatModel implements ChatLanguageModel {
+
+    private final String baseUrl;
+    private final Double temperature;
+    private final Double topP;
+    private final String model;
+    private final Integer maxRetries;
+    private final Integer maxToken;
+    private final ZhipuAiClient client;
+
+    @Builder
+    public ZhipuAiChatModel(String baseUrl, String apiKey, Double temperature, Double topP,
+            String model, Integer maxRetries, Integer maxToken, Boolean logRequests,
+            Boolean logResponses) {
+        this.baseUrl = getOrDefault(baseUrl, "https://open.bigmodel.cn/");
+        this.temperature = getOrDefault(temperature, 0.7);
+        this.topP = topP;
+        this.model = getOrDefault(model, ChatCompletionModel.GLM_4.toString());
+        this.maxRetries = getOrDefault(maxRetries, 3);
+        this.maxToken = getOrDefault(maxToken, 512);
+        this.client = ZhipuAiClient.builder().baseUrl(this.baseUrl).apiKey(apiKey)
+                .logRequests(getOrDefault(logRequests, false))
+                .logResponses(getOrDefault(logResponses, false)).build();
+    }
+
+    public static ZhipuAiChatModelBuilder builder() {
+        for (ZhipuAiChatModelBuilderFactory factories : loadFactories(
+                ZhipuAiChatModelBuilderFactory.class)) {
+            return factories.get();
+        }
+        return new ZhipuAiChatModelBuilder();
+    }
+
+    @Override
+    public Response<AiMessage> generate(List<ChatMessage> messages) {
+        return generate(messages, (ToolSpecification) null);
+    }
+
+    @Override
+    public Response<AiMessage> generate(List<ChatMessage> messages,
+            List<ToolSpecification> toolSpecifications) {
+        ensureNotEmpty(messages, "messages");
+
+        ChatCompletionRequest.Builder requestBuilder =
+                ChatCompletionRequest.builder().model(this.model).maxTokens(maxToken).stream(false)
+                        .topP(topP).toolChoice(AUTO).messages(toZhipuAiMessages(messages));
+
+        if (!isNullOrEmpty(toolSpecifications)) {
+            requestBuilder.tools(toTools(toolSpecifications));
+        }
+
+        ChatCompletionResponse response =
+                withRetry(() -> client.chatCompletion(requestBuilder.build()), maxRetries);
+        return Response.from(aiMessageFrom(response), tokenUsageFrom(response.getUsage()),
+                finishReasonFrom(response.getChoices().get(0).getFinishReason()));
+    }
+
+    @Override
+    public Response<AiMessage> generate(List<ChatMessage> messages,
+            ToolSpecification toolSpecification) {
+        return generate(messages,
+                toolSpecification != null ? singletonList(toolSpecification) : null);
+    }
+
+    public static class ZhipuAiChatModelBuilder {
+        public ZhipuAiChatModelBuilder() {}
+    }
+}
--- a/common/src/main/java/dev/langchain4j/provider/AzureModelFactory.java
+++ b/common/src/main/java/dev/langchain4j/provider/AzureModelFactory.java
@@ -0,0 +1,51 @@
+package dev.langchain4j.provider;
+
+import com.tencent.supersonic.common.pojo.ChatModelConfig;
+import com.tencent.supersonic.common.pojo.EmbeddingModelConfig;
+import dev.langchain4j.model.azure.AzureOpenAiChatModel;
+import dev.langchain4j.model.azure.AzureOpenAiEmbeddingModel;
+import dev.langchain4j.model.chat.ChatLanguageModel;
+import dev.langchain4j.model.embedding.EmbeddingModel;
+import org.springframework.beans.factory.InitializingBean;
+import org.springframework.stereotype.Service;
+
+import java.time.Duration;
+
+@Service
+public class AzureModelFactory implements ModelFactory, InitializingBean {
+    public static final String PROVIDER = "AZURE";
+    public static final String DEFAULT_BASE_URL = "https://your-resource-name.openai.azure.com/";
+    public static final String DEFAULT_MODEL_NAME = "gpt-35-turbo";
+    public static final String DEFAULT_EMBEDDING_MODEL_NAME = "text-embedding-ada-002";
+
+    @Override
+    public ChatLanguageModel createChatModel(ChatModelConfig modelConfig) {
+        AzureOpenAiChatModel.Builder builder = AzureOpenAiChatModel.builder()
+                .endpoint(modelConfig.getBaseUrl()).apiKey(modelConfig.getApiKey())
+                .deploymentName(modelConfig.getModelName())
+                .temperature(modelConfig.getTemperature()).maxRetries(modelConfig.getMaxRetries())
+                .topP(modelConfig.getTopP())
+                .timeout(Duration.ofSeconds(
+                        modelConfig.getTimeOut() == null ? 0L : modelConfig.getTimeOut()))
+                .logRequestsAndResponses(
+                        modelConfig.getLogRequests() != null && modelConfig.getLogResponses());
+        return builder.build();
+    }
+
+    @Override
+    public EmbeddingModel createEmbeddingModel(EmbeddingModelConfig embeddingModelConfig) {
+        AzureOpenAiEmbeddingModel.Builder builder =
+                AzureOpenAiEmbeddingModel.builder().endpoint(embeddingModelConfig.getBaseUrl())
+                        .apiKey(embeddingModelConfig.getApiKey())
+                        .deploymentName(embeddingModelConfig.getModelName())
+                        .maxRetries(embeddingModelConfig.getMaxRetries())
+                        .logRequestsAndResponses(embeddingModelConfig.getLogRequests() != null
+                                && embeddingModelConfig.getLogResponses());
+        return builder.build();
+    }
+
+    @Override
+    public void afterPropertiesSet() {
+        ModelProvider.add(PROVIDER, this);
+    }
+}
--- a/common/src/main/java/dev/langchain4j/provider/DashscopeModelFactory.java
+++ b/common/src/main/java/dev/langchain4j/provider/DashscopeModelFactory.java
@@ -0,0 +1,39 @@
+package dev.langchain4j.provider;
+
+import com.tencent.supersonic.common.pojo.ChatModelConfig;
+import com.tencent.supersonic.common.pojo.EmbeddingModelConfig;
+import dev.langchain4j.model.chat.ChatLanguageModel;
+import dev.langchain4j.model.dashscope.QwenChatModel;
+import dev.langchain4j.model.dashscope.QwenEmbeddingModel;
+import dev.langchain4j.model.dashscope.QwenModelName;
+import dev.langchain4j.model.embedding.EmbeddingModel;
+import org.springframework.beans.factory.InitializingBean;
+import org.springframework.stereotype.Service;
+
+@Service
+public class DashscopeModelFactory implements ModelFactory, InitializingBean {
+    public static final String PROVIDER = "DASHSCOPE";
+    public static final String DEFAULT_BASE_URL = "https://dashscope.aliyuncs.com/api/v1";
+    public static final String DEFAULT_MODEL_NAME = QwenModelName.QWEN_PLUS;
+    public static final String DEFAULT_EMBEDDING_MODEL_NAME = "text-embedding-v2";
+
+    @Override
+    public ChatLanguageModel createChatModel(ChatModelConfig modelConfig) {
+        return QwenChatModel.builder().baseUrl(modelConfig.getBaseUrl())
+                .apiKey(modelConfig.getApiKey()).modelName(modelConfig.getModelName())
+                .temperature(modelConfig.getTemperature() == null ? 0L
+                        : modelConfig.getTemperature().floatValue())
+                .topP(modelConfig.getTopP()).enableSearch(modelConfig.getEnableSearch()).build();
+    }
+
+    @Override
+    public EmbeddingModel createEmbeddingModel(EmbeddingModelConfig embeddingModelConfig) {
+        return QwenEmbeddingModel.builder().apiKey(embeddingModelConfig.getApiKey())
+                .modelName(embeddingModelConfig.getModelName()).build();
+    }
+
+    @Override
+    public void afterPropertiesSet() {
+        ModelProvider.add(PROVIDER, this);
+    }
+}
--- a/common/src/main/java/dev/langchain4j/provider/DifyModelFactory.java
+++ b/common/src/main/java/dev/langchain4j/provider/DifyModelFactory.java
@@ -6,8 +6,7 @@ import com.tencent.supersonic.common.util.AESEncryptionUtil;
 import dev.langchain4j.model.chat.ChatLanguageModel;
 import dev.langchain4j.model.dify.DifyAiChatModel;
 import dev.langchain4j.model.embedding.EmbeddingModel;
-import dev.langchain4j.model.openai.OpenAiEmbeddingModel;
-import dev.langchain4j.model.openai.OpenAiStreamingChatModel;
+import dev.langchain4j.model.zhipu.ZhipuAiEmbeddingModel;
 import org.springframework.beans.factory.InitializingBean;
 import org.springframework.stereotype.Service;

@@ -26,16 +25,10 @@ public class DifyModelFactory implements ModelFactory, InitializingBean {
                .modelName(modelConfig.getModelName()).timeOut(modelConfig.getTimeOut()).build();
    }

-    @Override
-    public OpenAiStreamingChatModel createChatStreamingModel(ChatModelConfig modelConfig) {
-        throw new RuntimeException("待开发");
-    }
-
    @Override
    public EmbeddingModel createEmbeddingModel(EmbeddingModelConfig embeddingModelConfig) {
-        return OpenAiEmbeddingModel.builder().baseUrl(embeddingModelConfig.getBaseUrl())
-                .apiKey(embeddingModelConfig.getApiKey())
-                .modelName(embeddingModelConfig.getModelName())
+        return ZhipuAiEmbeddingModel.builder().baseUrl(embeddingModelConfig.getBaseUrl())
+                .apiKey(embeddingModelConfig.getApiKey()).model(embeddingModelConfig.getModelName())
                .maxRetries(embeddingModelConfig.getMaxRetries())
                .logRequests(embeddingModelConfig.getLogRequests())
                .logResponses(embeddingModelConfig.getLogResponses()).build();
--- a/common/src/main/java/dev/langchain4j/provider/EmbeddingModelConstant.java
+++ b/common/src/main/java/dev/langchain4j/provider/EmbeddingModelConstant.java
@@ -1,8 +1,8 @@
 package dev.langchain4j.provider;

+import dev.langchain4j.model.embedding.AllMiniLmL6V2QuantizedEmbeddingModel;
+import dev.langchain4j.model.embedding.BgeSmallZhEmbeddingModel;
 import dev.langchain4j.model.embedding.EmbeddingModel;
-import dev.langchain4j.model.embedding.onnx.allminilml6v2q.AllMiniLmL6V2QuantizedEmbeddingModel;
-import dev.langchain4j.model.embedding.onnx.bgesmallzh.BgeSmallZhEmbeddingModel;
 import org.springframework.stereotype.Service;

@Service
--- a/common/src/main/java/dev/langchain4j/provider/InMemoryModelFactory.java
+++ b/common/src/main/java/dev/langchain4j/provider/InMemoryModelFactory.java
@@ -5,7 +5,6 @@ import com.tencent.supersonic.common.pojo.EmbeddingModelConfig;
 import dev.langchain4j.model.chat.ChatLanguageModel;
 import dev.langchain4j.model.embedding.EmbeddingModel;
 import dev.langchain4j.model.embedding.S2OnnxEmbeddingModel;
-import dev.langchain4j.model.openai.OpenAiStreamingChatModel;
 import org.apache.commons.lang3.StringUtils;
 import org.springframework.beans.factory.InitializingBean;
 import org.springframework.stereotype.Service;
@@ -36,11 +35,6 @@ public class InMemoryModelFactory implements ModelFactory, InitializingBean {
        return EmbeddingModelConstant.BGE_SMALL_ZH_MODEL;
    }

-    @Override
-    public OpenAiStreamingChatModel createChatStreamingModel(ChatModelConfig modelConfig) {
-        throw new RuntimeException("待开发");
-    }
-
    @Override
    public void afterPropertiesSet() {
        ModelProvider.add(PROVIDER, this);
--- a/common/src/main/java/dev/langchain4j/provider/LocalAiModelFactory.java
+++ b/common/src/main/java/dev/langchain4j/provider/LocalAiModelFactory.java
@@ -6,7 +6,6 @@ import dev.langchain4j.model.chat.ChatLanguageModel;
 import dev.langchain4j.model.embedding.EmbeddingModel;
 import dev.langchain4j.model.localai.LocalAiChatModel;
 import dev.langchain4j.model.localai.LocalAiEmbeddingModel;
-import dev.langchain4j.model.openai.OpenAiStreamingChatModel;
 import org.springframework.beans.factory.InitializingBean;
 import org.springframework.stereotype.Service;

@@ -28,11 +27,6 @@ public class LocalAiModelFactory implements ModelFactory, InitializingBean {
                .build();
    }

-    @Override
-    public OpenAiStreamingChatModel createChatStreamingModel(ChatModelConfig modelConfig) {
-        throw new RuntimeException("待开发");
-    }
-
    @Override
    public EmbeddingModel createEmbeddingModel(EmbeddingModelConfig embeddingModel) {
        return LocalAiEmbeddingModel.builder().baseUrl(embeddingModel.getBaseUrl())
--- a/common/src/main/java/dev/langchain4j/provider/ModelFactory.java
+++ b/common/src/main/java/dev/langchain4j/provider/ModelFactory.java
@@ -4,12 +4,9 @@ import com.tencent.supersonic.common.pojo.ChatModelConfig;
 import com.tencent.supersonic.common.pojo.EmbeddingModelConfig;
 import dev.langchain4j.model.chat.ChatLanguageModel;
 import dev.langchain4j.model.embedding.EmbeddingModel;
-import dev.langchain4j.model.openai.OpenAiStreamingChatModel;

 public interface ModelFactory {
    ChatLanguageModel createChatModel(ChatModelConfig modelConfig);

-    OpenAiStreamingChatModel createChatStreamingModel(ChatModelConfig modelConfig);
-
    EmbeddingModel createEmbeddingModel(EmbeddingModelConfig embeddingModel);
 }
--- a/common/src/main/java/dev/langchain4j/provider/ModelProvider.java
+++ b/common/src/main/java/dev/langchain4j/provider/ModelProvider.java
@@ -5,9 +5,7 @@ import com.tencent.supersonic.common.pojo.ChatModelConfig;
 import com.tencent.supersonic.common.pojo.EmbeddingModelConfig;
 import com.tencent.supersonic.common.util.ContextUtils;
 import dev.langchain4j.model.chat.ChatLanguageModel;
-import dev.langchain4j.model.chat.StreamingChatLanguageModel;
 import dev.langchain4j.model.embedding.EmbeddingModel;
-import dev.langchain4j.model.openai.OpenAiStreamingChatModel;
 import org.apache.commons.lang3.StringUtils;

 import java.util.HashMap;
@@ -43,20 +41,6 @@ public class ModelProvider {
                "Unsupported ChatLanguageModel provider: " + modelConfig.getProvider());
    }

-    public static StreamingChatLanguageModel getChatStreamingModel(ChatModelConfig modelConfig) {
-        if (modelConfig == null || StringUtils.isBlank(modelConfig.getProvider())
-                || StringUtils.isBlank(modelConfig.getBaseUrl())) {
-            modelConfig = DEMO_CHAT_MODEL;
-        }
-        ModelFactory modelFactory = factories.get(modelConfig.getProvider().toUpperCase());
-        if (modelFactory != null) {
-            return modelFactory.createChatStreamingModel(modelConfig);
-        }
-
-        throw new RuntimeException(
-                "Unsupported ChatLanguageModel provider: " + modelConfig.getProvider());
-    }
-
    public static EmbeddingModel getEmbeddingModel() {
        return getEmbeddingModel(null);
    }
--- a/common/src/main/java/dev/langchain4j/provider/OllamaModelFactory.java
+++ b/common/src/main/java/dev/langchain4j/provider/OllamaModelFactory.java
@@ -6,7 +6,6 @@ import dev.langchain4j.model.chat.ChatLanguageModel;
 import dev.langchain4j.model.embedding.EmbeddingModel;
 import dev.langchain4j.model.ollama.OllamaChatModel;
 import dev.langchain4j.model.ollama.OllamaEmbeddingModel;
-import dev.langchain4j.model.openai.OpenAiStreamingChatModel;
 import org.springframework.beans.factory.InitializingBean;
 import org.springframework.stereotype.Service;

@@ -29,11 +28,6 @@ public class OllamaModelFactory implements ModelFactory, InitializingBean {
                .logResponses(modelConfig.getLogResponses()).build();
    }

-    @Override
-    public OpenAiStreamingChatModel createChatStreamingModel(ChatModelConfig modelConfig) {
-        throw new RuntimeException("待开发");
-    }
-
    @Override
    public EmbeddingModel createEmbeddingModel(EmbeddingModelConfig embeddingModelConfig) {
        return OllamaEmbeddingModel.builder().baseUrl(embeddingModelConfig.getBaseUrl())
--- a/common/src/main/java/dev/langchain4j/provider/OpenAiModelFactory.java
+++ b/common/src/main/java/dev/langchain4j/provider/OpenAiModelFactory.java
@@ -6,7 +6,6 @@ import dev.langchain4j.model.chat.ChatLanguageModel;
 import dev.langchain4j.model.embedding.EmbeddingModel;
 import dev.langchain4j.model.openai.OpenAiChatModel;
 import dev.langchain4j.model.openai.OpenAiEmbeddingModel;
-import dev.langchain4j.model.openai.OpenAiStreamingChatModel;
 import org.springframework.beans.factory.InitializingBean;
 import org.springframework.stereotype.Service;

@@ -23,26 +22,10 @@ public class OpenAiModelFactory implements ModelFactory, InitializingBean {

    @Override
    public ChatLanguageModel createChatModel(ChatModelConfig modelConfig) {
-        OpenAiChatModel.OpenAiChatModelBuilder openAiChatModelBuilder = OpenAiChatModel.builder()
-                .baseUrl(modelConfig.getBaseUrl()).modelName(modelConfig.getModelName())
-                .apiKey(modelConfig.keyDecrypt()).apiVersion(modelConfig.getApiVersion())
-                .temperature(modelConfig.getTemperature()).topP(modelConfig.getTopP())
-                .maxRetries(modelConfig.getMaxRetries())
-                .timeout(Duration.ofSeconds(modelConfig.getTimeOut()))
-                .logRequests(modelConfig.getLogRequests())
-                .logResponses(modelConfig.getLogResponses());
-        if (modelConfig.getJsonFormat() != null && modelConfig.getJsonFormat()) {
-            openAiChatModelBuilder.strictJsonSchema(true)
-                    .responseFormat(modelConfig.getJsonFormatType());
-        }
-        return openAiChatModelBuilder.build();
-    }
-
-    @Override
-    public OpenAiStreamingChatModel createChatStreamingModel(ChatModelConfig modelConfig) {
-        return OpenAiStreamingChatModel.builder().baseUrl(modelConfig.getBaseUrl())
+        return OpenAiChatModel.builder().baseUrl(modelConfig.getBaseUrl())
                .modelName(modelConfig.getModelName()).apiKey(modelConfig.keyDecrypt())
-                .temperature(modelConfig.getTemperature()).topP(modelConfig.getTopP())
+                .apiVersion(modelConfig.getApiVersion()).temperature(modelConfig.getTemperature())
+                .topP(modelConfig.getTopP()).maxRetries(modelConfig.getMaxRetries())
                .timeout(Duration.ofSeconds(modelConfig.getTimeOut()))
                .logRequests(modelConfig.getLogRequests())
                .logResponses(modelConfig.getLogResponses()).build();
--- a/common/src/main/java/dev/langchain4j/provider/QianfanModelFactory.java
+++ b/common/src/main/java/dev/langchain4j/provider/QianfanModelFactory.java
@@ -0,0 +1,47 @@
+package dev.langchain4j.provider;
+
+import com.tencent.supersonic.common.pojo.ChatModelConfig;
+import com.tencent.supersonic.common.pojo.EmbeddingModelConfig;
+import dev.langchain4j.model.chat.ChatLanguageModel;
+import dev.langchain4j.model.embedding.EmbeddingModel;
+import dev.langchain4j.model.qianfan.QianfanChatModel;
+import dev.langchain4j.model.qianfan.QianfanEmbeddingModel;
+import org.springframework.beans.factory.InitializingBean;
+import org.springframework.stereotype.Service;
+
+@Service
+public class QianfanModelFactory implements ModelFactory, InitializingBean {
+
+    public static final String PROVIDER = "QIANFAN";
+    public static final String DEFAULT_BASE_URL = "https://aip.baidubce.com";
+    public static final String DEFAULT_MODEL_NAME = "Llama-2-70b-chat";
+
+    public static final String DEFAULT_EMBEDDING_MODEL_NAME = "Embedding-V1";
+    public static final String DEFAULT_ENDPOINT = "llama_2_70b";
+
+    @Override
+    public ChatLanguageModel createChatModel(ChatModelConfig modelConfig) {
+        return QianfanChatModel.builder().baseUrl(modelConfig.getBaseUrl())
+                .apiKey(modelConfig.getApiKey()).secretKey(modelConfig.getSecretKey())
+                .endpoint(modelConfig.getEndpoint()).modelName(modelConfig.getModelName())
+                .temperature(modelConfig.getTemperature()).topP(modelConfig.getTopP())
+                .maxRetries(modelConfig.getMaxRetries()).logRequests(modelConfig.getLogRequests())
+                .logResponses(modelConfig.getLogResponses()).build();
+    }
+
+    @Override
+    public EmbeddingModel createEmbeddingModel(EmbeddingModelConfig embeddingModelConfig) {
+        return QianfanEmbeddingModel.builder().baseUrl(embeddingModelConfig.getBaseUrl())
+                .apiKey(embeddingModelConfig.getApiKey())
+                .secretKey(embeddingModelConfig.getSecretKey())
+                .modelName(embeddingModelConfig.getModelName())
+                .maxRetries(embeddingModelConfig.getMaxRetries())
+                .logRequests(embeddingModelConfig.getLogRequests())
+                .logResponses(embeddingModelConfig.getLogResponses()).build();
+    }
+
+    @Override
+    public void afterPropertiesSet() {
+        ModelProvider.add(PROVIDER, this);
+    }
+}
--- a/common/src/main/java/dev/langchain4j/provider/ZhipuModelFactory.java
+++ b/common/src/main/java/dev/langchain4j/provider/ZhipuModelFactory.java
@@ -0,0 +1,45 @@
+package dev.langchain4j.provider;
+
+import com.tencent.supersonic.common.pojo.ChatModelConfig;
+import com.tencent.supersonic.common.pojo.EmbeddingModelConfig;
+import dev.langchain4j.model.chat.ChatLanguageModel;
+import dev.langchain4j.model.embedding.EmbeddingModel;
+import dev.langchain4j.model.zhipu.ChatCompletionModel;
+import dev.langchain4j.model.zhipu.ZhipuAiChatModel;
+import dev.langchain4j.model.zhipu.ZhipuAiEmbeddingModel;
+import org.springframework.beans.factory.InitializingBean;
+import org.springframework.stereotype.Service;
+
+import static java.time.Duration.ofSeconds;
+
+@Service
+public class ZhipuModelFactory implements ModelFactory, InitializingBean {
+    public static final String PROVIDER = "ZHIPU";
+    public static final String DEFAULT_BASE_URL = "https://open.bigmodel.cn/";
+    public static final String DEFAULT_MODEL_NAME = ChatCompletionModel.GLM_4.toString();
+    public static final String DEFAULT_EMBEDDING_MODEL_NAME = "embedding-2";
+
+    @Override
+    public ChatLanguageModel createChatModel(ChatModelConfig modelConfig) {
+        return ZhipuAiChatModel.builder().baseUrl(modelConfig.getBaseUrl())
+                .apiKey(modelConfig.getApiKey()).model(modelConfig.getModelName())
+                .temperature(modelConfig.getTemperature()).topP(modelConfig.getTopP())
+                .maxRetries(modelConfig.getMaxRetries()).logRequests(modelConfig.getLogRequests())
+                .logResponses(modelConfig.getLogResponses()).build();
+    }
+
+    @Override
+    public EmbeddingModel createEmbeddingModel(EmbeddingModelConfig embeddingModelConfig) {
+        return ZhipuAiEmbeddingModel.builder().baseUrl(embeddingModelConfig.getBaseUrl())
+                .apiKey(embeddingModelConfig.getApiKey()).model(embeddingModelConfig.getModelName())
+                .maxRetries(embeddingModelConfig.getMaxRetries()).callTimeout(ofSeconds(60))
+                .connectTimeout(ofSeconds(60)).writeTimeout(ofSeconds(60))
+                .readTimeout(ofSeconds(60)).logRequests(embeddingModelConfig.getLogRequests())
+                .logResponses(embeddingModelConfig.getLogResponses()).build();
+    }
+
+    @Override
+    public void afterPropertiesSet() {
+        ModelProvider.add(PROVIDER, this);
+    }
+}
--- a/common/src/main/java/dev/langchain4j/qianfan/spring/ChatModelProperties.java
+++ b/common/src/main/java/dev/langchain4j/qianfan/spring/ChatModelProperties.java
@@ -0,0 +1,21 @@
+package dev.langchain4j.qianfan.spring;
+
+import lombok.Getter;
+import lombok.Setter;
+
+@Getter
+@Setter
+class ChatModelProperties {
+    private String baseUrl;
+    private String apiKey;
+    private String secretKey;
+    private Double temperature;
+    private Integer maxRetries;
+    private Double topP;
+    private String modelName;
+    private String endpoint;
+    private String responseFormat;
+    private Double penaltyScore;
+    private Boolean logRequests;
+    private Boolean logResponses;
+}
--- a/common/src/main/java/dev/langchain4j/qianfan/spring/EmbeddingModelProperties.java
+++ b/common/src/main/java/dev/langchain4j/qianfan/spring/EmbeddingModelProperties.java
@@ -0,0 +1,18 @@
+package dev.langchain4j.qianfan.spring;
+
+import lombok.Getter;
+import lombok.Setter;
+
+@Getter
+@Setter
+class EmbeddingModelProperties {
+    private String baseUrl;
+    private String apiKey;
+    private String secretKey;
+    private Integer maxRetries;
+    private String modelName;
+    private String endpoint;
+    private String user;
+    private Boolean logRequests;
+    private Boolean logResponses;
+}
--- a/common/src/main/java/dev/langchain4j/qianfan/spring/LanguageModelProperties.java
+++ b/common/src/main/java/dev/langchain4j/qianfan/spring/LanguageModelProperties.java
@@ -0,0 +1,21 @@
+package dev.langchain4j.qianfan.spring;
+
+import lombok.Getter;
+import lombok.Setter;
+
+@Getter
+@Setter
+class LanguageModelProperties {
+    private String baseUrl;
+    private String apiKey;
+    private String secretKey;
+    private Double temperature;
+    private Integer maxRetries;
+    private Integer topK;
+    private Double topP;
+    private String modelName;
+    private String endpoint;
+    private Double penaltyScore;
+    private Boolean logRequests;
+    private Boolean logResponses;
+}
--- a/common/src/main/java/dev/langchain4j/qianfan/spring/Properties.java
+++ b/common/src/main/java/dev/langchain4j/qianfan/spring/Properties.java
@@ -0,0 +1,29 @@
+package dev.langchain4j.qianfan.spring;
+
+import lombok.Getter;
+import lombok.Setter;
+import org.springframework.boot.context.properties.ConfigurationProperties;
+import org.springframework.boot.context.properties.NestedConfigurationProperty;
+
+@Getter
+@Setter
+@ConfigurationProperties(prefix = Properties.PREFIX)
+public class Properties {
+
+    static final String PREFIX = "langchain4j.qianfan";
+
+    @NestedConfigurationProperty
+    ChatModelProperties chatModel;
+
+    @NestedConfigurationProperty
+    ChatModelProperties streamingChatModel;
+
+    @NestedConfigurationProperty
+    LanguageModelProperties languageModel;
+
+    @NestedConfigurationProperty
+    LanguageModelProperties streamingLanguageModel;
+
+    @NestedConfigurationProperty
+    EmbeddingModelProperties embeddingModel;
+}
--- a/common/src/main/java/dev/langchain4j/qianfan/spring/QianfanAutoConfig.java
+++ b/common/src/main/java/dev/langchain4j/qianfan/spring/QianfanAutoConfig.java
@@ -0,0 +1,102 @@
+package dev.langchain4j.qianfan.spring;
+
+import dev.langchain4j.model.qianfan.QianfanChatModel;
+import dev.langchain4j.model.qianfan.QianfanEmbeddingModel;
+import dev.langchain4j.model.qianfan.QianfanLanguageModel;
+import dev.langchain4j.model.qianfan.QianfanStreamingChatModel;
+import dev.langchain4j.model.qianfan.QianfanStreamingLanguageModel;
+import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
+import org.springframework.boot.context.properties.EnableConfigurationProperties;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+
+import static dev.langchain4j.qianfan.spring.Properties.PREFIX;
+
+@Configuration
+@EnableConfigurationProperties(Properties.class)
+public class QianfanAutoConfig {
+
+    @Bean
+    @ConditionalOnProperty(PREFIX + ".chat-model.api-key")
+    QianfanChatModel qianfanChatModel(Properties properties) {
+        ChatModelProperties chatModelProperties = properties.getChatModel();
+        return QianfanChatModel.builder().baseUrl(chatModelProperties.getBaseUrl())
+                .apiKey(chatModelProperties.getApiKey())
+                .secretKey(chatModelProperties.getSecretKey())
+                .endpoint(chatModelProperties.getEndpoint())
+                .penaltyScore(chatModelProperties.getPenaltyScore())
+                .modelName(chatModelProperties.getModelName())
+                .temperature(chatModelProperties.getTemperature())
+                .topP(chatModelProperties.getTopP())
+                .responseFormat(chatModelProperties.getResponseFormat())
+                .maxRetries(chatModelProperties.getMaxRetries())
+                .logRequests(chatModelProperties.getLogRequests())
+                .logResponses(chatModelProperties.getLogResponses()).build();
+    }
+
+    @Bean
+    @ConditionalOnProperty(PREFIX + ".streaming-chat-model.api-key")
+    QianfanStreamingChatModel qianfanStreamingChatModel(Properties properties) {
+        ChatModelProperties chatModelProperties = properties.getStreamingChatModel();
+        return QianfanStreamingChatModel.builder().endpoint(chatModelProperties.getEndpoint())
+                .penaltyScore(chatModelProperties.getPenaltyScore())
+                .temperature(chatModelProperties.getTemperature())
+                .topP(chatModelProperties.getTopP()).baseUrl(chatModelProperties.getBaseUrl())
+                .apiKey(chatModelProperties.getApiKey())
+                .secretKey(chatModelProperties.getSecretKey())
+                .modelName(chatModelProperties.getModelName())
+                .responseFormat(chatModelProperties.getResponseFormat())
+                .logRequests(chatModelProperties.getLogRequests())
+                .logResponses(chatModelProperties.getLogResponses()).build();
+    }
+
+    @Bean
+    @ConditionalOnProperty(PREFIX + ".language-model.api-key")
+    QianfanLanguageModel qianfanLanguageModel(Properties properties) {
+        LanguageModelProperties languageModelProperties = properties.getLanguageModel();
+        return QianfanLanguageModel.builder().endpoint(languageModelProperties.getEndpoint())
+                .penaltyScore(languageModelProperties.getPenaltyScore())
+                .topK(languageModelProperties.getTopK()).topP(languageModelProperties.getTopP())
+                .baseUrl(languageModelProperties.getBaseUrl())
+                .apiKey(languageModelProperties.getApiKey())
+                .secretKey(languageModelProperties.getSecretKey())
+                .modelName(languageModelProperties.getModelName())
+                .temperature(languageModelProperties.getTemperature())
+                .maxRetries(languageModelProperties.getMaxRetries())
+                .logRequests(languageModelProperties.getLogRequests())
+                .logResponses(languageModelProperties.getLogResponses()).build();
+    }
+
+    @Bean
+    @ConditionalOnProperty(PREFIX + ".streaming-language-model.api-key")
+    QianfanStreamingLanguageModel qianfanStreamingLanguageModel(Properties properties) {
+        LanguageModelProperties languageModelProperties = properties.getStreamingLanguageModel();
+        return QianfanStreamingLanguageModel.builder()
+                .endpoint(languageModelProperties.getEndpoint())
+                .penaltyScore(languageModelProperties.getPenaltyScore())
+                .topK(languageModelProperties.getTopK()).topP(languageModelProperties.getTopP())
+                .baseUrl(languageModelProperties.getBaseUrl())
+                .apiKey(languageModelProperties.getApiKey())
+                .secretKey(languageModelProperties.getSecretKey())
+                .modelName(languageModelProperties.getModelName())
+                .temperature(languageModelProperties.getTemperature())
+                .maxRetries(languageModelProperties.getMaxRetries())
+                .logRequests(languageModelProperties.getLogRequests())
+                .logResponses(languageModelProperties.getLogResponses()).build();
+    }
+
+    @Bean
+    @ConditionalOnProperty(PREFIX + ".embedding-model.api-key")
+    QianfanEmbeddingModel qianfanEmbeddingModel(Properties properties) {
+        EmbeddingModelProperties embeddingModelProperties = properties.getEmbeddingModel();
+        return QianfanEmbeddingModel.builder().baseUrl(embeddingModelProperties.getBaseUrl())
+                .endpoint(embeddingModelProperties.getEndpoint())
+                .apiKey(embeddingModelProperties.getApiKey())
+                .secretKey(embeddingModelProperties.getSecretKey())
+                .modelName(embeddingModelProperties.getModelName())
+                .user(embeddingModelProperties.getUser())
+                .maxRetries(embeddingModelProperties.getMaxRetries())
+                .logRequests(embeddingModelProperties.getLogRequests())
+                .logResponses(embeddingModelProperties.getLogResponses()).build();
+    }
+}
--- a/common/src/main/java/dev/langchain4j/store/embedding/TextSegmentConvert.java
+++ b/common/src/main/java/dev/langchain4j/store/embedding/TextSegmentConvert.java
@@ -42,6 +42,6 @@ public class TextSegmentConvert {
        if (Objects.isNull(textSegment) || Objects.isNull(textSegment.metadata())) {
            return null;
        }
-        return textSegment.metadata().getString(QUERY_ID);
+        return textSegment.metadata().get(QUERY_ID);
    }
 }
--- a/common/src/main/java/dev/langchain4j/store/embedding/milvus/MilvusEmbeddingStore.java
+++ b/common/src/main/java/dev/langchain4j/store/embedding/milvus/MilvusEmbeddingStore.java
@@ -57,7 +57,6 @@ public class MilvusEmbeddingStore implements EmbeddingStore<TextSegment> {
    private final ConsistencyLevelEnum consistencyLevel;
    private final boolean retrieveEmbeddingsOnSearch;
    private final boolean autoFlushOnInsert;
-    private final FieldDefinition fieldDefinition;

    public MilvusEmbeddingStore(String host, Integer port, String collectionName, Integer dimension,
            IndexType indexType, MetricType metricType, String uri, String token, String username,
@@ -79,15 +78,11 @@ public class MilvusEmbeddingStore implements EmbeddingStore<TextSegment> {
        this.retrieveEmbeddingsOnSearch = getOrDefault(retrieveEmbeddingsOnSearch, false);
        this.autoFlushOnInsert = getOrDefault(autoFlushOnInsert, false);

-        // Define the field structure for the collection
-        this.fieldDefinition = new FieldDefinition(ID_FIELD_NAME, TEXT_FIELD_NAME,
-                METADATA_FIELD_NAME, VECTOR_FIELD_NAME);
-
        if (!hasCollection(this.milvusClient, this.collectionName)) {
-            createCollection(this.milvusClient, this.collectionName, fieldDefinition,
+            createCollection(this.milvusClient, this.collectionName,
                    ensureNotNull(dimension, "dimension"));
-            createIndex(this.milvusClient, this.collectionName, VECTOR_FIELD_NAME,
-                    getOrDefault(indexType, FLAT), this.metricType);
+            createIndex(this.milvusClient, this.collectionName, getOrDefault(indexType, FLAT),
+                    this.metricType);
        }

        loadCollectionInMemory(this.milvusClient, collectionName);
@@ -133,7 +128,7 @@ public class MilvusEmbeddingStore implements EmbeddingStore<TextSegment> {
    public EmbeddingSearchResult<TextSegment> search(
            EmbeddingSearchRequest embeddingSearchRequest) {

-        SearchParam searchParam = buildSearchRequest(collectionName, fieldDefinition,
+        SearchParam searchParam = buildSearchRequest(collectionName,
                embeddingSearchRequest.queryEmbedding().vectorAsList(),
                embeddingSearchRequest.filter(), embeddingSearchRequest.maxResults(), metricType,
                consistencyLevel);
@@ -142,7 +137,7 @@ public class MilvusEmbeddingStore implements EmbeddingStore<TextSegment> {
                CollectionOperationsExecutor.search(milvusClient, searchParam);

        List<EmbeddingMatch<TextSegment>> matches = toEmbeddingMatches(milvusClient, resultsWrapper,
-                collectionName, fieldDefinition, consistencyLevel, retrieveEmbeddingsOnSearch);
+                collectionName, consistencyLevel, retrieveEmbeddingsOnSearch);

        List<EmbeddingMatch<TextSegment>> result =
                matches.stream().filter(match -> match.score() >= embeddingSearchRequest.minScore())
@@ -231,7 +226,7 @@ public class MilvusEmbeddingStore implements EmbeddingStore<TextSegment> {
    @Override
    public void removeAll(Filter filter) {
        ensureNotNull(filter, "filter");
-        removeForVector(this.milvusClient, this.collectionName, map(filter, METADATA_FIELD_NAME));
+        removeForVector(this.milvusClient, this.collectionName, map(filter));
    }

    /**
--- a/common/src/main/java/dev/langchain4j/zhipu/spring/ChatModelProperties.java
+++ b/common/src/main/java/dev/langchain4j/zhipu/spring/ChatModelProperties.java
@@ -0,0 +1,19 @@
+package dev.langchain4j.zhipu.spring;
+
+import lombok.Getter;
+import lombok.Setter;
+
+@Getter
+@Setter
+class ChatModelProperties {
+
+    String baseUrl;
+    String apiKey;
+    Double temperature;
+    Double topP;
+    String modelName;
+    Integer maxRetries;
+    Integer maxToken;
+    Boolean logRequests;
+    Boolean logResponses;
+}
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
zyclove	ecea348c44	Merge `b1dadb4a1a` into `a5051c7225`	2025-03-14 09:27:57 +08:00
zhaoyingchao	b1dadb4a1a	Merge remote-tracking branch 'origin/master' into hanlp-upgrade	2025-03-05 10:01:32 +08:00
zhaoyingchao	158a0a802a	feat:upgrade 1.8.4	2025-03-04 18:55:31 +08:00