feat(aia): Complete AIA V2.0 with universal streaming capabilities

Major Changes: - Add StreamingService with OpenAI Compatible format - Upgrade Chat component V2 with Ant Design X integration - Implement AIA module with 12 intelligent agents - Update API routes to unified /api/v1 prefix - Update system documentation Backend (~1300 lines): - common/streaming: OpenAI Compatible adapter - modules/aia: 12 agents, conversation service, streaming integration - Update route versions (RVW, PKB to v1) Frontend (~3500 lines): - modules/aia: AgentHub + ChatWorkspace (100% prototype restoration) - shared/Chat: AIStreamChat, ThinkingBlock, useAIStream Hook - Update API endpoints to v1 Documentation: - AIA module status guide - Universal capabilities catalog - System overview updates - All module documentation sync Tested: Stream response verified, authentication working Status: AIA V2.0 core completed (85%)
2026-01-14 19:15:01 +08:00
parent 3d35e9c58b
commit 1b53ab9d52
386 changed files with 52096 additions and 65238 deletions
--- a/docs/00-系统总体设计/03-数据库架构说明.md
+++ b/docs/00-系统总体设计/03-数据库架构说明.md
@@ -1,19 +1,19 @@
-# 数据库架构说明
+# <EFBFBD>唳旿摨𤘪沲<EFBFBD><EFBFBD>秩<EFBFBD>?

-> **创建日期：** 2025-11-06  
-> **文档目的：** 澄清数据库部署方式和架构
+> **<EFBFBD>𥕦遣<EFBFBD>交<EFBFBD>嚗?* 2025-11-06  
+> **<EFBFBD><EFBFBD>﹝<EFBFBD>桃<EFBFBD>嚗?* 瞉<><E79E89><EFBFBD>唳旿摨㯄<E691A8>蝵脫䲮撘誩<E69298><E8AAA9>嗆<EFBFBD>

 ---

 ## <20><> <20>詨<EFBFBD>瞉<EFBFBD><E79E89>

-### ✅ 您有自己独立的PostgreSQL数据库！
+### <EFBFBD>?<3F>冽<EFBFBD><E586BD>芸楛<E88AB8>祉<EFBFBD><E7A589><EFBFBD>ostgreSQL<EFBFBD>唳旿摨橒<EFBFBD>

-**关键事实：**
-1. ✅ PostgreSQL是通过Docker部署的（`docker-compose.yml`）
-2. ✅ 这是您项目的独立数据库，不是Dify的
-3. ✅ Dify有自己完全独立的数据库（在`dify/docker/`目录下）
-4. ✅ 您不需要手动安装PostgreSQL，Docker会自动创建
+**<EFBFBD>喲睸鈭见<EFBFBD>嚗?*
+1. <EFBFBD>?PostgreSQL<EFBFBD>舫<EFBFBD>朞<EFBFBD>Docker<EFBFBD>函蔡<EFBFBD><EFBFBD><EFBFBD>`docker-compose.yml`嚗?
+2. <EFBFBD>?餈蹱糓<E8B9B1>券★<E588B8>桃<EFBFBD><E6A183>祉<EFBFBD><E7A589>唳旿摨橒<E691A8>銝齿糓Dify<EFBFBD>?
+3. <EFBFBD>?Dify<EFBFBD>㕑䌊撌勗<EFBFBD><EFBFBD>函𡠺蝡讠<EFBFBD><EFBFBD>唳旿摨橒<EFBFBD><EFBFBD>灼dify/docker/`<EFBFBD>桀<EFBFBD>銝页<EFBFBD>
+4. <EFBFBD>?<3F>其<EFBFBD><E585B6><EFBFBD>閬<EFBFBD><E996AC><EFBFBD>典<EFBFBD>鋆<EFBFBD>ostgreSQL嚗㷉ocker隡朞䌊<EFBFBD>典<EFBFBD>撱?

 ---

@@ -25,18 +25,18 @@
 # 雿滨蔭嚗鋫Iclinicalresearch/docker-compose.yml

 services:
-  # PostgreSQL 数据库
+  # PostgreSQL <EFBFBD>唳旿摨?
  postgres:
    image: postgres:15-alpine        # 雿輻鍂摰䀹䲮PostgreSQL<51>𨅯<EFBFBD>
    container_name: ai-clinical-postgres
    environment:
      POSTGRES_DB: ai_clinical_research    # <20>唳旿摨枏<E691A8>
-      POSTGRES_USER: postgres              # 用户名
+      POSTGRES_USER: postgres              # <EFBFBD>冽<EFBFBD><EFBFBD>?
      POSTGRES_PASSWORD: postgres123       # 撖<><E69296>
    ports:
      - "5432:5432"                        # 蝡臬藁<E887AC>惩<EFBFBD>
    volumes:
-      - postgres_data:/var/lib/postgresql/data  # 数据持久化
+      - postgres_data:/var/lib/postgresql/data  # <EFBFBD>唳旿<EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
    networks:
      - ai-clinical-network
    healthcheck:
@@ -58,14 +58,14 @@ services:

 volumes:
  postgres_data:    # PostgreSQL<51>唳旿<E594B3>瘀<EFBFBD><E79880>唳旿<E594B3><E697BF><EFBFBD><EFBFBD>硋<EFBFBD><E7A18B>剁<EFBFBD>
-  redis_data:       # Redis数据卷
+  redis_data:       # Redis<EFBFBD>唳旿<EFBFBD>?
 ```

 ---

 ## <20><> <20>臬𢆡瘚<F0A286A1><E7989A>

-### 一键启动脚本（一键启动.bat）
+### 銝<EFBFBD><EFBFBD>桀鍳<EFBFBD>刻<EFBFBD><EFBFBD>穿<EFBFBD>銝<EFBFBD><EFBFBD>桀鍳<EFBFBD>?bat嚗?

 ```batch
 [甇仿炊2/7] <20>臬𢆡PostgreSQL<51>朙edis摰孵膥
@@ -79,14 +79,14 @@ docker-compose up -d
 5. <20>臬𢆡摰孵膥撟嗅銁<E59785>𤾸蝱餈鞱<E9A488>
 ```

-**您不需要手动安装PostgreSQL！**
- ✅ Docker会自动创建和管理
- ✅ 数据存储在Docker数据卷中，不会丢失
- ✅ 可以通过`localhost:5432`连接
+**<EFBFBD>其<EFBFBD><EFBFBD><EFBFBD>閬<EFBFBD><EFBFBD><EFBFBD>典<EFBFBD>鋆<EFBFBD>ostgreSQL嚗?*
+- <EFBFBD>?Docker隡朞䌊<EFBFBD>典<EFBFBD>撱箏<EFBFBD>蝞∠<EFBFBD>
+- <EFBFBD>?<3F>唳旿摮睃<E691AE><E79D83>求ocker<65>唳旿<E594B3>瑚葉嚗䔶<E59A97>隡帋腺憭?
+- <EFBFBD>?<3F>臭誑<E887AD>朞<EFBFBD>`localhost:5432`餈墧𦻖

 ---

-## 🗄️ 数据库连接信息
+## <EFBFBD><EFBFBD>儭?<3F>唳旿摨栞<E691A8><E6A09E>乩縑<E4B9A9>?

 ### 餈墧𦻖<E5A2A7>滨蔭

@@ -95,18 +95,18 @@ docker-compose up -d
 postgresql://postgres:postgres123@localhost:5432/ai_clinical_research
 ```

-**拆解：**
- **协议：** postgresql://
+**<EFBFBD><EFBFBD>圾嚗?*
+- **<EFBFBD>讛悅嚗?* postgresql://
 - **<2A>冽<EFBFBD><E586BD>㵪<EFBFBD>** postgres
- **密码：** postgres123
- **主机：** localhost（Docker映射到本地）
- **端口：** 5432
- **数据库名：** ai_clinical_research
+- **撖<EFBFBD><EFBFBD>嚗?* postgres123
+- **銝餅㦤嚗?* localhost嚗㇄ocker<EFBFBD>惩<EFBFBD><EFBFBD>唳𧋦<EFBFBD>堆<EFBFBD>
+- **蝡臬藁嚗?* 5432
+- **<EFBFBD>唳旿摨枏<EFBFBD>嚗?* ai_clinical_research

-### 后端配置（backend/.env）
+### <EFBFBD>𡒊垢<EFBFBD>滨蔭嚗Ê̄ackend/.env嚗?

 ```bash
-# 数据库连接
+# <EFBFBD>唳旿摨栞<EFBFBD><EFBFBD>?
 DATABASE_URL=postgresql://postgres:postgres123@localhost:5432/ai_clinical_research

 # 餈嗘葵餈墧𦻖<E5A2A7><F0A6BB96>糓<EFBFBD>刻䌊撌梁<E6928C>PostgreSQL嚗䔶<E59A97><E494B6>浴ify<66><79><EFBFBD>
@@ -118,85 +118,85 @@ DATABASE_URL=postgresql://postgres:postgres123@localhost:5432/ai_clinical_resear

 ### 蝟餌<E89D9F>撖寞<E69296>

-| 项目 | 您的数据库 | Dify的数据库 |
+| 憿寧𤌍 | <20>函<EFBFBD><E587BD>唳旿摨?| Dify<66><79>㺭<EFBFBD>桀<EFBFBD> |
 |------|----------|-------------|
 | **雿滨蔭** | `AIclinicalresearch/docker-compose.yml` | `dify/docker/docker-compose.yml` |
-| **容器名** | `ai-clinical-postgres` | `dify-db`（猜测） |
+| **摰孵膥<EFBFBD>?* | `ai-clinical-postgres` | `dify-db`嚗<EFBFBD><EFBFBD>瘚页<EFBFBD> |
 | **蝡臬藁** | `5432` | <20>航<EFBFBD><E888AA>畔5433`<60>碶<EFBFBD><E7A2B6>湧蠧 |
 | **<2A>唳旿摨枏<E691A8>** | `ai_clinical_research` | `dify` |
-| **用途** | 存储您项目的业务数据 | 存储Dify的数据 |
+| **<EFBFBD>券<EFBFBD>?* | 摮睃<E691AE><E79D83>券★<E588B8>桃<EFBFBD>銝𡁜𦛚<F0A1819C>唳旿 | 摮睃<E691AE>Dify<66><79>㺭<EFBFBD>?|
 | **霈輸䔮<E8BCB8>孵<EFBFBD>** | <20>湔𦻖Prisma霈輸䔮 | <20>朞<EFBFBD>Dify API霈輸䔮 |

-### 架构图
+### <EFBFBD>嗆<EFBFBD><EFBFBD>?

 ```
-┌─────────────────────────────────────────────────────────┐
-│                  AIclinicalresearch项目                   │
-│                                                           │
-│  ┌──────────────┐      ┌──────────────┐                │
-│  │   Backend    │──────│  PostgreSQL  │                │
-│  │  (Node.js)   │ SQL  │   (Docker)   │                │
-│  │              │      │              │                │
-│  │   Prisma     │      │ Port: 5432   │                │
-│  └──────────────┘      └──────────────┘                │
-│         │                                                │
-│         │ HTTP API                                       │
-│         ↓                                                │
-│  ┌──────────────┐                                       │
-│  │    Dify      │──────> Dify自己的PostgreSQL           │
-│  │   (Docker)   │        (完全独立)                      │
-│  └──────────────┘                                       │
-│                                                           │
-└─────────────────────────────────────────────────────────┘
+<EFBFBD>𢞖<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
+<EFBFBD>?                 AIclinicalresearch憿寧𤌍                   <EFBFBD>?
+<EFBFBD>?                                                          <EFBFBD>?
+<EFBFBD>? <20>𢞖<EFBFBD><F0A29E96><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?     <20>𢞖<EFBFBD><F0A29E96><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?               <EFBFBD>?
+<EFBFBD>? <20>?  Backend    <EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>? PostgreSQL  <EFBFBD>?               <EFBFBD>?
+<EFBFBD>? <20>? (Node.js)   <EFBFBD>?SQL  <EFBFBD>?  (Docker)   <EFBFBD>?               <EFBFBD>?
+<EFBFBD>? <20>?             <EFBFBD>?     <EFBFBD>?             <EFBFBD>?               <EFBFBD>?
+<EFBFBD>? <20>?  Prisma     <EFBFBD>?     <EFBFBD>?Port: 5432   <EFBFBD>?               <EFBFBD>?
+<EFBFBD>? <20>婙<EFBFBD><E5A999><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?     <20>婙<EFBFBD><E5A999><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?               <EFBFBD>?
+<EFBFBD>?        <EFBFBD>?                                               <EFBFBD>?
+<EFBFBD>?        <EFBFBD>?HTTP API                                       <EFBFBD>?
+<EFBFBD>?        <EFBFBD>?                                               <EFBFBD>?
+<EFBFBD>? <20>𢞖<EFBFBD><F0A29E96><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?                                      <EFBFBD>?
+<EFBFBD>? <20>?   Dify      <EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>> Dify<EFBFBD>芸楛<EFBFBD><EFBFBD>ostgreSQL           <EFBFBD>?
+<EFBFBD>? <20>?  (Docker)   <EFBFBD>?       (摰<EFBFBD><EFBFBD><EFBFBD>祉<EFBFBD>)                      <EFBFBD>?
+<EFBFBD>? <20>婙<EFBFBD><E5A999><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?                                      <EFBFBD>?
+<EFBFBD>?                                                          <EFBFBD>?
+<EFBFBD>婙<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
 ```

 ---

 ## <20><> 敶枏<E695B6><E69E8F>唳旿摨栞”蝏𤘪<E89D8F>

-### 您的PostgreSQL中的表
+### <EFBFBD>函<EFBFBD>PostgreSQL銝剔<EFBFBD>銵?

 ```sql
 -- <20>交<EFBFBD>嚗颹ackend/prisma/schema.prisma

 -- <20>冽<EFBFBD>璅∪<E79285>
-users                   -- 用户表
+users                   -- <EFBFBD>冽<EFBFBD>銵?

 -- 憿寧𤌍璅∪<E79285>
-projects                -- 项目表
+projects                -- 憿寧𤌍銵?

 -- AI<41>桃<EFBFBD>璅∪<E79285>
-conversations           -- 对话表
-messages                -- 消息表
-general_conversations   -- 通用对话表
-general_messages        -- 通用消息表
+conversations           -- 撖寡<EFBFBD>銵?
+messages                -- 瘨<EFBFBD><EFBFBD>銵?
+general_conversations   -- <EFBFBD>𡁶鍂撖寡<EFBFBD>銵?
+general_messages        -- <EFBFBD>𡁶鍂瘨<EFBFBD><EFBFBD>銵?

-- 知识库模块
+-- <20>亥<EFBFBD>摨𤘪芋<F0A498AA>?
 knowledge_bases         -- <20>亥<EFBFBD>摨栞”
-documents               -- 文档表
+documents               -- <EFBFBD><EFBFBD>﹝銵?

-- 批处理模块（Phase 3）
+-- <20>孵<EFBFBD><E5ADB5><EFBFBD>芋<EFBFBD>梹<EFBFBD>Phase 3嚗?
 batch_tasks             -- <20>孵<EFBFBD><E5ADB5><EFBFBD>遙<EFBFBD>∟”
 batch_results           -- <20>孵<EFBFBD><E5ADB5><EFBFBD><EFBFBD><EFBFBD>𡏭”
-task_templates          -- 任务模板表
+task_templates          -- 隞餃𦛚璅⊥踎銵?

 -- 蝔蹂辣摰⊥䰻璅∪<E79285>
-review_tasks            -- 稿件审查任务表
+review_tasks            -- 蝔蹂辣摰⊥䰻隞餃𦛚銵?

 -- 餈鞱𨯫蝞∠<E89D9E>璅∪<E79285>
 admin_logs              -- 蝞∠<E89D9E><E288A0>䀹𠯫敹𡑒”
 ```

-**总计：16张表，全部在您自己的PostgreSQL中。**
+**<EFBFBD>餉恣嚗?6撘㰘”嚗<E2809D><E59A97><EFBFBD>典銁<E585B8>刻䌊撌梁<E6928C>PostgreSQL銝准<EFBFBD>?*

 ---

 ## <20>圲 撣貊鍂<E8B28A>滢<EFBFBD>

-### 查看Docker容器状态
+### <EFBFBD>亦<EFBFBD>Docker摰孵膥<EFBFBD>嗆<EFBFBD>?

 ```bash
-# 查看所有容器
+# <20>亦<EFBFBD><E4BAA6><EFBFBD><EFBFBD>匧捆<E58CA7>?
 docker ps

 # 摨磰砲<E7A3B0>賜<EFBFBD><E8B39C>堆<EFBFBD>
@@ -211,15 +211,15 @@ docker ps
 # 餈𥕦<E9A488>PostgreSQL摰孵膥
 docker exec -it ai-clinical-postgres psql -U postgres -d ai_clinical_research

-# 然后可以执行SQL：
+# <EFBFBD>嗅<EFBFBD><EFBFBD>臭誑<EFBFBD>扯<EFBFBD>SQL嚗?
 \dt          # <20>亦<EFBFBD><E4BAA6><EFBFBD><EFBFBD>㕑”
-\d users     # 查看users表结构
+\d users     # <EFBFBD>亦<EFBFBD>users銵函<EFBFBD><EFBFBD>?
 SELECT * FROM users LIMIT 10;
 ```

-**方法2：使用数据库客户端**
+**<EFBFBD>寞<EFBFBD>2嚗帋蝙<EFBFBD>冽㺭<EFBFBD>桀<EFBFBD>摰Ｘ<EFBFBD>蝡?*
 - **DBeaver** / **pgAdmin** / **DataGrip** / **Navicat**
- 连接信息：
+- 餈墧𦻖靽⊥<E99DBD>嚗?
  - Host: `localhost`
  - Port: `5432`
  - Database: `ai_clinical_research`
@@ -239,7 +239,7 @@ docker-compose up -d
 docker-compose restart postgres
 ```

-### 查看数据库日志
+### <EFBFBD>亦<EFBFBD><EFBFBD>唳旿摨𤘪𠯫敹?

 ```bash
 # <20>亦<EFBFBD>PostgreSQL<51>亙<EFBFBD>
@@ -251,7 +251,7 @@ docker logs -f ai-clinical-postgres

 ---

-## 💾 数据持久化
+## <EFBFBD>𠒣 <20>唳旿<E594B3><E697BF><EFBFBD><EFBFBD>?

 ### <20>唳旿摮睃<E691AE>雿滨蔭

@@ -260,22 +260,22 @@ docker logs -f ai-clinical-postgres
 postgres_data:/var/lib/postgresql/data
 ```

-**实际存储位置：**
+**摰鮋<EFBFBD>摮睃<EFBFBD>雿滨蔭嚗?*
 - Windows: `C:\ProgramData\Docker\volumes\aiclinicalresearch_postgres_data\_data`
 - Mac/Linux: `/var/lib/docker/volumes/aiclinicalresearch_postgres_data/_data`

-**重要：**
- ✅ 即使删除容器（`docker-compose down`），数据不会丢失
- ✅ 数据存储在Docker数据卷中，持久化保存
- ⚠️ 只有执行`docker-compose down -v`（删除数据卷）才会清空数据
+**<EFBFBD>滩<EFBFBD>嚗?*
+- <20>?<3F>喃蝙<E59683>𣳇膄摰孵膥嚗Ǒdocker-compose down`嚗㚁<EFBFBD><EFBFBD>唳旿銝滢<EFBFBD>銝Ｗ仃
+- <EFBFBD>?<3F>唳旿摮睃<E691AE><E79D83>求ocker<65>唳旿<E594B3>瑚葉嚗峕<E59A97>銋<EFBFBD><E98A8B>靽嘥<E99DBD>
+- <EFBFBD>𩤃<EFBFBD> <20>芣<EFBFBD><E88AA3>扯<EFBFBD>`docker-compose down -v`嚗<EFBFBD><EFBFBD><EFBFBD>斗㺭<EFBFBD>桀㭘嚗㗇<EFBFBD>隡𡁏<EFBFBD>蝛箸㺭<EFBFBD>?

-### 备份数据库
+### 憭<EFBFBD>遢<EFBFBD>唳旿摨?

 ```bash
-# 备份（导出SQL）
+# 憭<EFBFBD>遢嚗<EFBFBD>紡<EFBFBD>搴QL嚗?
 docker exec ai-clinical-postgres pg_dump -U postgres ai_clinical_research > backup.sql

-# 恢复（导入SQL）
+# <EFBFBD>Ｗ<EFBFBD>嚗<EFBFBD>紡<EFBFBD>兄QL嚗?
 docker exec -i ai-clinical-postgres psql -U postgres ai_clinical_research < backup.sql
 ```

@@ -283,7 +283,7 @@ docker exec -i ai-clinical-postgres psql -U postgres ai_clinical_research < back

 ## <20>㴓 <20>芣䔉嚗锭chema<6D>𠉛氖霈∪<E99C88>

-### 当前状态
+### 敶枏<EFBFBD><EFBFBD>嗆<EFBFBD>?

 ```sql
 -- <20><><EFBFBD>㕑”<E39591>賢銁public schema
@@ -296,7 +296,7 @@ public.review_tasks
 ...
 ```

-### 目标架构（Schema隔离）
+### <EFBFBD>格<EFBFBD><EFBFBD>嗆<EFBFBD>嚗𠄎chema<EFBFBD>𠉛氖嚗?

 ```sql
 -- 撟喳蝱撅<E89DB1>chema
@@ -311,7 +311,7 @@ aia_schema.projects
 aia_schema.conversations
 aia_schema.messages

-CREATE SCHEMA pkb_schema;        -- 个人知识库
+CREATE SCHEMA pkb_schema;        -- 銝芯犖<EFBFBD>亥<EFBFBD>摨?
 pkb_schema.knowledge_bases
 pkb_schema.documents

@@ -325,15 +325,15 @@ review_schema.review_tasks
 review_schema.review_journals
 ```

-**实施计划：**
- **阶段一（立即）：** 逻辑隔离，使用表名前缀（`aia_projects`, `asl_projects`）
+**摰墧鴌霈∪<EFBFBD>嚗?*
+- **<EFBFBD>嗆挾銝<EFBFBD>嚗<EFBFBD><EFBFBD><EFBFBD>喉<EFBFBD>嚗?* <20>餉<EFBFBD><E9A489>𠉛氖嚗䔶蝙<E494B6>刻”<E588BB>滚<EFBFBD>蝻<EFBFBD>嚗Ǒaia_projects`, `asl_projects`嚗?
 - **<2A>嗆挾鈭䕘<E988AD>敺格<E695BA><E6A0BC>⊥<EFBFBD><E28AA5><EFBFBD>𧒄嚗㚁<E59A97>** <20>拍<EFBFBD><E68B8D>𠉛氖嚗<E6B096><E59A97>撱箇<E692B1>甇<EFBFBD><E79487>Schema

 ---

-## 🔍 Dify数据库（独立系统）
+## <EFBFBD><EFBFBD> Dify<EFBFBD>唳旿摨橒<EFBFBD><EFBFBD>祉<EFBFBD>蝟餌<EFBFBD>嚗?

-### Dify的部署
+### Dify<EFBFBD><EFBFBD><EFBFBD>蝵?

 ```
 dify/docker/docker-compose.yml
@@ -345,17 +345,17 @@ dify/docker/docker-compose.yml
 ```

 **<EFBFBD>喲睸<EFBFBD>對<EFBFBD>**
- ✅ Dify有自己完全独立的docker-compose.yml
- ✅ Dify的PostgreSQL是独立的容器
- ✅ 您的项目不直接访问Dify的数据库
- ✅ 通过Dify API（HTTP REST）调用Dify功能
+- <EFBFBD>?Dify<EFBFBD>㕑䌊撌勗<EFBFBD><EFBFBD>函𡠺蝡讠<EFBFBD>docker-compose.yml
+- <EFBFBD>?Dify<EFBFBD><EFBFBD>ostgreSQL<EFBFBD>舐𡠺蝡讠<EFBFBD>摰孵膥
+- <EFBFBD>?<3F>函<EFBFBD>憿寧𤌍銝滨凒<E6BBA8>亥挪<E4BAA5>唏ify<66><79>㺭<EFBFBD>桀<EFBFBD>
+- <EFBFBD>?<3F>朞<EFBFBD>Dify API嚗𠃍TTP REST嚗㕑<EFBFBD><EFBFBD>求ify<EFBFBD>蠘<EFBFBD>

 ### <20>函<EFBFBD>憿寧𤌍憒<F0A48C8D><E68692>雿輻鍂Dify

 ```typescript
 // 銝齿糓<E9BDBF>湔𦻖霈輸䔮Dify<66>唳旿摨橒<E691A8><E6A992>峕糓<E5B395>朞<EFBFBD>API

-// 创建知识库
+// <EFBFBD>𥕦遣<EFBFBD>亥<EFBFBD>摨?
 const response = await fetch('http://localhost/v1/datasets', {
  method: 'POST',
  headers: {
@@ -363,7 +363,7 @@ const response = await fetch('http://localhost/v1/datasets', {
    'Content-Type': 'application/json'
  },
  body: JSON.stringify({
-    name: '我的知识库'
+    name: '<EFBFBD>𤑳<EFBFBD><EFBFBD>亥<EFBFBD>摨?
  })
 });

@@ -379,12 +379,12 @@ await fetch(`http://localhost/v1/datasets/${datasetId}/document/create-by-file`,
 });
 ```

-**您的数据库中存储：**
+**<EFBFBD>函<EFBFBD><EFBFBD>唳旿摨㮖葉摮睃<EFBFBD>嚗?*
 ```sql
-- knowledge_bases表
+-- knowledge_bases銵?
 {
  id: 'uuid',
-  name: '我的知识库',
+  name: '<EFBFBD>𤑳<EFBFBD><EFBFBD>亥<EFBFBD>摨?,
  dify_dataset_id: 'xxx'  -- <20>唾<EFBFBD>Dify<66><79>ataset_id
 }
 ```
@@ -395,39 +395,39 @@ await fetch(`http://localhost/v1/datasets/${datasetId}/document/create-by-file`,

 ### <20>詨<EFBFBD>閬<EFBFBD><E996AC>

-1. ✅ **您有自己的PostgreSQL数据库**
-   - 通过Docker部署（`docker-compose.yml`）
+1. <EFBFBD>?**<2A>冽<EFBFBD><E586BD>芸楛<E88AB8><E6A59B>ostgreSQL<EFBFBD>唳旿摨?*
+   - <EFBFBD>朞<EFBFBD>Docker<EFBFBD>函蔡嚗Ǒdocker-compose.yml`嚗?
   - 摰孵膥<E5ADB5>㵪<EFBFBD>`ai-clinical-postgres`
   - <20>唳旿摨枏<E691A8>嚗䫤ai_clinical_research`

-2. ✅ **您不需要手动安装PostgreSQL**
-   - `docker-compose up -d`会自动创建
+2. <EFBFBD>?**<2A>其<EFBFBD><E585B6><EFBFBD>閬<EFBFBD><E996AC><EFBFBD>典<EFBFBD>鋆<EFBFBD>ostgreSQL**
+   - `docker-compose up -d`隡朞䌊<EFBFBD>典<EFBFBD>撱?
   - <20>唳旿<E594B3><E697BF><EFBFBD><EFBFBD>硋<EFBFBD><E7A18B>典銁Docker<65>唳旿<E594B3>瑚葉

-3. ✅ **Dify是完全独立的系统**
-   - 有自己的PostgreSQL数据库
-   - 您通过Dify API访问，不直接访问数据库
+3. <EFBFBD>?**Dify<EFBFBD>臬<EFBFBD><EFBFBD>函𡠺蝡讠<EFBFBD>蝟餌<EFBFBD>**
+   - <EFBFBD>㕑䌊撌梁<EFBFBD>PostgreSQL<EFBFBD>唳旿摨?
+   - <EFBFBD>券<EFBFBD>朞<EFBFBD>Dify API霈輸䔮嚗䔶<EFBFBD><EFBFBD>湔𦻖霈輸䔮<EFBFBD>唳旿摨?

-4. ✅ **当前16张表全部在您的PostgreSQL中**
+4. <EFBFBD>?**敶枏<E695B6>16撘㰘”<E3B098>券<EFBFBD><E588B8>冽<EFBFBD><E586BD><EFBFBD>ostgreSQL銝?*
   - <20>冽<EFBFBD><E586BD><EFBFBD>★<EFBFBD>柴<EFBFBD><E69FB4>笆霂腈<E99C82><E88588>䰻霂<E4B0BB><E99C82><EFBFBD><EFBFBD><EFBFBD>獢<EFBFBD><E78DA2><EFBFBD>鸌憭<E9B88C><E686AD><EFBFBD><EFBFBD>阮隞嗅恣<E59785>亦<EFBFBD>
   - <20>券<EFBFBD><E588B8>灼public` schema嚗<61>𧊋<EFBFBD>仿<EFBFBD>閬<EFBFBD><E996AC>蝳鳴<E89DB3>

-### 为什么您不记得安装PostgreSQL？
+### 銝箔<EFBFBD>銋<EFBFBD><EFBFBD>銝滩扇敺堒<EFBFBD>鋆<EFBFBD>ostgreSQL嚗?

 **<EFBFBD>牐蛹<EFBFBD>冽覔<EFBFBD>祆瓷<EFBFBD>㗇<EFBFBD><EFBFBD>典<EFBFBD>鋆<EFBFBD><EFBFBD>** <20><>

- ✅ Docker自动下载镜像
- ✅ Docker自动创建容器
- ✅ 一键启动脚本自动启动
- ✅ 您只需要运行`一键启动.bat`
+- <EFBFBD>?Docker<EFBFBD>芸𢆡銝贝蝸<EFBFBD>𨅯<EFBFBD>
+- <EFBFBD>?Docker<EFBFBD>芸𢆡<EFBFBD>𥕦遣摰孵膥
+- <EFBFBD>?銝<><E98A9D>桀鍳<E6A180>刻<EFBFBD><E588BB>祈䌊<E7A588>典鍳<E585B8>?
+- <EFBFBD>?<3F>典蘨<E585B8><E898A8>閬<EFBFBD><E996AC>銵䈣銝<E488A3><E98A9D>桀鍳<E6A180>?bat`

 **餈坔停<E59D94>浴ocker<65><72><EFBFBD><EFBFBD>𨥈<EFBFBD>**

 ---

-**需要进一步了解的内容：**
-1. 如何备份和恢复数据库？
-2. 如何迁移到Schema隔离架构？
+**<EFBFBD><EFBFBD>閬<EFBFBD><EFBFBD>銝<EFBFBD>甇乩<EFBFBD>閫<EFBFBD><EFBFBD><EFBFBD><EFBFBD>捆嚗?*
+1. 憒<EFBFBD><EFBFBD>憭<EFBFBD>遢<EFBFBD>峕<EFBFBD>憭齿㺭<EFBFBD>桀<EFBFBD>嚗?
+2. 憒<EFBFBD><EFBFBD>餈<EFBFBD>宏<EFBFBD>訕chema<EFBFBD>𠉛氖<EFBFBD>嗆<EFBFBD>嚗?
 3. 憒<><E68692>餈墧𦻖<E5A2A7>唳旿摨栞<E691A8>銵峕<E98AB5><E5B395>冽䰻霂ｇ<E99C82>
 4. Prisma憒<61><E68692>蝞∠<E89D9E><E288A0>唳旿摨栞<E691A8>蝘鳴<E89D98>