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AIclinicalresearch/docs/02-通用能力层/04-数据ETL引擎/README.md
HaHafeng 1b53ab9d52 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

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# æ•°æ<C2B0>®ETL引擎
> **能åŠå®šä½<C3A4>ï¼?* 通用能力å±?
> **å¤<C3A5>用率:** 29% (2个模å<C2A1>—ä¾<C3A4>èµ?
> **优先级:** P2
> **状æ€<C3A6>:** â<>?待实çŽ?
---
## 📋 能力概述
æ•°æ<EFBFBD>®ETL引擎负责ï¼?
- Excel多表JOIN
- æ•°æ<C2B0>®æ¸…æ´
- æ•°æ<C2B0>®è½¬æ<C2AC>¢
- æ•°æ<C2B0>®éªŒè¯<C3A8>
---
## 📊 ä¾<C3A4>èµæ¨¡å<C2A1>
**2个模å<C2A1>—ä¾<C3A4>èµï¼ˆ29%å¤<C3A5>用率)ï¼?*
1. **DC** - æ•°æ<C2B0>®æ¸…æ´—æ•´ç<C2B4>†ï¼ˆæ ¸å¿ƒä¾<C3A4>èµï¼‰
2. **SSA** - 智能统计分æž<C3A6>(数æ<C2B0>®é¢„处ç<E2809E>†ï¼?
---
## 💡 核心功能
### 1. Excel多表处ç<E2809E>
- 读å<C2BB>多个Excelæ‡ä»¶
- 自动JOINæ“<C3A6>作
- GROUP BYè<59>šå<C5A1>ˆ
### 2. æ•°æ<C2B0>®æ¸…æ´
- 缺失值处ç<E2809E>?
- é‡<C3A9>å¤<C3A5>值处ç<E2809E>?
- 异常值检�
### 3. æ•°æ<C2B0>®è½¬æ<C2AC>¢
- ç±»åžè½¬æ<C2AC>¢
- æ ¼å¼<C3A5>标准åŒ?
---
## ðŸ<C3B0>—ï¸?技术方æ¡?
### 云端版(最优)
```python
# 基于Polars(性能æž<C3A6>高ï¼?
class ETLEngine:
def read_excel(self, files: List[File]) -> List[DataFrame]
def join(self, dfs: List[DataFrame], keys: List[str]) -> DataFrame
def clean(self, df: DataFrame, rules: Dict) -> DataFrame
def export(self, df: DataFrame, format: str) -> bytes
```
### å<>•机版(兼容ï¼?
```python
# 基于SQLite(内存å<CB9C>好)
# 分å<E280A0>—读å<C2BB>,数æ<C2B0>®åº“引擎处ç<E2809E>†JOIN
```
---
## 🔗 相关文档
- [通用能力层总览](../README.md)
- [DC模å<EFBFBD>—需æ±](../../03-业务模å<C2A1>—/DC-æ•°æ<C2B0>®æ¸…æ´—æ•´ç<C2B4>†/README.md)
---
**最å<E282AC>Žæ´æ°ï¼š** 2025-11-06
**维护人:** 技术架构师