Files
AIclinicalresearch/docs/03-业务模块/DC-数据清洗整理/04-开发计划/工具C_缺失值处理_开发完成说明.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

284 lines
7.7 KiB
Markdown
Raw Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
# 蝻箏仃<E7AE8F><EFBFBD><E6BE86><EFBFBD><EFBFBD><EFBFBD>?- 撘<><E69298><EFBFBD><E7A983>鞱秩<E99EB1>?
**撘<><E69298>烐𠯫<E78390>?*: 2025-12-10
**<EFBFBD><EFBFBD>?*: <20>?**撘<><E69298><EFBFBD><E7A983><EFBFBD><EFBFBD><E695BA>霂?*
---
## <20>𣑐 撌脣<E6928C><E884A3><EFBFBD><EFBFBD><E69298>睲遙<E79DB2>?
### 1. Python<6F>𡒊垢 (100% <20>?
#### <20><>辣: `extraction_service/operations/fillna.py`
- <20>?`fillna_simple()` - 6蝘滨<E89D98><E6BBA8>銵交䲮瘜? - mean嚗<6E><E59A97><EFBFBD><EFBFBD>
- median嚗<6E>葉雿齿㺭嚗? - mode嚗<65><E59A97><EFBFBD><EFBFBD>
- constant嚗<74>𤐄摰𡁜<E691B0><EFBFBD>
- **ffill嚗<6C><E59A97><EFBFBD><E7A983><E280B5><EFBFBD>潃?*
- **bfill嚗<6C><E59A97><EFBFBD><E7A983><E280B5><EFBFBD>潃?*
- <20>?`get_column_missing_stats()` - 蝻箏仃<E7AE8F><EFBFBD>霈?- <20>?`fillna_mice()` - MICE憭𡁻<E686AD><F0A181BB> 潃?
**<2A>喲睸<E596B2><EFBFBD>?*:
- <20>?<3F><><EFBFBD>銵交䲮瘜閖<E7989C><E99696>𥕦遣<F0A595A6><EFBFBD><EFBFBD><E59A97><EFBFBD><EFBFBD><E6B8B8><EFBFBD><EFBFBD><EFBFBD>
- <20>?<3F><EFBFBD><E595A3>芸𢆡<E88AB8><EFBFBD><E98DA6><EFBFBD><E595A3><EFBFBD>颲?- <20>?<3F>芸𢆡<E88AB8>唳旿蝐餃<E89D90><EFBFBD>瘚见<E7989A><E8A781><EFBFBD><E588BB><EFBFBD>
- <20>?摰<><E691B0><EFBFBD><EFBFBD><EFBFBD>霂臬<E99C82><E887AC>?
#### <20><>辣: `extraction_service/main.py`
- <20>?<3F><EFBFBD>3銝服PI蝡舐<E89DA1>:
- `POST /api/operations/fillna-stats` - <20><EFBFBD>蝏蠘恣
- `POST /api/operations/fillna-simple` - 蝞<><E89D9E>銵? - `POST /api/operations/fillna-mice` - MICE憛怨
- <20>?Pydantic璅<E79285>撉諹<E69289>
- <20>?<3F><EFBFBD>霈啣<E99C88>
---
### 2. Node.js<6A>𡒊垢 (100% <20>?
#### <20><>辣: `backend/src/modules/dc/tool-c/services/QuickActionService.ts`
- <20>?<3F><EFBFBD><E595A3>亙藁:
- `FillnaSimpleParams`
- `FillnaMiceParams`
- <20>?<3F><EFBFBD><E595A3><EFBFBD>:
- `getFillnaStats()` - 靚<>鍂Python<6F><EFBFBD>蝏蠘恣
- `executeFillnaSimple()` - 靚<>鍂Python<6F><EFBFBD><EFBFBD><E89D9E>銵? - `executeFillnaMice()` - 靚<>鍂Python<6F><EFBFBD>MICE憛怨
#### <20><>辣: `backend/src/modules/dc/tool-c/controllers/QuickActionController.ts`
- <20>?<3F><EFBFBD>3銝芸<E98A9D><E88AB8><EFBFBD>䲮瘜?
- `handleGetFillnaStats()` - <20><EFBFBD>蝏蠘恣
- `handleFillnaSimple()` - 蝞<><E89D9E>銵? - `handleFillnaMice()` - MICE憛怨
#### <20><>辣: `backend/src/modules/dc/tool-c/routes/index.ts`
- <20>?<3F><EFBFBD>3銝芾楝<E88ABE>?
- `POST /fillna/stats`
- `POST /fillna/simple`
- `POST /fillna/mice`
---
### 3. React<63>滨垢 (100% <20>?
#### <20><>辣: `frontend-v2/src/modules/dc/pages/tool-c/components/MissingValueDialog.tsx`
- <20>?<3F>冽鰵<E586BD><E9B0B5>ab<61>屸𢒰霈曇恣
- **Tab 1 - <20>𣳇膄**: <20>𣳇膄<F0A3B387>怎撩憭勗<E686AD><EFBFBD>銵?<3F>? - **Tab 2 - 憛怨‘**: 6蝘滨<E89D98><E6BBA8>銵交䲮瘜𤏪<E7989C><F0A48FAA><EFBFBD><E680A0>?<3F>𤾸<EFBFBD>憛怠<E6869B>嚗? - **Tab 3 - 擃条漣憛怨‘**: MICE憭𡁻<E686AD><F0A181BB>
- <20>?摰墧𧒄蝏蠘恣靽⊥<E99DBD>撅閧內
- <20>?<3F><EFBFBD><E7AE84><EFBFBD>憛怨<E680A8><EFBFBD>
- <20>?摰峕㟲<E5B395><E39FB2><EFBFBD><EFBFBD>霂?- <20>?<3F><EFBFBD><E586BD>见末<E8A781><E69CAB><EFBFBD>霂舀<E99C82>蝷?
#### <20><>辣: `frontend-v2/src/modules/dc/pages/tool-c/index.tsx`
- <20>?<3F>湔鰵撘閧鍂: `DropnaDialog` <20>?`MissingValueDialog`
---
## <20><20><EFBFBD>鈭桃<E988AD>
### 1. <20>餃郎<E9A483>𠉛弦銝梶鍂 - MICE憭𡁻<E686AD><F0A181BB> 潃?- 擃䁅捶<E48185>銵伐<E98AB5><E4BC90><EFBFBD><EFBFBD><EFBFBD><EFBFBD><E3979B>渡㮾<E6B8A1><EFBFBD>?- <20><><EFBFBD>蝻箏仃<E7AE8F>?%-30%<25><><EFBFBD>?- <20>餃郎霈箸<E99C88>霈文虾<E69687><E899BE>䲮瘜?
### 2. <20>園𡢿摨誩<E691A8><E8AAA9><EFBFBD> - <20><EFBFBD>/<2F>𤾸<EFBFBD>憛怠<E6869B> 潃?- <20><EFBFBD>憛怠<E6869B>嚗Êfill嚗㚁<E59A97><E39A81><EFBFBD><EFBFBD>銝芸<E98A9D><E6BE86>?- <20>𤾸<EFBFBD>憛怠<E6869B>嚗Ê̄fill嚗㚁<E59A97><E39A81><EFBFBD><EFBFBD>銝芸<E98A9D><E6BE86>?- <20><><EFBFBD><EFBFBD>園𡢿摨誩<E691A8><E8AAA9>唳旿
### 3. <20>䂿聦<E482BF>𤩺<EFBFBD>扯挽霈?- <20><><EFBFBD>銵仿<E98AB5><E4BBBF>𥕦遣<F0A595A6><EFBFBD>
- <20><EFBFBD>蝝折<E89D9D><E68A98><EFBFBD>嚗䔶噶鈭𤾸笆瘥?- <20>𣳇<EFBFBD><F0A3B387><EFBFBD><E697A5><EFBFBD><EFBFBD><E59A97><EFBFBD>唳旿憪讠<E686AA>靽萘<E99DBD>嚗?
### 4. <20><EFBFBD><E7AE84><EFBFBD>
- <20>芸𢆡璉<F0A286A1>瘚𧢲㺭<F0A7A2B2>桃掩<E6A183>?- <20><EFBFBD><E7AE94><EFBFBD><EFBFBD><EFBFBD><EFBFBD><E5ADB5><EFBFBD><E588BB><EFBFBD>雿單䲮瘜?- 摰墧𧒄<E5A2A7>曄內蝻箏仃<E7AE8F><E4BB83><EFBFBD>蝏蠘恣靽⊥<E99DBD>
---
## <20>妒 瘚贝<E7989A><E8B49D><EFBFBD><EFBFBD>
### 瘚贝<E7989A><E8B49D><EFBFBD>憭?
1. **<EFBFBD>臬𢆡Python<EFBFBD>滚𦛚**:
```bash
cd AIclinicalresearch/extraction_service
python main.py
```
2. **<EFBFBD>臬𢆡Node.js<6A>𡒊垢**:
```bash
cd AIclinicalresearch/backend
npm run dev
```
3. **<EFBFBD>臬𢆡<EFBFBD>滨垢**:
```bash
cd AIclinicalresearch/frontend-v2
npm run dev
```
### 瘚贝<E7989A><E8B49D><EFBFBD>嚗?8銝迎<E98A9D><E8BF8E>𩤃<EFBFBD> **敺<><E695BA>霂?*
#### <20><EFBFBD>瘚贝<E7989A>嚗?銝迎<E98A9D>- 隡睃<E99AA1>蝥改<E89DA5>潃鐥<E6BD83>潃?1. <20>?<3F><><EFBFBD>銵交㺭<E4BAA4><EFBFBD>
2. <20>?銝凋<E98A9D><E5878B>銵亙<E98AB5><E4BA99><EFBFBD><EFBFBD><EFBFBD><E692A3>
3. <20>?隡埈㺭憛怨<E680A8><E28098><EFBFBD>?4. <20>?<3F><EFBFBD><E7AE8F>銵伐<E98AB5>0嚗?5. <20>?<3F><EFBFBD>憛怠<E6869B>嚗Êfill嚗?6. <20>?<3F>𤾸<EFBFBD>憛怠<E6869B>嚗Ê̄fill嚗?
#### MICE瘚贝<E7989A>嚗?銝迎<E98A9D>- 隡睃<E99AA1>蝥改<E89DA5>潃鐥<E6BD83>
7. <20>?MICE憛怨<E680A8><EFBFBD>
8. <20>?MICE憛怨憭𡁜<E686AD>
9. <20>?MICE憛怨 - 銝滚<E98A9D>餈凋誨甈⊥㺭
10. <20>?MICE憛怨 - <20><EFBFBD>銋厰<E98A8B><E58EB0><EFBFBD>摮?
#### 颲寧<E9A2B2>瘚贝<E7989A>嚗?銝迎<E98A9D>- 隡睃<E99AA1>蝥改<E89DA5>潃?11. <20>?100%蝻箏仃<E7AE8F><E4BB83><EFBFBD>
12. <20>?0%蝻箏仃<E7AE8F><E4BB83><EFBFBD><EFBFBD><E59A97><EFBFBD><EFBFBD>憛怨嚗?13. <20>?蝛箏<E89D9B><E7AE8F><EFBFBD><E6BB9A>?14. <20>?<3F><EFBFBD><E595A3><EFBFBD><EFBFBD><E89D92><EFBFBD>?
#### <20>唳旿蝐餃<E89D90>瘚贝<E7989A>嚗?銝迎<E98A9D>- 隡睃<E99AA1>蝥改<E89DA5>潃鐥<E6BD83>
15. <20>?<3F><EFBFBD><EFBFBD>嚗ǎnt/float嚗?16. <20>?<3F><><EFBFBD><EFBFBD>摮㛖泵銝莎<E98A9D>
17. <20>?瘛瑕<E7989B>蝐餃<E89D90><E9A483>?18. <20>?<3F><EFBFBD><E4BAA4>園𡢿<E59C92>?
---
## <20><> 撱箄悅<E7AE84><E68285><EFBFBD>霂閙<E99C82>蝔?
### <20>嗆挾1嚗𡁏<E59A97>撠誩虾銵峕<E98AB5>霂𤏪<E99C82>5<EFBFBD><35><EFBFBD>嚗?
**<2A><EFBFBD>**嚗𡁻<E59A97><EFBFBD><EFBFBD><EFBFBD><E7A08D>賣糓<E8B3A3>行迤撣詨極雿?
1. **瘚贝<E7989A><E8B49D><EFBFBD>1嚗帋葉雿齿㺭憛怨**
- 銝𠹺<E98A9D><F0A0B9BA>怎撩憭勗<E686AD><EFBFBD><E6BD9B><EFBFBD><EFBFBD>
- <20>㗇𥋘"銝凋<E98A9D><E5878B>銵?
- <20>?撉諹<E69289>嚗𡁏鰵<F0A1818F>堒枂<E5A092><EFBFBD><E5959C>撩憭勗<E686AD>潸◤憛怨<E680A8><E28098><EFBFBD>雿滨蔭甇<E894AD>
2. **瘚贝<E7989A><E8B49D><EFBFBD>2嚗帋<E59A97><E5B88B>銵?*
- <20>㗇𥋘<E39787><F0A58B98><EFBFBD>? - <20>㗇𥋘"隡埈㺭憛怨‘"
- <20>?撉諹<E69289>嚗𡁜<E59A97>蝐餃<E89D90>潭迤蝖桀銵?
3. **瘚贝<E7989A><E8B49D><EFBFBD>3嚗𡁜<E59A97><F0A1819C><E7A983>?*
- <20>㗇𥋘隞餅<E99A9E><E9A485>? - <20>㗇𥋘"<22><EFBFBD>憛怠<E6869B>"
- <20>?撉諹<E69289>嚗𡁶撩憭勗<E686AD>潛鍂<E6BD9B><EFBFBD>銝芸<E98A9D>銵?
<EFBFBD><EFBFBD>隞乩<EFBFBD>3銝芣<EFBFBD>霂閖<EFBFBD><EFBFBD> <20>?餈𥕦<E9A488><F0A595A6>嗆挾2
---
### <20>嗆挾2嚗𡁜<E59A97><F0A1819C><EFBFBD><E6B8B8><EFBFBD>霂𤏪<E99C82>15<31><35><EFBFBD>嚗?
瘚贝<EFBFBD><EFBFBD><EFBFBD><EFBFBD>?蝘滨<E89D98><E6BBA8>銵交䲮瘜?+ MICE憛怨
---
### <20>嗆挾3嚗朞器<E69C9E><E599A8><EFBFBD><EFBFBD>虜瘚贝<E7989A>嚗?0<><30><EFBFBD>嚗?
瘚贝<EFBFBD>颲寧<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>霂臬<EFBFBD><EFBFBD>?
---
## <20><> 霂衣<E99C82>瘚贝<E7989A>甇仿炊
### 1. 銝𠹺<E98A9D>瘚贝<E7989A><E8B49D>唳旿
- 銝𠹺<E98A9D><F0A0B9BA><EFBFBD>鉄蝻箏仃<E7AE8F><EFBFBD>Excel<65><6C>
- 蝖株恕<E6A0AA>唳旿<E594B3>㰘蝸<E3B098>𣂼<EFBFBD>
### 2. 瘚贝<E7989A><EFBFBD><E89D9E>銵?1. <20>孵稬"蝻箏仃<E7AE8F><EFBFBD><E6BE86>?<3F>厰僼
2. <20>㗇𥋘"憛怨‘"Tab
3. <20>㗇𥋘銝<F0A58B98>銝芸鉄蝻箏仃<E7AE8F><EFBFBD><E6BD9B><EFBFBD>憒?雿㯄<E99BBF>"嚗?4. 閫<><E996AB><EFBFBD>芸𢆡<E88AB8><F0A286A1><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><E59A97>"雿㯄<E99BBF>_憛怨"嚗?5. <20><EFBFBD>蝏蠘恣靽⊥<E99DBD><EFBFBD>撩憭梁<E686AD><E6A281><EFBFBD><EFBFBD>鞉䲮瘜閧<E7989C>嚗?6. <20>㗇𥋘憛怨<E680A8><EFBFBD><EFBFBD><E59A97>"銝凋<E98A9D><E5878B>銵?嚗?7. <20>孵稬"<22><EFBFBD>憛怨"
8. <20>?**撉諹<E69289>**: <20><EFBFBD>摨𥪜枂<F0A5AA9C>啣銁<E595A3><EFBFBD><E7AC94><EFBFBD>器嚗𣬚撩憭勗<E686AD>潸◤憛怨
### 3. 瘚贝<E7989A><E8B49D><EFBFBD>/<2F>𤾸<EFBFBD>憛怠<E6869B>
1. <20>㗇𥋘<E39787>園𡢿摨誩<E691A8><E8AAA9>唳旿<E594B3><E697BF><EFBFBD>
2. <20>㗇𥋘"<22><EFBFBD>憛怠<E6869B>"<22>?<3F>𤾸<EFBFBD>憛怠<E6869B>"
3. <20><EFBFBD>憛怨
4. <20>?**撉諹<E69289>**: 蝻箏仃<E7AE8F>潛鍂<E6BD9B>?<3F>𡒊<EFBFBD><F0A1928A><EFBFBD><E39787><E6BE86>?
### 4. 瘚贝<E7989A>MICE憛怨
1. <20><><EFBFBD>?擃条漣憛怨‘"Tab
2. <20><EFBFBD>?-3銝芣㺭<E88AA3><EFBFBD>
3. 霈曄蔭餈凋誨甈⊥㺭嚗<E3BAAD><E59A97>10嚗?4. <20>孵稬"<22><EFBFBD>MICE憛怨"
5. 蝑匧<E89D91>1-2<><32><EFBFBD><EFBFBD><E59A97><EFBFBD><EFBFBD><E59683>唳旿<E594B3>𧶏<EFBFBD>
6. <20>?**撉諹<E69289>**: <20><><EFBFBD><EFBFBD>劐葉<E58A90><EFBFBD><E783BE><EFBFBD><EFBFBD>鈭?_MICE"<22>𡒊<EFBFBD><F0A1928A><EFBFBD><EFBFBD>?
### 5. 瘚贝<E7989A><E8B49D>𣳇膄<F0A3B387><EFBFBD>
1. <20><><EFBFBD>?<3F>𣳇膄"Tab
2. <20>㗇𥋘"<22>𣳇膄<F0A3B387><EFBFBD>蝻箏仃<E7AE8F><EFBFBD>銵?
3. <20><EFBFBD><E689AF>𣳇膄
4. <20>?**撉諹<E69289>**: <20>怎撩憭勗<E686AD><EFBFBD>銵諹◤<E8ABB9>𣳇膄
---
## <20><> API<50>亙藁<E4BA99><E89781>
### 1. <20><EFBFBD><E79195><EFBFBD>霈∩縑<E288A9>?```http
POST /api/v1/dc/tool-c/fillna/stats
Content-Type: application/json
{
"sessionId": "xxx",
"column": "雿㯄<E99BBF>"
}
```
**<2A><EFBFBD>**:
```json
{
"success": true,
"stats": {
"missing_count": 15,
"missing_rate": "15.0",
"valid_count": 85,
"total_count": 100,
"mean": 65.5,
"median": 64.0,
"recommended_method": "median"
}
}
```
### 2. <20><EFBFBD><EFBFBD><E89D9E>銵?```http
POST /api/v1/dc/tool-c/fillna/simple
Content-Type: application/json
{
"sessionId": "xxx",
"column": "雿㯄<E99BBF>",
"newColumnName": "雿㯄<E99BBF>_憛怨",
"method": "median",
"fillValue": null
}
```
**<2A><EFBFBD>**:
```json
{
"success": true,
"data": {
"newDataPreview": [...],
"affectedRows": 100,
"message": "銝凋<E98A9D><E5878B>銵交<E98AB5><E4BAA4>?,
"stats": {...}
}
}
```
### 3. <20><EFBFBD>MICE憛怨
```http
POST /api/v1/dc/tool-c/fillna/mice
Content-Type: application/json
{
"sessionId": "xxx",
"columns": ["<EFBFBD>", "<EFBFBD>", "<EFBFBD>"],
"nIterations": 10,
"randomState": 42
}
```
**<EFBFBD><EFBFBD>**:
```json
{
"success": true,
"data": {
"newDataPreview": [...],
"affectedRows": 100,
"message": "MICE憛怨<E680A8>𣂼<EFBFBD>",
"stats": {...}
}
}
```
---
## <20>𩤃<EFBFBD> 瘜冽<E7989C>鈭钅★
1. **MICE憛怨<E680A8>園𡢿**: 10銝<30><E98A9D><EFBFBD>唳旿蝥阡<E89DA5>1<EFBFBD><31><EFBFBD>嚗諹窈<E8ABB9>𣂼<EFBFBD>蝑匧<E89D91>
2. **<EFBFBD><EFBFBD>雿滨蔭**: <20><EFBFBD>隡朞䌊<E69C9E><EFBFBD><E586BD><EFBFBD><E4BA99><EFBFBD><E7AC94><EFBFBD>
3. **<EFBFBD>唳旿蝐餃<EFBFBD>**: MICE隞<45><E99A9E><EFBFBD>鍂鈭擧㺭<E693A7><EFBFBD><EFBFBD><E59A97>蝐餃<E89D90>隡朞䌊<E69C9E>刻歲餈?4. **蝻箏仃<E7AE8F>?*: MICE<43><45><EFBFBD>5%-30%蝻箏仃<E7AE8F><E4BB83><EFBFBD><EFBFBD><E9A488><EFBFBD>𤥁<EFBFBD>雿舘窈雿輻鍂<E8BCBB><EFBFBD><E597A1><EFBFBD>
5. **Session<6F><EFBFBD>?*: 憛怨<E680A8>擧㺭<E693A7><EFBFBD><E6A190>芸𢆡<E88AB8>湔鰵<E6B994>訕ession嚗<6E><E59A97><EFBFBD>圈△<E59C88><EFBCB7>滨蔭
---
## <20><> 撌脩䰻<E884A9><EFBFBD>
<EFBFBD><EFBFBD><EFBFBD>
---
## <20><> 銝衤<E98A9D>甇亙極雿?
1. <20>?摰峕<E691B0>18銝芣<E98A9D>霂閧鍂靘?2. <20>?靽桀<E99DBD>瘚贝<E7989A>銝剖<E98A9D><E58996><EFBFBD>bug
3. <20>?<3F><EFBFBD>隡睃<E99AA1><EFBFBD><EFBFBD>唳旿<E594B3><E697BF><EFBFBD>
4. <20>?<3F><EFBFBD><E586BD><EFBFBD><E8A781><EFBFBD>雿𡏭<E99BBF>憸?
---
## <20>𡤻 撘<><E69298>穃𣪧<E7A983>?
- **撘<><E69298>?*: Claude Sonnet 4.5 + <20><EFBFBD>
- **<2A><EFBFBD>**: 2025-12-10
- **<2A>埈𧒄**: 蝥?撠𤩺𧒄嚗?銝芸<E98A9D>蝡臬<E89DA1> + 1銝芸<E98A9D>蝡臬<E89DA1>嚗?
---
**撘<><E69298><EFBFBD><E7A983><EFBFBD><E7909C><EFBFBD><EFBFBD>瘚贝<E7989A>嚗?* <20><>