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

蝻箏仃<EFBFBD>澆<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?- 撘<><E69298>穃<EFBFBD><E7A983>鞱秩<E99EB1>?

**撘<><E69298>烐𠯫<E78390>?: 2025-12-10
**<2A>嗆<EFBFBD>?: <20>?*撘<EFBFBD><EFBFBD>穃<EFBFBD><EFBFBD>琜<EFBFBD>敺<EFBFBD><EFBFBD>霂?

---

<EFBFBD>𣑐 撌脣<E6928C><E884A3>鞟<EFBFBD>撘<EFBFBD><E69298>睲遙<E79DB2>?

1. Python<6F>𡒊垢 (100% <20>?

<EFBFBD><EFBFBD>辣: extraction_service/operations/fillna.py

• <EFBFBD>?fillna_simple() - 6蝘滨<E89D98><E6BBA8>訫‵銵交䲮瘜? - mean嚗<6E><E59A97><EFBFBD>潘<EFBFBD>
  • median嚗<EFBFBD>葉雿齿㺭嚗? - mode嚗<65><E59A97><EFBFBD>堆<EFBFBD>
  • constant嚗<EFBFBD>𤐄摰𡁜<EFBFBD>潘<EFBFBD>
  • *ffill嚗<EFBFBD><EFBFBD><EFBFBD>穃‵<EFBFBD><EFBFBD><EFBFBD>潃?
  • *bfill嚗<EFBFBD><EFBFBD><EFBFBD>穃‵<EFBFBD><EFBFBD><EFBFBD>潃?
• <EFBFBD>?get_column_missing_stats() - 蝻箏仃<E7AE8F>潛<EFBFBD>霈?- <20>?fillna_mice() - MICE憭𡁻<E686AD><F0A181BB>坿‘ 潃? **<2A>喲睸<E596B2>寞<EFBFBD>?*:
• <EFBFBD>?<3F><><EFBFBD>匧‵銵交䲮瘜閖<E7989C><E99696>𥕦遣<F0A595A6>啣<EFBFBD>嚗<EFBFBD><E59A97><EFBFBD>游<EFBFBD><E6B8B8><EFBFBD>㺭<EFBFBD>殷<EFBFBD>
• <EFBFBD>?<3F>啣<EFBFBD><E595A3>芸𢆡<E88AB8>鍦<EFBFBD><E98DA6>啣<EFBFBD><E595A3>埈<EFBFBD>颲?- <20>?<3F>芸𢆡<E88AB8>唳旿蝐餃<E89D90>璉<EFBFBD>瘚见<E7989A><E8A781>刻<EFBFBD><E588BB>寞<EFBFBD>
• <EFBFBD>?摰<><E691B0><EFBFBD><EFBFBD><EFBFBD>霂臬<E99C82><E887AC>?

<EFBFBD><EFBFBD>辣: extraction_service/main.py

• <EFBFBD>?<3F>啣<EFBFBD>3銝服PI蝡舐<E89DA1>:
  • POST /api/operations/fillna-stats - <20>瑕<EFBFBD>蝏蠘恣
  • POST /api/operations/fillna-simple - 蝞<><E89D9E>訫‵銵? - POST /api/operations/fillna-mice - MICE憛怨‘
• <EFBFBD>?Pydantic璅∪<E79285>撉諹<E69289>
• <EFBFBD>?<3F>亙<EFBFBD>霈啣<E99C88>

---

2. Node.js<6A>𡒊垢 (100% <20>?

<EFBFBD><EFBFBD>辣: backend/src/modules/dc/tool-c/services/QuickActionService.ts

• <EFBFBD>?<3F>啣<EFBFBD><E595A3>亙藁:
  • FillnaSimpleParams
  • FillnaMiceParams
• <EFBFBD>?<3F>啣<EFBFBD><E595A3>寞<EFBFBD>:
  • getFillnaStats() - 靚<>鍂Python<6F>瑕<EFBFBD>蝏蠘恣
  • executeFillnaSimple() - 靚<>鍂Python<6F>扯<EFBFBD>蝞<EFBFBD><E89D9E>訫‵銵? - executeFillnaMice() - 靚<>鍂Python<6F>扯<EFBFBD>MICE憛怨‘

<EFBFBD><EFBFBD>辣: backend/src/modules/dc/tool-c/controllers/QuickActionController.ts

• <EFBFBD>?<3F>啣<EFBFBD>3銝芸<E98A9D><E88AB8><EFBFBD>䲮瘜?
  • handleGetFillnaStats() - <20>瑕<EFBFBD>蝏蠘恣
  • handleFillnaSimple() - 蝞<><E89D9E>訫‵銵? - handleFillnaMice() - MICE憛怨‘

<EFBFBD><EFBFBD>辣: backend/src/modules/dc/tool-c/routes/index.ts

• <EFBFBD>?<3F>啣<EFBFBD>3銝芾楝<E88ABE>?
  • POST /fillna/stats
  • POST /fillna/simple
  • POST /fillna/mice

---

3. React<63>滨垢 (100% <20>?

<EFBFBD><EFBFBD>辣: frontend-v2/src/modules/dc/pages/tool-c/components/MissingValueDialog.tsx

• <EFBFBD>?<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>潛<EFBFBD>銵?<3F>? - Tab 2 - 憛怨‘: 6蝘滨<E89D98><E6BBA8>訫‵銵交䲮瘜𤏪<E7989C><F0A48FAA>怠<EFBFBD><E680A0>?<3F>𤾸<EFBFBD>憛怠<E6869B>嚗? - Tab 3 - 擃条漣憛怨‘: MICE憭𡁻<E686AD><F0A181BB>坿‘
• <EFBFBD>?摰墧𧒄蝏蠘恣靽⊥<E99DBD>撅閧內
• <EFBFBD>?<3F>箄<EFBFBD><E7AE84>刻<EFBFBD>憛怨‘<E680A8>寞<EFBFBD>
• <EFBFBD>?摰峕㟲<E5B395><E39FB2>”<EFBFBD>閖<EFBFBD>霂?- <20>?<3F>冽<EFBFBD><E586BD>见末<E8A781><E69CAB><EFBFBD>霂舀<E99C82>蝷?

<EFBFBD><EFBFBD>辣: frontend-v2/src/modules/dc/pages/tool-c/index.tsx

• <EFBFBD>?<3F>湔鰵撘閧鍂: DropnaDialog <20>?MissingValueDialog

---

<EFBFBD>㴓 <20>蠘<EFBFBD>鈭桃<E988AD>

1. <20>餃郎<E9A483>𠉛弦銝梶鍂 - MICE憭𡁻<E686AD><F0A181BB>坿‘ 潃?- 擃䁅捶<E48185>誩‵銵伐<E98AB5><E4BC90><EFBFBD><EFBFBD><EFBFBD>㗛<EFBFBD><E3979B>渡㮾<E6B8A1>單<EFBFBD>?- <20><><EFBFBD>蝻箏仃<E7AE8F>?%-30%<25><>㦤<EFBFBD>?- <20>餃郎霈箸<E99C88>霈文虾<E69687><E899BE>䲮瘜?

2. <20>園𡢿摨誩<E691A8><E8AAA9>舀<EFBFBD> - <20>滚<EFBFBD>/<2F>𤾸<EFBFBD>憛怠<E6869B> 潃?- <20>滚<EFBFBD>憛怠<E6869B>嚗Êfill嚗㚁<E59A97><E39A81>典<EFBFBD>銝<EFBFBD>銝芸<E98A9D>澆‵<E6BE86>?- <20>𤾸<EFBFBD>憛怠<E6869B>嚗Ê̄fill嚗㚁<E59A97><E39A81>典<EFBFBD>銝<EFBFBD>銝芸<E98A9D>澆‵<E6BE86>?- <20><><EFBFBD><EFBFBD>園𡢿摨誩<E691A8><E8AAA9>唳旿

3. <20>䂿聦<E482BF>𤩺<EFBFBD>扯挽霈?- <20><><EFBFBD>匧‵銵仿<E98AB5><E4BBBF>𥕦遣<F0A595A6>啣<EFBFBD>

• <EFBFBD>啣<EFBFBD>蝝折<EFBFBD><EFBFBD>笔<EFBFBD>嚗䔶噶鈭𤾸笆瘥?- <20>𣳇<EFBFBD><F0A3B387>日<EFBFBD><E697A5>蠘<EFBFBD>嚗<EFBFBD><E59A97><EFBFBD>唳旿憪讠<E686AA>靽萘<E99DBD>嚗?

4. <20>箄<EFBFBD><E7AE84>刻<EFBFBD>

• <EFBFBD>芸𢆡璉<EFBFBD>瘚𧢲㺭<EFBFBD>桃掩<EFBFBD>?- <20>箔<EFBFBD><E7AE94><EFBFBD><EFBFBD><EFBFBD>孵<EFBFBD><E5ADB5>刻<EFBFBD><E588BB><EFBFBD>雿單䲮瘜?- 摰墧𧒄<E5A2A7>曄內蝻箏仃<E7AE8F><E4BB83><EFBFBD>蝏蠘恣靽⊥<E99DBD>

---

<EFBFBD>妒 瘚贝<E7989A><E8B49D><EFBFBD><EFBFBD>

瘚贝<EFBFBD><EFBFBD>滚<EFBFBD>憭?

1. <EFBFBD>臬𢆡Python<EFBFBD>滚𦛚:

cd AIclinicalresearch/extraction_service
python main.py

2. <EFBFBD>臬𢆡Node.js<6A>𡒊垢:

cd AIclinicalresearch/backend
npm run dev

3. <EFBFBD>臬𢆡<EFBFBD>滨垢:

cd AIclinicalresearch/frontend-v2
npm run dev

瘚贝<EFBFBD><EFBFBD>其<EFBFBD>嚗?8銝迎<E98A9D><E8BF8E>𩤃<EFBFBD> *敺<EFBFBD><EFBFBD>霂?

<EFBFBD>箇<EFBFBD>瘚贝<EFBFBD>嚗?銝迎<E98A9D>- 隡睃<E99AA1>蝥改<E89DA5>潃鐥<E6BD83>潃?1. <20>?<3F><><EFBFBD>澆‵銵交㺭<E4BAA4>澆<EFBFBD>

2. <EFBFBD>?銝凋<E98A9D><E5878B>啣‵銵亙<E98AB5><E4BA99><EFBFBD><EFBFBD>撣<EFBFBD><E692A3>
3. <EFBFBD>?隡埈㺭憛怨‘<E680A8><E28098>掩<EFBFBD>?4. <20>?<3F>箏<EFBFBD><E7AE8F>澆‵銵伐<E98AB5>0嚗?5. <20>?<3F>滚<EFBFBD>憛怠<E6869B>嚗Êfill嚗?6. <20>?<3F>𤾸<EFBFBD>憛怠<E6869B>嚗Ê̄fill嚗?

MICE瘚贝<EFBFBD>嚗?銝迎<E98A9D>- 隡睃<E99AA1>蝥改<E89DA5>潃鐥<E6BD83>

7. <EFBFBD>?MICE憛怨‘<E680A8>訫<EFBFBD>
8. <EFBFBD>?MICE憛怨‘憭𡁜<E686AD>
9. <EFBFBD>?MICE憛怨‘ - 銝滚<E98A9D>餈凋誨甈⊥㺭
10. <EFBFBD>?MICE憛怨‘ - <20>芸<EFBFBD>銋厰<E98A8B><E58EB0>箇<EFBFBD>摮?

颲寧<EFBFBD>瘚贝<EFBFBD>嚗?銝迎<E98A9D>- 隡睃<E99AA1>蝥改<E89DA5>潃?11. <20>?100%蝻箏仃<E7AE8F><E4BB83><EFBFBD>

12. <EFBFBD>?0%蝻箏仃<E7AE8F><E4BB83><EFBFBD>嚗<EFBFBD><E59A97><EFBFBD><EFBFBD>憛怨‘嚗?13. <20>?蝛箏<E89D9B><E7AE8F>滚<EFBFBD><E6BB9A>?14. <20>?<3F>啣<EFBFBD><E595A3>滚<EFBFBD>蝒<EFBFBD><E89D92><EFBFBD>?

<EFBFBD>唳旿蝐餃<EFBFBD>瘚贝<EFBFBD>嚗?銝迎<E98A9D>- 隡睃<E99AA1>蝥改<E89DA5>潃鐥<E6BD83>

15. <EFBFBD>?<3F>啣<EFBFBD>澆<EFBFBD>嚗ǎnt/float嚗?16. <20>?<3F><>掩<EFBFBD>梹<EFBFBD>摮㛖泵銝莎<E98A9D>
16. <EFBFBD>?瘛瑕<E7989B>蝐餃<E89D90><E9A483>?18. <20>?<3F>交<EFBFBD><E4BAA4>園𡢿<E59C92>?

---

<EFBFBD><EFBFBD> 撱箄悅<E7AE84><E68285><EFBFBD>霂閙<E99C82>蝔?

<EFBFBD>嗆挾1嚗𡁏<EFBFBD>撠誩虾銵峕<EFBFBD>霂𤏪<EFBFBD>5<EFBFBD><EFBFBD><EFBFBD>嚗?

**<2A>格<EFBFBD>**嚗𡁻<E59A97>霂<EFBFBD>抅<EFBFBD>砍<EFBFBD><E7A08D>賣糓<E8B3A3>行迤撣詨極雿?

1. 瘚贝<EFBFBD><EFBFBD>其<EFBFBD>1嚗帋葉雿齿㺭憛怨‘

   • 銝𠹺<EFBFBD><EFBFBD>怎撩憭勗<EFBFBD>潛<EFBFBD><EFBFBD>啣<EFBFBD>澆<EFBFBD>
   • <EFBFBD>㗇𥋘"銝凋<E98A9D><E5878B>啣‵銵?
   • <EFBFBD>?撉諹<E69289>嚗𡁏鰵<F0A1818F>堒枂<E5A092>啜<EFBFBD><E5959C>撩憭勗<E686AD>潸◤憛怨‘<E680A8><E28098><EFBFBD>雿滨蔭甇<E894AD>＆

2. *瘚贝<EFBFBD><EFBFBD>其<EFBFBD>2嚗帋<EFBFBD><EFBFBD>啣‵銵?

   • <EFBFBD>㗇𥋘<EFBFBD><EFBFBD>掩<EFBFBD>? - <20>㗇𥋘"隡埈㺭憛怨‘"
   • <EFBFBD>?撉諹<E69289>嚗𡁜<E59A97>蝐餃<E89D90>潭迤蝖桀‵銵?

3. *瘚贝<EFBFBD><EFBFBD>其<EFBFBD>3嚗𡁜<EFBFBD><EFBFBD>穃‵<EFBFBD>?

   • <EFBFBD>㗇𥋘隞餅<EFBFBD><EFBFBD>? - <20>㗇𥋘"<22>滚<EFBFBD>憛怠<E6869B>"
   • <EFBFBD>?撉諹<E69289>嚗𡁶撩憭勗<E686AD>潛鍂<E6BD9B>滢<EFBFBD>銝芸<E98A9D>澆‵銵? 憒<><E68692>隞乩<E99A9E>3銝芣<E98A9D>霂閖<E99C82>朞<EFBFBD> <20>?餈𥕦<E9A488><F0A595A6>嗆挾2

---

<EFBFBD>嗆挾2嚗𡁜<EFBFBD><EFBFBD>游<EFBFBD><EFBFBD>賣<EFBFBD>霂𤏪<EFBFBD>15<EFBFBD><EFBFBD><EFBFBD>嚗?

瘚贝<EFBFBD><EFBFBD><EFBFBD><EFBFBD>?蝘滨<E89D98><E6BBA8>訫‵銵交䲮瘜?+ MICE憛怨‘

---

<EFBFBD>嗆挾3嚗朞器<EFBFBD><EFBFBD><EFBFBD>撘<EFBFBD>虜瘚贝<EFBFBD>嚗?0<><30><EFBFBD>嚗?

瘚贝<EFBFBD>颲寧<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>屸<EFBFBD>霂臬<EFBFBD><EFBFBD>?

<EFBFBD><EFBFBD> 霂衣<E99C82>瘚贝<E7989A>甇仿炊

1. 銝𠹺<E98A9D>瘚贝<E7989A><E8B49D>唳旿

• 銝𠹺<EFBFBD><EFBFBD><EFBFBD>鉄蝻箏仃<EFBFBD>潛<EFBFBD>Excel<EFBFBD><EFBFBD>辣
• 蝖株恕<EFBFBD>唳旿<EFBFBD>㰘蝸<EFBFBD>𣂼<EFBFBD>

2. 瘚贝<E7989A>蝞<EFBFBD><E89D9E>訫‵銵?1. <20>孵稬"蝻箏仃<E7AE8F>澆<EFBFBD><E6BE86>?<3F>厰僼

2. <EFBFBD>㗇𥋘"憛怨‘"Tab
3. <EFBFBD>㗇𥋘銝<EFBFBD>銝芸鉄蝻箏仃<EFBFBD>潛<EFBFBD><EFBFBD>梹<EFBFBD>憒?雿㯄<E99BBF>"嚗?4. 閫<><E996AB><EFBFBD>芸𢆡<E88AB8><F0A286A1><EFBFBD><EFBFBD><EFBFBD>鰵<EFBFBD>堒<EFBFBD>嚗<EFBFBD><E59A97>"雿㯄<E99BBF>_憛怨‘"嚗?5. <20>亦<EFBFBD>蝏蠘恣靽⊥<E99DBD>嚗<EFBFBD>撩憭梁<E686AD><E6A281><EFBFBD>綫<EFBFBD>鞉䲮瘜閧<E7989C>嚗?6. <20>㗇𥋘憛怨‘<E680A8>寞<EFBFBD>嚗<EFBFBD><E59A97>"銝凋<E98A9D><E5878B>啣‵銵?嚗?7. <20>孵稬"<22>扯<EFBFBD>憛怨‘"
4. <EFBFBD>?撉諹<EFBFBD>: <20>啣<EFBFBD>摨𥪜枂<F0A5AA9C>啣銁<E595A3>笔<EFBFBD><E7AC94><EFBFBD>器嚗𣬚撩憭勗<E686AD>潸◤憛怨‘

3. 瘚贝<E7989A><E8B49D>滚<EFBFBD>/<2F>𤾸<EFBFBD>憛怠<E6869B>

1. <EFBFBD>㗇𥋘<EFBFBD>園𡢿摨誩<EFBFBD><EFBFBD>唳旿<EFBFBD><EFBFBD><EFBFBD>
2. <EFBFBD>㗇𥋘"<22>滚<EFBFBD>憛怠<E6869B>"<22>?<3F>𤾸<EFBFBD>憛怠<E6869B>"
3. <EFBFBD>扯<EFBFBD>憛怨‘
4. <EFBFBD>?撉諹<EFBFBD>: 蝻箏仃<E7AE8F>潛鍂<E6BD9B>?<3F>𡒊<EFBFBD><F0A1928A>㗇<EFBFBD><E39787>澆‵<E6BE86>?

4. 瘚贝<E7989A>MICE憛怨‘

1. <EFBFBD><EFBFBD>揢<EFBFBD>?擃条漣憛怨‘"Tab
2. <EFBFBD>暸<EFBFBD>?-3銝芣㺭<E88AA3>澆<EFBFBD>
3. 霈曄蔭餈凋誨甈⊥㺭嚗<EFBFBD><EFBFBD>10嚗?4. <20>孵稬"<22>扯<EFBFBD>MICE憛怨‘"
4. 蝑匧<EFBFBD>1-2<><32><EFBFBD>嚗<EFBFBD><E59A97><EFBFBD>喃<EFBFBD><E59683>唳旿<E594B3>𧶏<EFBFBD>
5. <EFBFBD>?撉諹<EFBFBD>: <20><><EFBFBD>厰<EFBFBD>劐葉<E58A90>烾<EFBFBD><E783BE><EFBFBD><EFBFBD>鈭?_MICE"<22>𡒊<EFBFBD><F0A1928A><EFBFBD>鰵<EFBFBD>?

5. 瘚贝<E7989A><E8B49D>𣳇膄<F0A3B387>蠘<EFBFBD>

1. <EFBFBD><EFBFBD>揢<EFBFBD>?<3F>𣳇膄"Tab
2. <EFBFBD>㗇𥋘"<22>𣳇膄<F0A3B387>急<EFBFBD>蝻箏仃<E7AE8F>潛<EFBFBD>銵?
3. <EFBFBD>扯<EFBFBD><EFBFBD>𣳇膄
4. <EFBFBD>?撉諹<EFBFBD>: <20>怎撩憭勗<E686AD>潛<EFBFBD>銵諹◤<E8ABB9>𣳇膄

---

<EFBFBD><EFBFBD> API<50>亙藁<E4BA99><E89781>﹝

1. <20>瑕<EFBFBD><E79195>㛖<EFBFBD>霈∩縑<E288A9>?```http

POST /api/v1/dc/tool-c/fillna/stats Content-Type: application/json

{ "sessionId": "xxx", "column": "雿㯄<E99BBF>" }

**<2A>滚<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>扯<EFBFBD>蝞<EFBFBD><E89D9E>訫‵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>滚<EFBFBD>**:
```json
{
  "success": true,
  "data": {
    "newDataPreview": [...],
    "affectedRows": 100,
    "message": "銝凋<E98A9D><E5878B>啣‵銵交<E98AB5><E4BAA4>?,
    "stats": {...}
  }
}

3. <20>扯<EFBFBD>MICE憛怨‘

POST /api/v1/dc/tool-c/fillna/mice
Content-Type: application/json

{
  "sessionId": "xxx",
  "columns": ["雿㯄<E99BBF>", "頨恍<E9A0A8>", "撟湧<E6929F>"],
  "nIterations": 10,
  "randomState": 42
}

<EFBFBD>滚<EFBFBD>:

{
  "success": true,
  "data": {
    "newDataPreview": [...],
    "affectedRows": 100,
    "message": "MICE憛怨‘<E680A8>𣂼<EFBFBD>",
    "stats": {...}
  }
}

---

<EFBFBD>𩤃<EFBFBD> 瘜冽<E7989C>鈭钅★

1. MICE憛怨‘<EFBFBD>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>啣<EFBFBD>雿滨蔭: <20>啣<EFBFBD>隡朞䌊<E69C9E>冽<EFBFBD><E586BD>亙<EFBFBD><E4BA99>笔<EFBFBD><E7AC94><EFBFBD>器
3. <EFBFBD>唳旿蝐餃<EFBFBD>: MICE隞<45><E99A9E><EFBFBD>鍂鈭擧㺭<E693A7>澆<EFBFBD>嚗<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>餈<EFBFBD><E9A488><EFBFBD>𤥁<EFBFBD>雿舘窈雿輻鍂<E8BCBB>嗡<EFBFBD><E597A1>寞<EFBFBD>
4. **Session<6F>嗆<EFBFBD>?*: 憛怨‘<E680A8>擧㺭<E693A7>桐<EFBFBD><E6A190>芸𢆡<E88AB8>湔鰵<E6B994>訕ession嚗<6E><E59A97><EFBFBD>圈△<E59C88>Ｗ虾<EFBCB7>滨蔭

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<EFBFBD><EFBFBD> 撌脩䰻<E884A9>桅<EFBFBD>

<EFBFBD><EFBFBD><EFBFBD>

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<EFBFBD><EFBFBD> 銝衤<E98A9D>甇亙極雿?

1. <EFBFBD>?摰峕<E691B0>18銝芣<E98A9D>霂閧鍂靘?2. <20>?靽桀<E99DBD>瘚贝<E7989A>銝剖<E98A9D><E58996>啁<EFBFBD>bug
2. <EFBFBD>?<3F>扯<EFBFBD>隡睃<E99AA1>嚗<EFBFBD>之<EFBFBD>唳旿<E594B3><E697BF><EFBFBD>
3. <EFBFBD>?<3F>冽<EFBFBD><E586BD>见<EFBFBD><E8A781>峕<EFBFBD>雿𡏭<E99BBF>憸?

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<EFBFBD>𡤻 撘<><E69298>穃𣪧<E7A983>?

• **撘<><E69298>?*: Claude Sonnet 4.5 + <20>冽<EFBFBD>
• <EFBFBD>交<EFBFBD>: 2025-12-10
• <EFBFBD>埈𧒄: 蝥?撠𤩺𧒄嚗?銝芸<E98A9D>蝡臬<E89DA1> + 1銝芸<E98A9D>蝡臬<E89DA1>嚗?

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*撘<EFBFBD><EFBFBD>穃<EFBFBD><EFBFBD>琜<EFBFBD><EFBFBD><EFBFBD><EFBFBD>瘚贝<EFBFBD>嚗? <20><>