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AIclinicalresearch/docs/03-业务模块/DC-数据清洗整理/01-需求分析/总体 PRD：医疗科研智能数据清洗平台.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

6.9 KiB
Raw Blame History

諤ｻ菴<EFBFBD> PRD<52>壼現逍礼ｧ醍<EFBDA7>疲匱閭ｽ謨ｰ謐ｮ貂<EFBDAE>ｴ怜ｹｳ蜿?(The Data Cleaning Platform)

譁<EFBFBD>｡｣迚域悽 V1.0 (蝓ｺ莠主ｷ･蜈ｷ邂ｱ譫ｶ譫?
*莠ｧ蜩∝ｽ｢諤? 莨∽ｸ夂ｺ?Web SaaS 蟷ｳ蜿ｰ
*譬ｸ蠢<EFBFBD>ｻｷ蛟? 荳ｺ荳ｴ蠎雁現逕滓署萓?*窶應ｸ€遶吝ｼ鞘€? 逧<>焚謐ｮ豐ｻ逅<EFBDBB><E98085>蜉幢ｼ瑚ｧ｣蜀ｳ螟壽ｺ仙ｼよ桷謨ｰ謐ｮ蜷亥ｹｶ髫ｾ縲∫羅蜴<E7BE85>枚譛ｬ謠仙叙髫ｾ縲∫ｻ溯ｮ｡蜑肴ｸ<E882B4>ｴ礼ｹ∫瑞逧<E7919E>ｸ牙､ｧ逞帷せ縲?
*謚€譛ｯ譫ｶ譫? Node.js + React + Python/R (扈溯ｮ｡譛榊苅) + LLM

荳€縲?鬘ｹ逶ｮ閭梧勹荳守岼譬?(Background & Objectives)

1.1 譬ｸ蠢<EFBDB8>李轤ｹ

荳ｴ蠎顔ｧ醍<EFBFBD>疲焚謐ｮ逧<EFBFBD>㊥螟<EFBFBD>ｿ<EFBFBD>ｨ具ｼ<EFBFBD>ata Preparation<6F>蛾€壼ｸｸ蜊<EFBDB8>謐ｮ謨ｴ荳ｪ遘醍<E98198>泌捉譛溽<E8AD9B>?80% 譌ｶ髣ｴ縲ょ現逕滄擇荳ｴ荳牙､ｧ髦ｻ遒搾ｼ<E690BE>

  1. 荵?(Messy): HIS 蟇ｼ蜃ｺ逧<EFBDBA>焚謐ｮ蛻<EFBDAE>淵蝨ｨ螟壻ｸｪ Excel<65>磯葎隸翫€∽ｽ城劼縲∵｣€鬪鯉ｼ会ｼ栗D 蟇ｹ荳堺ｸ奇ｼ梧慮髣ｴ郤ｿ豺ｷ荵ｱ縲?
  2. 譚?(Unstructured): 螟ｧ驥丞<E9A9A5>髞ｮ菫｡諱ｯ<E8ABB1>亥ｦら羅逅<E7BE85>ｯ頑妙縲∝<E7B8B2>髯｢蟆冗ｻ難ｼ牙ｭ伜惠莠取枚譛ｬ谿ｵ關ｽ荳ｭ<E88DB3>梧裏豕慕峩謗･扈溯ｮ｡縲?
  3. 髞?(Dirty): 郛ｺ螟ｱ蛟ｼ縲∝ｼょｸｸ蛟ｼ縲∝ｽ募<EFBDBD>髞呵ｯｯ鬚大書<E5A4A7>御ｸ咲ｬｦ蜷育ｻ溯ｮ｡霓ｯ莉ｶ<E88E89><EFBDB6>PSS/SAS<41>臥噪譬ｼ蠑剰ｦ∵ｱゅ€?

1.2 莠ｧ蜩∫岼譬<E5B2BC>

譫<EFBFBD>ｻｺ荳€荳?*窶懈ｵ∫ｨ句喧縲∵匱閭ｽ蛹悶€∽ｽ朱葎讒帚€? 逧<>焚謐ｮ貂<EFBDAE>ｴ怜ｹｳ蜿ｰ<E89CBF><EFBDB0>

  • 讓｡蝮怜<EFBFBD>?(Modular): 蟆<>､肴揩豬∫ｨ区究隗｣荳ｺ荳我ｸｪ迢ｬ遶句ｷ･蜈ｷ<E89C88>碁剄菴手ｮ､遏･雍溯差縲?
  • 蜿ｯ菫｡襍?(Trustworthy): 騾夊ｿ<E5A48A>€懷曙讓｡蝙矩ｪ瑚ｯ≫€晏柱窶懷<E7AAB6>霑<EFBFBD>ｨ玖ｿｽ貅ｯ窶晢ｼ瑚ｧ｣蜀ｳ蟇?AI 逧<>ｿ｡莉ｻ蜊ｱ譛ｺ縲?
  • 鬮俶€ｧ閭ｽ (Performant): 謾ｯ謖<EFBDAF> 10荳? 陦梧焚謐ｮ逧<EFBDAE>ｵ∝ｼ丞､<E4B89E>炊荳主ｮ樊慮郛冶ｾ代€?

莠後€?莠ｧ蜩∵€ｻ菴捺楔譫<E6A594> (Product Architecture)

蟷ｳ蜿ｰ驥<EFBFBD>畑 *窶? + 3窶? 譫ｶ譫<EFBDB6>ｨ｡蠑擾ｼ?*1 荳ｪ扈滉ｸ€蟾･菴懷<E88FB4>?+ 3 荳ｪ蝙ら峩謨郁<E8ACA8>蟾･蜈?*縲?

*2.1 譫ｶ譫<EFBDB6><E8ADAB>?

graph TD
User[荳ｴ蠎雁現逕<E78FBE>/遘醍<E98198>比ｺｺ蜻禄] --> Portal[譎ｺ閭ｽ謨ｰ謐ｮ貂<EFBDAE>ｴ怜ｷ･菴懷<E88FB4>?(Portal)]

subgraph The\_Toolkit \[謨郁<E8ACA8>蟾･蜈ｷ邂ｱ\]  
    Portal \--\> ToolA\[蟾･蜈ｷ A: 雜<>ｺｧ蜷亥ｹｶ蝎ｨ\]  
    Portal \--\> ToolB\[蟾･蜈ｷ B: 逞<>紙扈捺桷蛹匁惻蝎ｨ莠ｺ\]  
    Portal \--\> ToolC\[蟾･蜈ｷ C: 遘醍<E98198>疲焚謐ｮ郛冶ｾ大勣\]  
end  
  
subgraph Data\_Flow \[謨ｰ謐ｮ豬∬ｽｬ\]  
    ToolA \--蜷亥ｹｶ蜷取焚謐?-\> ToolB  
    ToolB \--扈捺桷蛹匁焚謐?-\> ToolC  
    ToolC \--貂<>ｴ怜錘謨ｰ謐ｮ髮<EFBDAE>--\> Analysis\[譎ｺ閭ｽ謨ｰ謐ｮ蛻<EFBDAE>梵讓｡蝮予]  
end  
  
subgraph Core\_Capabilities \[蠎募ｱり<EFBDB1>蜉媾]  
    Engine1\[豬∝ｼ丞､<E4B89E>炊蠑墓梼\]  
    Engine2\[蜿檎峇螟ｧ讓｡蝙句ｼ墓梼\]  
    Engine3\[豬剰ｧ亥勣隶｡邂怜ｼ墓梼\]  
end  
  
ToolA \-.-\> Engine1  
ToolB \-.-\> Engine2  
ToolC \-.-\> Engine3

*2.2 讓｡蝮怜ｮ壻ｹ我ｸ手ｾｹ逡?

讓｡蝮怜錐遘ｰ 蟇ｹ蠎泌惻譎ｯ 譬ｸ蠢<EFBFBD>ｻｻ蜉｡ 蜈ｳ髞ｮ莠ｧ蜃ｺ 隸ｦ扈<EFBFBD>枚譯｣
蟾･菴懷<EFBFBD>?(Portal) 蜈ｨ螻€蜈･蜿｣ 莉ｻ蜉｡逶第而縲∬ｵ<EFBFBD>ｺｧ邂｡逅<EFBFBD>€∬ｷｨ蟾･蜈ｷ豬∬ｽｬ 扈滉ｸ€莉ｪ陦ｨ逶? PRD_謨ｰ謐ｮ貂<EFBFBD>ｴ怜ｷ･菴懷床
蟾･蜈ｷ A (Merger) 螟壽ｺ仙粋蟷ｶ ID 蟇ｹ鮨舌€∬ｮｿ隗<EFBDBF>渕蜃<E6B895>粋蟷ｶ縲∵慮髣ｴ遯玲ｸ<E78EB2>ｴ<EFBFBD> 螳ｽ陦ｨ (Wide Table) PRD_蟾･蜈ｷA_雜<EFBFBD>ｺｧ蜷亥ｹｶ蝎ｨ_V2
蟾･蜈ｷ B (AI) 譁<EFBFBD>悽謠仙叙 OCR縲∝ｮ樔ｽ捺署蜿悶€<EFBFBD>嚼遘∬┳謨上€∽ｺ､蜿蛾ｪ瑚ｯ? 扈捺桷蛹門ｭ玲ｮ? PRD_蟾･蜈ｷB_逞<EFBFBD>紙扈捺桷蛹匁惻蝎ｨ莠ｺ_V2
蟾･蜈ｷ C (Editor) 豺ｱ蠎ｦ貂<EFBFBD>ｴ<EFBFBD> 郛ｺ螟ｱ蝪ｫ陦･縲∝ｼょｸｸ螟<EFBFBD>炊縲∝序驥剰ｮ｡邂励€∝<EFBFBD>邂? 譛€扈亥<EFBFBD>譫宣寔 PRD_蟾･蜈ｷC_遘醍<EFBFBD>疲焚謐ｮ郛冶ｾ大勣_V2

荳峨€?譬ｸ蠢<EFBDB8>ｸ壼苅豬∫ｨ<E288AB> (Core Workflows)

3.1 蜈ｸ蝙句<E89D99>體ｾ霍ｯ蝨ｺ譎?(The "Happy Path")

蝨ｺ譎ｯ<EFBFBD>壼現逕滓噺髮<EFBFBD>ｺ<EFBFBD> 100 莉ｽ謔｣閠<EFBDA3>噪菴城劼 Excel 蜥檎羅逅<E7BE85>冠蜻?PDF<44>碁怙隕∬ｿ幄｡檎函蟄伜<E89F84>譫舌€?

  1. 蜷亥ｹｶ (Step 1): 蝨?*蟾･菴懷<EFBFBD>? 蜷ｯ蜉ｨ 蟾･蜈ｷ A縲ゆｸ贋ｼ<EFBFBD>窶應ｽ城劼隶ｰ蠖補€昜ｸｺ荳ｻ陦ｨ<EFBFBD>娯€懈｣€鬪悟黒窶昜ｸｺ霎<EFBFBD>｡ｨ縲らｳｻ扈溷渕莠寂€懷<EFBFBD>髯｢譌･譛?ﾂｱ7螟ｩ窶晉噪譌ｶ髣ｴ遯暦ｼ悟ｰ<E6829F>｣€鬪梧焚謐ｮ謖りｽｽ蛻ｰ菴城劼隶ｰ蠖穂ｸ翫€?
  2. 謠仙叙 (Step 2): 蜷亥ｹｶ螳梧<E89EB3>蜷趣ｼ檎せ蜃ｻ窶懈ｵ∬ｽｬ蛻ｰ蟾･蜈ｷ B窶昴€?蟾･蜈ｷ B* 閾ｪ蜉ｨ蜉<EFBDA8>霓ｽ謨ｰ謐ｮ縲ょ現逕滄€画叫窶懆ぜ逋檎羅逅<E7BE85>ｨ｡迚遺€晢ｼ悟曙讓｡蝙具ｼ<E585B7>eepSeek & Qwen<65>牙ｹｶ蜿第署蜿問€懆ち逖､螟ｧ蟆鞘€晏柱窶懈ｷ句ｷｴ扈楢ｽｬ遘ｻ窶昴€ょ現逕溷惠蜈ｨ譎ｯ鄂第<E98482>ｼ荳ｭ陬∝<E999AC>荳堺ｸ€閾ｴ逧<EFBDB4>焚謐ｮ縲?
  3. 貂<EFBFBD>ｴ<EFBFBD> (Step 3): 謠仙叙螳梧<E89EB3>蜷趣ｼ檎せ蜃ｻ窶懈ｵ∬ｽｬ蛻ｰ蟾･蜈ｷ C窶昴€?蟾･蜈ｷ C* 謇灘ｼ€郛冶ｾ大勣縲ょ現逕滄€夊ｿ<E5A48A>ｾｧ霎ｹ譬丞書邇ｰ窶懆ち逖､螟ｧ蟆鞘€晄怏郛ｺ螟ｱ蛟ｼ<E89B9F>御ｸ€髞ｮ逕ｨ蝮<EFBDA8>€ｼ蝪ｫ陦･<E999A6>帛ｹｶ譁ｰ蠅櫁ｮ｡邂怜<E98282> BMI縲?
  4. 蛻<EFBFBD>梵 (Step 4): 謨ｰ謐ｮ貂<EFBDAE>ｴ怜ｮ梧ｯ包ｼ御ｿ晏ｭ倅ｸｺ窶懷<E7AAB6>譫宣寔_V1窶昴€ゆｸ€髞ｮ蜿鷹€∬<C280>邉ｻ扈溽噪窶懈匱閭ｽ謨ｰ謐ｮ蛻<EFBDAE>梵窶晄ｨ｡蝮苓ｿ幄｡?Kaplan-Meier 逕溷ｭ伜<EFBDAD>譫舌€?

蝗帙€?蜈ｨ螻€髱槫粥閭ｽ髴€豎?(Non-Functional Requirements)

4.1 逕ｨ謌ｷ菴馴ｪ檎ｭ也払 (UX Strategy)

  • 蜴ｻ蜿ｯ隗<EFBFBD>喧 (De-visualization): 蟇ｹ莠主ｷ･蜈ｷ A 蜥?B<>御ｸ榊ｱ慕､ｺ蜈ｨ驥<EFBDA8> Excel 鄂第<E98482>ｼ<EFBFBD>碁㊦逕?*窶懷髄蟇ｼ驟咲ｽ?-> 鮟醍將螟<E5B087>炊 -> 鮟<>≡鬚<E289A1>ｧ遺€? 逧<>ｨ｡蠑擾ｼ碁剄菴取ｵ剰ｧ亥勣貂ｲ譟灘視蜉幢ｼ瑚★辟ｦ扈捺棡縲?
  • 蜿埼ｦ郁｡･蛛ｿ (Feedback Loop): 譌｢辟ｶ逵倶ｸ崎ｧ∬ｿ<E288AC>ｨ具ｼ悟ｿ<E6829F>｡ｻ蠅槫ｼｺ扈捺棡蜿埼ｦ医€よｯ丈ｸｪ蟾･蜈ｷ蠢<EFBDB7>｡ｻ謠蝉ｾ幄ｯｦ扈<EFBDA6>噪 **窶懈焚謐ｮ雍ｨ驥乗冠蜻岩€?*<2A>亥ｦゑｼ壻ｸ｢蠑<EFBDA2>｡梧焚縲∝<E7B8B2>遯∫紫縲∫ｩｺ蛟ｼ邇<EFBDBC>ｼ峨€?
  • 譛ｬ蝨ｰ莨伜<EFBFBD> (Local-First): 蟾･蜈ｷ C 驥<>畑 IndexedDB 蟄伜お<E4BC9C>檎｡ｮ菫晉ｼ冶ｾ第桃菴懶ｼ育ｭ幃€峨€∵崛謐｢<E8AC90>画裏鄂醍ｻ懷ｻｶ霑溘€?

4.2 謨ｰ謐ｮ螳牙<E89EB3>荳朱嚼遘?(Security & Privacy)

  • PII 閼ｱ謨<EFBDB1>: 謇€譛牙書騾∫ｻ<E288AB> LLM (蟾･蜈ｷ B) 逧<>焚謐ｮ<E8AC90><EFBDAE>蠢<EFBFBD>｡ｻ蝨ｨ蜷守ｫｯ蜈育ｻ剰ｿ<EFBFBD>ｭ｣蛻呵┳謨擾ｼ亥ｧ灘錐縲∬ｺｫ莉ｽ隸√€∵焔譛ｺ蜿ｷ<EFBFBD>峨€?
  • 謨ｰ謐ｮ髫皮ｦｻ: 荳榊酔逕ｨ謌ｷ逧<EFBDB7>焚謐ｮ荳･譬ｼ迚ｩ逅<EFBDA9>囈遖ｻ<E98196><EFBDBB>3 霍ｯ蠕<EFBDAF> / DB Row Level Security<74>峨€?

4.3 諤ｧ閭ｽ謖<EFBDBD><E8AC96><EFBFBD> (Performance SLAs)

  • 譁<EFBFBD>ｻｶ謾ｯ謖<EFBFBD>: 蜊穂ｸｪ譁<EFBDAA>ｻｶ謾ｯ謖∵怙螟?50MB 謌?**50荳<30>｡<EFBFBD>**縲?
  • 蜩榊ｺ秘€溷ｺｦ:
    • 蟾･蜈ｷ A 蜷亥ｹｶ<EFBDB9>?0荳<30>｡鯉ｼ会ｼ喀< 60遘偵€?
    • 蟾･蜈ｷ B 謠仙叙<E4BB99>亥ｹｶ蜿托ｼ会ｼ壼叙蜀ｳ莠<EFBDB3> Token 驥擾ｼ碁怙謠蝉ｾ幄ｿ帛ｺｦ譚｡縲?
    • 蟾･蜈ｷ C 郛冶ｾ大桃蠎費ｼ喀< 100ms縲?

莠斐€?謨ｰ謐ｮ譬<EFBDAE>㊥荳取ｵ∬ｽｬ蜊剰ｮ?(Data Standards)

荳ｺ莠<EFBFBD>ｿ晁ｯ∽ｸ我ｸｪ蟾･蜈ｷ閭ｽ鬘ｺ逡<EFBFBD>刻菴懶ｼ悟ｿ<EFBFBD>｡ｻ螳壻ｹ臥ｻ滉ｸ€逧<EFBFBD>焚謐ｮ莠､謐｢譬<EFBFBD>㊥<EFBFBD><EFBFBD>

  1. 譁<EFBFBD>ｻｶ譬ｼ蠑<EFBFBD>: 蜀<>Κ豬∬ｽｬ扈滉ｸ€菴ｿ逕ｨ CSV (UTF-8 with BOM) 謌?JSON Lines縲?
  2. 譌･譛滓<EFBFBD>ｼ蠑<EFBFBD>: 謇€譛牙ｷ･蜈ｷ莠ｧ蜃ｺ逧<EFBDBA>律譛溷<E8AD9B><E6BAB7>悟ｼｺ蛻ｶ譬<EFBDB6>㊥蛹紋ｸｺ YYYY-MM-DD縲?
  3. 遨ｺ蛟ｼ陦ｨ遉? 扈滉ｸ€菴ｿ逕ｨ null 謌也ｩｺ蟄礼ｬｦ荳?""<22>御ｸ･遖∽ｽｿ逕?"NA", "-" 遲画枚譛ｬ豺ｷ蜈･謨ｰ蛟ｼ蛻励€?
  4. 豬∬ｽｬ蜃ｭ隸<EFBFBD>: 霍ｨ蟾･蜈ｷ霍ｳ霓ｬ譌ｶ<E8AD8C>碁€夊ｿ<E5A48A> URL 蜿よ焚莨<E7849A>騾?assetId (襍<>ｺｧID)<29>梧磁謾ｶ譁ｹ騾夊ｿ<E5A48A> API 闔ｷ蜿匁枚莉ｶ豬<EFBDB6>ｼ梧裏髴€蜑咲ｫｯ騾丈ｼ<E4B888>螟ｧ譁<EFBDA7>ｻｶ縲?

蜈ｭ縲?髯<>ｽ包ｼ夂沿譛ｬ隗<EFBDAC><E99A97>?(Roadmap)

  • Phase 1 (MVP): 荳顔ｺｿ蟾･菴懷<E88FB4>?+ 蟾･蜈ｷ A (蝓ｺ遑€蜷亥ｹｶ) + 蟾･蜈ｷ C (蝓ｺ遑€郛冶ｾ<E586B6>)縲ょｷ･蜈?B 證ゆｸ堺ｸ顔ｺｿ縲?
  • Phase 2 (Intelligence): 荳顔ｺｿ 蟾･蜈ｷ B (蜊墓ｨ｡蝙区署蜿?縲ょｷ･蜈?C 蠅槫刈萓ｧ霎ｹ譬冗ｻ溯ｮ｡縲?
  • Phase 3 (Trust): 蟾･蜈ｷ B 蜊<>ｺｧ荳ｺ蜿梧ｨ｡蝙倶ｺ､蜿蛾ｪ瑚ｯ√€ょｷ･蜈?A 蜊<>ｺｧ荳ｺ譌ｶ髣ｴ遯怜粋蟷ｶ縲
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