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%)
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# DC - 鏁版嵁娓呮礂鏁寸悊
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> **模块代号：** DC (Data Cleaning)
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> **开发状态：** ⏳ 规划中
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> **商业价值：** ⭐⭐⭐⭐⭐ 可独立售卖
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> **独立性：** ⭐⭐⭐⭐⭐
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> **妯″潡浠ｅ彿锛?* DC (Data Cleaning)
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> **寮€鍙戠姸鎬侊細** 鈴?瑙勫垝涓?
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> **鍟嗕笟浠峰€硷細** 猸愨瓙猸愨瓙猸?鍙<>嫭绔嬪敭鍗?
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> **鐙<EFBFBD>珛鎬э細** 猸愨瓙猸愨瓙猸?
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> **浼樺厛绾э細** P1
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---
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## 馃搵 妯″潡姒傝堪
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数据清洗整理模块提供专业工具，处理医院导出的海量（百万行级）、多表格的Excel数据。
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鏁版嵁娓呮礂鏁寸悊妯″潡鎻愪緵涓撲笟宸ュ叿锛屽<EFBFBD>鐞嗗尰闄㈠<EFBFBD>鍑虹殑娴烽噺锛堢櫨涓囪<EFBFBD>绾э級銆佸<EFBFBD>琛ㄦ牸鐨凟xcel鏁版嵁銆?
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**鏍稿績浠峰€硷細** 鏍稿績宸<E7B8BE>紓鍖栧姛鑳斤紝瑙ｅ喅鍖诲<E98D96>绉戠爺鐥涚偣
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@@ -20,20 +20,20 @@
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### 1. 琛ㄦ牸ETL锛堥噸鐐癸級
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- 澶氬紶Excel琛ㄦ牸瀵煎叆
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- 按"患者ID"和"时间"自动JOIN
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- 重组为干净的分析宽表
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- 鎸?鎮ｈ€匢D"鍜?鏃堕棿"鑷<>姩JOIN
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- 閲嶇粍涓哄共鍑€鐨勫垎鏋愬<EFBFBD>琛?
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### 2. 文本提取（NER）（重点）
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### 2. 鏂囨湰鎻愬彇锛圢ER锛夛紙閲嶇偣锛?
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- 浠庣梾鐞嗘姤鍛婃彁鍙栫粨鏋勫寲瀛楁<E7809B>
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- 从住院小结提取关键信息
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- 浠庝綇闄㈠皬缁撴彁鍙栧叧閿<EFBFBD>俊鎭?
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- TNM鍒嗘湡鑷<E6B9A1>姩璇嗗埆
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### 3. 鏁版嵁璐ㄩ噺鎶ュ憡
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- 缺失值统计
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- 异常值检测
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- 缂哄け鍊肩粺璁?
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- 寮傚父鍊兼<EFBFBD>娴?
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- 鏁版嵁璐ㄩ噺璇勫垎
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### 4. 导出标准化数据
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### 4. 瀵煎嚭鏍囧噯鍖栨暟鎹?
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- Excel瀵煎嚭
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- SPSS鏍煎紡
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- R璇<52>█鏍煎紡
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@@ -44,39 +44,39 @@
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```
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DC-鏁版嵁娓呮礂鏁寸悊/
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├── [AI对接] DC快速上下文.md # ⏳ 待创建
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鈹溾攢鈹€ [AI瀵规帴] DC蹇<EFBFBD>€熶笂涓嬫枃.md # 鈴?寰呭垱寤?
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鈹溾攢鈹€ 00-椤圭洰姒傝堪/
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│ └── 01-产品需求文档(PRD).md # ⏳ 待创建
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鈹? 鈹斺攢鈹€ 01-浜у搧闇€姹傛枃妗?PRD).md # 鈴?寰呭垱寤?
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鈹溾攢鈹€ 01-璁捐<E79281>鏂囨。/
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│ ├── 01-ETL引擎设计.md # ⏳ 待创建
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│ └── 02-医学NLP设计.md # ⏳ 待创建
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└── README.md # ✅ 当前文档
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鈹? 鈹溾攢鈹€ 01-ETL寮曟搸璁捐<EFBFBD>.md # 鈴?寰呭垱寤?
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鈹? 鈹斺攢鈹€ 02-鍖诲<E98D96>NLP璁捐<E79281>.md # 鈴?寰呭垱寤?
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鈹斺攢鈹€ README.md # 鉁?褰撳墠鏂囨。
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```
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---
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## 馃敆 渚濊禆鐨勯€氱敤鑳藉姏
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- **LLM网关** - 医学NER提取（云端版）
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- **LLM缃戝叧** - 鍖诲<EFBFBD>NER鎻愬彇锛堜簯绔<EFBFBD>増锛?
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- **鏂囨。澶勭悊寮曟搸** - Excel/Docx璇诲彇
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- **ETL引擎** - 数据清洗和转换
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- **医学NLP引擎** - 实体识别（单机版）
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- **ETL寮曟搸** - 鏁版嵁娓呮礂鍜岃浆鎹?
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- **鍖诲<EFBFBD>NLP寮曟搸** - 瀹炰綋璇嗗埆锛堝崟鏈虹増锛?
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---
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## 馃幆 鍟嗕笟妯″紡
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**目标客户：** 临床科室、数据管理员
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**售卖方式：** 独立产品
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**定价策略：** 按项目数或一次性License
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**鐩<EFBFBD>爣瀹㈡埛锛?* 涓村簥绉戝<E7BB89>銆佹暟鎹<E69A9F><E98EB9>鐞嗗憳
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**鍞<EFBFBD>崠鏂瑰紡锛?* 鐙<>珛浜у搧
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**瀹氫环绛栫暐锛?* 鎸夐」鐩<E3808D>暟鎴栦竴娆℃€<E28483>icense
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---
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## ⚠️ 技术难点
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## 鈿狅笍 鎶€鏈<E282AC>毦鐐?
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1. **大数据处理** - 百万行数据的内存管理
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2. **隐私保护** - 单机版必须100%本地化
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3. **NER准确率** - 医学术语复杂
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1. **澶ф暟鎹<EFBFBD><EFBFBD>鐞?* - 鐧句竾琛屾暟鎹<E69A9F>殑鍐呭瓨绠＄悊
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2. **闅愮<EFBFBD>淇濇姢** - 鍗曟満鐗堝繀椤?00%鏈<>湴鍖?
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3. **NER鍑嗙‘鐜?* - 鍖诲<E98D96>鏈<EFBFBD><E98F88>澶嶆潅
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---
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