Files
AIclinicalresearch/docs/03-业务模块/DC-数据清洗整理/06-开发记录/2025-12-07_完整UI优化与功能增强.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

14 KiB
Raw Blame History

2025-12-07 摰峕㟲 UI 隡睃<E99AA1>銝𤾸<E98A9D><F0A4BEB8><EFBFBD>撘?

**<2A><EFBFBD><E586BD><EFBFBD>撽勗𢆡<E58B97><F0A286A1><EFBFBD><EFBFBD><EFBFBD><EFBCB6>?*嚗? 銝芸<E98A9D><E88AB8>桅䔮憸睃<E686B8><E79D83>其耨憭?


<EFBFBD><EFBFBD> <20><EFBFBD><E586BD><EFBFBD><E6BCA4><EFBFBD>䔮憸?

  1. <EFBFBD>?銵冽聢瘝⊥<EFBFBD><EFBFBD>㰘蝸<EFBFBD>𣂼<EFBFBD> - AG Grid 璅<E79285><E288AA>芣釣<E88AA3>?
  2. <EFBFBD>?<EFBFBD><EFBFBD><EFBFBD>屸𢒰<EFBFBD>𧼮虜蝎㛖<EFBFBD> - 銝𤾸<E98A9D><F0A4BEB8>见㦛撌株<E6928C>憭?
  3. <EFBFBD>?*AI <20><EFBFBD>瘝⊥<E7989D><E79488>霂? - <20><EFBFBD>銝滨䰻<E6BBA8><EFBFBD>雿蓥蝙<E893A5>?
  4. <EFBFBD>?颲枏<EFBFBD><EFBFBD><EFBFBD>摰嫣<EFBFBD><EFBFBD> - <20><EFBFBD><E785BE><EFBFBD>隞滢<E99A9E><E6BBA2>?
  5. <EFBFBD>?*憿菟𢒰<EFBFBD>箇緵皛𡁜𢆡<EFBFBD>? - 雿㯄<E99BBF>銝滚末
  6. <EFBFBD>?<EFBFBD><EFBFBD><EFBFBD>芸𢆡<EFBFBD><EFBFBD> - <20><EFBFBD><E586BD><EFBFBD><E4ADBE><EFBFBD>
  7. <EFBFBD>?*<EFBFBD><EFBFBD>閖䔮憸䀹<EFBFBD>瘜訫<EFBFBD>蝑? - 靘见<E99D98>"<22><EFBFBD>撠𤑳撩憭勗<E686AD><EFBFBD>"

<EFBFBD>?摰峕㟲靽桀<E99DBD><E6A180><EFBFBD>

1. 靽桀<EFBFBD> AG Grid 璅<E79285>瘜典<E7989C><E585B8>躰秤 <20>?

**<2A><EFBFBD>**嚗?

AG Grid: error #272 No AG Grid modules are registered!

**靽桀<E99DBD>**嚗?

// DataGrid.tsx
import { ColDef, ModuleRegistry, AllCommunityModule } from 'ag-grid-community';

// 潃?瘜典<E7989C> AG Grid 璅<E79285>
ModuleRegistry.registerModules([AllCommunityModule]);

**蝏𤘪<E89D8F>**嚗尠<E59A97> 銵冽聢甇<E881A2><EFBFBD>㰘蝸嚗峕㺭<E5B395><EFBFBD><E6A180>湔遬蝷?


2. *隡睃<EFBFBD><EFBFBD><EFBFBD><EFBFBD>屸𢒰嚗<EFBFBD><EFBFBD><EFBFBD><EFBFBD>见㦛嚗? <20>?

2.1 靽格㺿 AI <20><EFBFBD><E68B87>滨妍

// Sidebar.tsx
<span>AI <EFBFBD>唳旿皜<EFBFBD><EFBFBD><EFBFBD><EFBFBD></span>  // <20><>䔉嚗鋫I Copilot

2.2 隡睃<E99AA1><E79D83>厰僼<E58EB0><EFBFBD>

// Header.tsx - 餈𥪜<E9A488><F0A5AA9C>厰僼
<button className="flex items-center gap-1.5 px-2.5 py-1.5 rounded-md hover:bg-slate-50 text-slate-500 hover:text-slate-700 transition-colors text-xs">
  <ArrowLeft className="w-3.5 h-3.5" />
  <span className="font-normal">餈𥪜<EFBFBD>撌乩<EFBFBD><EFBFBD>?/span>
</button>

// <20><EFBFBD>/<2F><EFBFBD><E6BB9A>厰僼
<div className="flex items-center bg-slate-50 rounded-lg p-0.5 border border-slate-200">
  <button className="p-1.5 text-slate-300 hover:text-slate-600 rounded hover:bg-white transition-colors">
    <Undo2 size={14} />
  </button>
</div>

**<2A><EFBFBD>**嚗?

  • <EFBFBD>?<3F>厰僼<E58EB0><EFBFBD>撌改<E6928C>14px <20><EFBFBD><EFBFBD><E59A97><EFBFBD>?16-18px嚗?
  • <EFBFBD>?憸𡏭𠧧<F0A18FAD><EFBFBD><E6B994><EFBFBD>slate-300/500嚗<30><E59A97><EFBFBD>?slate-400/600嚗?
  • <EFBFBD>?颲寞<E9A2B2><E5AF9E><EFBFBD>嚗?px嚗<78><E59A97><EFBFBD>?2px嚗?
  • <EFBFBD>?餈<><EFBFBD><E885B9><EFBFBD><EFBFBD><EFBFBD><E6B994>?

2.3 瘛餃<E7989B> AI <20><EFBFBD><E68B87><EFBFBD><EFBFBD>厰僼

// Header.tsx
<button
  onClick={onToggleSidebar}
  className={`flex items-center gap-1.5 px-3 py-1.5 rounded-lg text-xs font-medium transition-all ${
    isSidebarOpen 
      ? 'bg-emerald-100 text-emerald-700 hover:bg-emerald-200' 
      : 'bg-slate-100 text-slate-600 hover:bg-slate-200'
  }`}
>
  <MessageSquare size={14} />
  <span>AI<EFBFBD><EFBFBD></span>
</button>

**蝏𤘪<E89D8F>**嚗尠<E59A97> <20>喲𡡒<E596B2>𤾸虾隞仿<E99A9E><E4BBBF><EFBFBD><EFBFBD>嚗𣬚𠶖<F0A3AC9A><F0A0B696><EFBFBD><EFBFBD>?

2.4 憓𧼮撩閫<E692A9><E996AB><EFBFBD><EFBFBD><EFBFBD>

// Sidebar.tsx
<div className="w-[480px] bg-white border-l-2 border-slate-200 flex flex-col shadow-lg">
  <div className="h-14 border-b border-slate-200 flex items-center justify-between px-4 bg-gradient-to-r from-emerald-50 to-white">

**<2A><EFBFBD>**嚗?

  • <EFBFBD>?摰賢漲憓𧼮<E68693>嚗?80px嚗<78><E59A97><EFBFBD>?420px嚗?
  • <EFBFBD>?撌虫儒颲寞<E9A2B2><E5AF9E><EFBFBD>嚗?px嚗?
  • <EFBFBD>?瘛餃<E7989B><E9A483>游蔣嚗ìhadow-lg嚗?
  • <EFBFBD>?憭湧<E686AD>皜𣂼<E79A9C><F0A382BC>峕艶

2.5 隡睃<E99AA1>銵冽聢摰孵膥

// DataGrid.tsx
<div className="bg-white border-2 border-slate-200 shadow-lg rounded-2xl overflow-hidden h-full">

**<2A><EFBFBD>**嚗?

  • <EFBFBD>?颲寞<E9A2B2><E5AF9E><EFBFBD>嚗?px嚗?
  • <EFBFBD>?<3F>游蔣憓𧼮撩嚗ìhadow-lg嚗?
  • <EFBFBD>?<3F><><EFBFBD>憓𧼮之嚗ǐounded-2xl嚗?

3. *瘛餃<EFBFBD> AI 甈<E79488>霂? <20>?

**<2A><EFBFBD>**嚗𡁶鍂<F0A181B6><EFBFBD>隡䭾<E99AA1>隞嗅<E99A9E>嚗淾I 撖寡<E69296><EFBFBD>糓蝛箇蒾<E7AE87>?

**靽桀<E99DBD>**嚗?

// ChatContainer.tsx
const initialMessages = defaultMessages.length > 0 ? defaultMessages : [{
  id: 'welcome',
  role: 'assistant' as const,
  content: '<27>典末嚗<E69CAB><E59A97><EFBFBD><EFBFBD><E88880>?AI <20>唳旿<E594B3><E697BF><EFBFBD><EFBFBD><E692A3><EFBFBD><EFBFBD><EFBFBD>臭誑撣格<E692A3>蝻硋<E89DBB><EFBFBD><E99A9E><EFBFBD><EFBFBD>瘣埈㺭<E59F88><EFBFBD><E69FB4><EFBFBD>霂閗秩嚗?<3F>𠰴僑樴<E58391>之鈭?0<><30>挽銝箄<E98A9D><E7AE84>僑蝏?<3F>?,
  status: 'success' as const,
  timestamp: Date.now(),
}];

**蝏𤘪<E89D8F>**嚗尠<E59A97> <20><EFBFBD>蝡见朖<E8A781><EFBFBD>撘訫紡嚗𣬚䰻<F0A3AC9A><EFBFBD>雿蓥蝙<E893A5>?


4. *<EFBFBD>征颲枏<EFBFBD>獢?+ 憓𧼮捐撖寡<E69296>獢? <20>?

4.1 皜<>征颲枏<E9A2B2>獢?

// Sidebar.tsx
const [inputValue, setInputValue] = useState('');

<ChatContainer
  senderProps={{
    placeholder: '颲枏<E9A2B2><E69E8F>唳旿憭<E697BF><E686AD><EFBFBD><EFBFBD>瘙?..嚗𠄌nter<65><EFBFBD><E785BE><EFBFBD>',
    value: inputValue,
    onChange: (value) => setInputValue(value),
  }}
  onMessageSent={() => {
    setInputValue(''); // 潃?<3F><EFBFBD><E785BE><EFBFBD><EFBFBD>  }}
/>

4.2 憓𧼮捐撖寡<E69296>獢?

// Sidebar.tsx
<div className="w-[480px] ...">  // <20><>䔉嚗鯱-[420px]

**蝏𤘪<E89D8F>**嚗?

  • <EFBFBD>?<3F><EFBFBD><E785BE><EFBFBD><EFBFBD><EFBFBD>颲枏<E9A2B2><EFBFBD><EFBFBD><EFBFBD>蝛?
  • <EFBFBD>?撖寡<E69296><EFBFBD>凒摰踝<E691B0><E8B89D><EFBFBD><EFBFBD>曄內摰峕㟲

5. *蝘駁膄憿菟𢒰皛𡁜𢆡<EFBFBD>? <20>?

**<2A><EFBFBD>**嚗𡁏㟲銝芷△<E88AB7><EFBCB7>唳赤<E594B3><EFBFBD>蝥萄<E89DA5>皛𡁜𢆡<F0A1819C>?

**靽桀<E99DBD>**嚗?

// index.tsx
<div className="h-screen w-screen flex flex-col bg-gradient-to-br from-slate-50 to-slate-100 overflow-hidden">
  
  <div className="flex-1 flex overflow-hidden">
    <div className="flex-1 flex flex-col min-w-0 overflow-hidden">
      <Toolbar />
      <div className="flex-1 p-4 overflow-hidden">  {/* 潃?<3F>喲睸嚗駅verflow-hidden */}
        <DataGrid data={state.data} columns={state.columns} />
      </div>
    </div>
  </div>
</div>

**<2A>喲睸<E596B2>?*嚗?

  • <EFBFBD>?<3F><><EFBFBD><EFBFBD>摰孵膥霈曄蔭 overflow-hidden
  • <EFBFBD>?<3F>芸銁 DataGrid <20><><EFBFBD><EFBFBD><EFBFBD><E39787>冽辺
  • <EFBFBD>?蝘駁膄憭帋<E686AD><E5B88B>?overflow-auto

**蝏𤘪<E89D8F>**嚗尠<E59A97> 憿菟𢒰<E88F9F><EFBFBD><E4ADBE>冽辺嚗<E8BEBA><EFBFBD>㕑”<E39591><EFBFBD><E6BE86>典虾皛𡁜𢆡


6. *<EFBFBD><EFBFBD><EFBFBD>见𢆡<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>芸𢆡餈鞱<EFBFBD>嚗? <20>?

**<2A><EFBFBD>**嚗鋫I <20><><EFBFBD><EFBFBD><E99A9E><EFBFBD>𡒊<EFBFBD><F0A1928A><EFBFBD>銵䕘<E98AB5><E49598><EFBFBD><E586BD><EFBFBD><E4ADBE><EFBFBD>

**靽桀<E99DBD>**嚗?

6.1 靽格㺿<E6A0BC>滨垢靚<E59EA2>

// Sidebar.tsx
providerConfig={{
  apiEndpoint: `/api/v1/dc/tool-c/ai/generate`,  // 潃?<3F>嫣蛹<E5ABA3><EFBFBD><E88AB0>?
  requestFn: async (message: string) => {
    // <20><EFBFBD><E88AB0>𣂷誨<F0A382B7><E8AAA8><EFBFBD>銝齿<E98A9D>銵?
    const response = await fetch(`/api/v1/dc/tool-c/ai/generate`, {
      method: 'POST',
      headers: { 'Content-Type': 'application/json' },
      body: JSON.stringify({ sessionId, message }),
    });
    
    const result = await response.json();
    
    return {
      messageId: result.data?.messageId,
      explanation: result.data?.explanation,
      code: result.data?.code,  // 潃?<3F><EFBFBD><E88ABE>硺誨<E7A1BA><E8AAA8><EFBFBD>銝齿<E98A9D>銵?
      success: true,
      metadata: {
        messageId: result.data?.messageId,
      },
    };
  },
}}

6.2 <20><EFBFBD><E586BD>孵稬"餈鞱<E9A488><EFBFBD><E99A9E>"<22>厰僼

// Sidebar.tsx
const handleExecuteCode = async (code: string, messageId?: string) => {
  setIsExecuting(true);
  try {
    const response = await fetch(`/api/v1/dc/tool-c/ai/execute`, {
      method: 'POST',
      headers: { 'Content-Type': 'application/json' },
      body: JSON.stringify({ sessionId, code, messageId }),
    });
    
    const result = await response.json();
    
    if (result.data?.newDataPreview) {
      onDataUpdate(result.data.newDataPreview);  // 潃?<3F>湔鰵銵冽聢
      antdMessage.success('隞<><E99A9E><EFBFBD><EFBFBD><E689AF>𣂼<EFBFBD>');
    }
  } finally {
    setIsExecuting(false);
  }
};

**瘚<><E7989A>**嚗?

1. <20><EFBFBD>颲枏<E9A2B2><E69E8F><EFBFBD>瘙?
   <20>?
2. AI <20><><EFBFBD><EFBFBD><E99A9E><EFBFBD>遬蝷箏銁撖寡<E69296><EFBFBD><E78DA2>
   <20>?
3. <20><EFBFBD><E586BD><EFBFBD><EFBFBD><E99A9E>
   <20>?
4. <20><EFBFBD><E586BD>孵稬"餈鞱<E9A488><EFBFBD><E99A9E>"<22>厰僼  潃?<3F>见𢆡<E8A781><EFBFBD>
   <20>?
5. <20><EFBFBD><EFBFBD><E99A9E>嚗峕凒<E5B395>啗”<E59597>?

**蝏𤘪<E89D8F>**嚗尠<E59A97> <20><EFBFBD><EFBFBD><E691B0><EFBFBD><EFBFBD><EFBFBD><E99A9E><EFBFBD><EFBFBD><E689AF>嗆㦤


7. *<EFBFBD><EFBFBD><EFBFBD><EFBFBD>閖䔮蝑? <20>?

**<2A><EFBFBD>**嚗𡁶<E59A97><F0A181B6>閖䔮憸矋<E686B8>憒?<3F><EFBFBD>撠𤑳撩憭勗<E686AD><EFBFBD>"嚗㗇<E59A97>瘜訫<E7989C>蝑䈑<E89D91>AI 撘箏<E69298><E7AE8F><EFBFBD><EFBFBD><EFBFBD><E99A9E>

**閫<><E996AB><EFBFBD><EFBFBD>**嚗𡁏溶<F0A1818F>䭾鰵<E4ADBE>?/ai/chat 蝡舐<E89DA1>

7.1 <20>𡒊垢<F0A1928A><EFBFBD> API

// AIController.ts
async chat(request: FastifyRequest, reply: FastifyReply) {
  const { sessionId, message } = request.body;
  
  // <20><EFBFBD> Session 靽⊥<E99DBD>
  const session = await sessionService.getSession(sessionId);
  
  // 靚<>鍂 LLM 餈𥡝<E9A488><EFBFBD><E89D9E>閖䔮蝑?
  const llm = LLMFactory.getAdapter('deepseek-v3');
  const response = await llm.chat([
    { 
      role: 'system', 
      content: `雿䭾糓銝<E7B393>銝芣㺭<E88AA3><EFBFBD><E6A180>𣂼𨭌<F0A382BC><EFBFBD><E58D9D><EFBFBD><EFBFBD>齿㺭<E9BDBF><EFBFBD>靽⊥<E99DBD>嚗?
- <20><><EFBFBD><EFBFBD>${session.fileName}
- <20><EFBFBD><E9A489><EFBFBD>${session.totalRows}
- <20><EFBFBD><E9A483><EFBFBD>${session.totalCols}
- <20><EFBFBD>嚗?{session.columns.join(', ')}

霂瑞凒<EFBFBD><EFBFBD>蝑𠉛鍂<EFBFBD><EFBFBD><EFBFBD><EFBFBD>嚗䔶<EFBFBD><EFBFBD><EFBFBD><EFBFBD>𣂷誨<EFBFBD><EFBFBD><EFBFBD><EFBFBD> 
    },
    { role: 'user', content: message }
  ], {
    temperature: 0.7,
    maxTokens: 500,
  });
  
  return reply.send({
    success: true,
    data: {
      messageId: Date.now().toString(),
      content: response.content,
      explanation: response.content,
    }
  });
}

7.2 頝舐眏瘜典<E7989C>

// routes/index.ts
fastify.post('/ai/chat', {
  handler: aiController.chat.bind(aiController),
});

7.3 <20>滨垢<E6BBA8><EFBFBD><E7AE84>斗鱏

**<2A><EFBFBD>**嚗𡁜<E59A97>蝡臬虾隞交覔<E4BAA4>桃鍂<E6A183><EFBFBD><E79181>交惣<E4BAA4><EFBFBD>㗇𥋘靚<F0A58B98><EFBFBD>芯葵 API

// <20>芣䔉隡睃<E99AA1>嚗𡁏惣<F0A1818F>賢ế<E8B3A2>?
const isSimpleQuestion = (message: string) => {
  const questionKeywords = ['憭𡁜<E686AD>', '<27><EFBFBD>', '隞<>銋?, '<EFBFBD><EFBFBD>', '<EFBFBD>臬炏', '<EFBFBD><EFBFBD>'];
  return questionKeywords.some(kw => message.includes(kw));
};

// 憒<><E68692><EFBFBD><EFBFBD><E88890>閖䔮憸矋<E686B8><EFBFBD>鍂 /ai/chat
// 憒<><E68692><EFBFBD>舀㺭<E88880><EFBFBD><E6A180><EFBFBD><EFBFBD><EFBFBD><E79899><EFBFBD>鍂 /ai/generate

敶枏<EFBFBD>摰䂿緵嚗𡁜<EFBFBD>雿輻鍂 /ai/generate<EFBFBD><EFBFBD><EFBFBD>𦦵鍂<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>閖䔮蝑䈑<EFBFBD><EFBFBD>臭誑<EFBFBD>见𢆡<EFBFBD><EFBFBD>

**蝏𤘪<E89D8F>**嚗尠<E59A97> <20><EFBFBD>銝斤<E98A9D>撖寡<E69296><E79285>


<EFBFBD><EFBFBD> 摰峕㟲靽格㺿皜<E3BABF><E79A9C>

<EFBFBD><EFBFBD> 靽格㺿<EFBFBD><EFBFBD> 銵峕㺭 <EFBFBD><EFBFBD>?
<EFBFBD>滨垢
DataGrid.tsx 瘜典<EFBFBD> AG Grid 璅<E79285> +2 <EFBFBD>?
DataGrid.tsx 隡睃<EFBFBD>摰孵膥<EFBFBD><EFBFBD><EFBFBD>器獢<EFBFBD><EFBFBD><EFBFBD>狍敶晞<EFBFBD><EFBFBD><EFBFBD>閫𡜐<EFBFBD> ~10 <EFBFBD>?
ChatContainer.tsx 瘛餃<EFBFBD><EFBFBD>霂? +8 <EFBFBD>?
ChatContainer.tsx <EFBFBD>脫迫<EFBFBD><EFBFBD><EFBFBD>征瘨<EFBFBD><EFBFBD> +1 <EFBFBD>?
chat.css 憓𧼮撩颲寞<EFBFBD><EFBFBD><EFBFBD>狍敶晞<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>? ~25 <EFBFBD>?
Sidebar.tsx 靽格㺿<EFBFBD>滨妍銝?AI <20>唳旿皜<E697BF><E79A9C><EFBFBD><EFBFBD>" +1 <EFBFBD>?
Sidebar.tsx 憓𧼮捐撖寡<EFBFBD><EFBFBD><EFBFBD>480px嚗? +1 <EFBFBD>?
Sidebar.tsx 瘛餃<EFBFBD>颲枏<EFBFBD><EFBFBD>𠶖<EFBFBD><EFBFBD><EFBFBD>? +5 <EFBFBD>?
Sidebar.tsx 靽格㺿銝箏蘨<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>嚗䔶<EFBFBD><EFBFBD>芸𢆡<EFBFBD><EFBFBD> ~15 <EFBFBD>?
Header.tsx 隡睃<EFBFBD><EFBFBD>厰僼<EFBFBD><EFBFBD><EFBFBD>凒撠誩概<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> ~20 <EFBFBD>?
Header.tsx 瘛餃<EFBFBD> AI <20><EFBFBD><E68B87><EFBFBD><EFBFBD>厰僼 +15 <EFBFBD>?
index.tsx (Tool C) 蝘駁膄憿菟𢒰皛𡁜𢆡<EFBFBD>? ~5 <EFBFBD>?
index.tsx (Tool C) 隡𣳇<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>靚? +2 <EFBFBD>?
index.tsx (Tool C) 蝘駁膄摨笔<EFBFBD><EFBFBD>?handleSendMessage -90 <EFBFBD>?
index.tsx (DC) 靽桀<EFBFBD> Spin tip 霅血<E99C85> +1 <EFBFBD>?
toolC.ts <EFBFBD>湔鰵蝐餃<EFBFBD>摰帋<EFBFBD> ~5 <EFBFBD>?
<EFBFBD>𡒊垢
AIController.ts 瘛餃<EFBFBD> chat <20><EFBFBD><EFBFBD><E59A97><EFBFBD>閖䔮蝑䈑<E89D91> +58 <EFBFBD>?
AIController.ts 瘛餃<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>? +3 <EFBFBD>?
routes/index.ts 瘜典<EFBFBD> /ai/chat 頝舐眏 +4 <EFBFBD>?
<EFBFBD>餉恣 *19 銝芣<E98A9D>隞? *~180 銵? *<EFBFBD>?

<EFBFBD>綫 閫<><E996AB>撖寞<E69296>

靽桀<EFBFBD><EFBFBD>?<3F>?

<EFBFBD><EFBFBD><EFBFBD> <EFBFBD><EFBFBD>
銵冽聢 銝齿遬蝷綽<EFBFBD><EFBFBD><EFBFBD>躰秤嚗?
<EFBFBD>厰僼 憭芸之<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>器獢<EFBFBD><EFBFBD>
AI 撖寡<E69296>獢? 憭芰<EFBFBD>嚗?20px嚗㚁<E59A97><E39A81>䭾洽餈舘祗
颲寞<EFBFBD> 1px嚗䔶<EFBFBD><EFBFBD>
<EFBFBD><EFBFBD> <EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>蝟?
皛𡁜𢆡<EFBFBD>? 憿菟𢒰蝥批<EFBFBD>嚗䔶<EFBFBD><EFBFBD>

靽桀<EFBFBD><EFBFBD>?<3F>?

<EFBFBD><EFBFBD><EFBFBD> <EFBFBD><EFBFBD>
銵冽聢 <EFBFBD><EFBFBD>曄內嚗?px 颲寞<E9A2B2>嚗屸狍敶?
<EFBFBD>厰僼 撠誩概嚗?4px嚗㚁<E59A97><E39A81>𥪜<EFBFBD>嚗𣬚<E59A97>颲寞<E9A2B2>
AI 撖寡<E69296>獢? <EFBFBD>游捐嚗?80px嚗㚁<E59A97><E39A81>㗇洽餈舘祗
颲寞<EFBFBD> 2px嚗峕<EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
<EFBFBD><EFBFBD> 皜𣂼<EFBFBD><EFBFBD><EFBFBD>狍敶晞<EFBFBD><EFBFBD><EFBFBD>甈⊥<EFBFBD>
皛𡁜𢆡<EFBFBD>? <EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>雿㯄<EFBFBD>憟?

<EFBFBD><20><EFBFBD>撖寞<E69296>

靽桀<EFBFBD><EFBFBD>?<3F>?

<EFBFBD><EFBFBD> <EFBFBD><EFBFBD>
<EFBFBD><EFBFBD><EFBFBD><EFBFBD> <EFBFBD>芸𢆡<EFBFBD><EFBFBD>嚗峕<EFBFBD>瘜閙綉<EFBFBD>?
颲枏<EFBFBD>獢? <EFBFBD><EFBFBD><EFBFBD><EFBFBD>銝齿<EFBFBD>蝛?
AI <20><EFBFBD> <EFBFBD>喲𡡒<EFBFBD><EFBFBD>瘜閙<EFBFBD><EFBFBD>
<EFBFBD><EFBFBD>閖䔮蝑? 銝齿𣈲<EFBFBD>?

靽桀<EFBFBD><EFBFBD>?<3F>?

<EFBFBD><EFBFBD> <EFBFBD><EFBFBD>
<EFBFBD><EFBFBD><EFBFBD><EFBFBD> <EFBFBD>见𢆡<EFBFBD>孵稬"餈鞱<E9A488><EFBFBD><E99A9E>"<22>厰僼
颲枏<EFBFBD>獢? <EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>芸𢆡皜<EFBFBD>
AI <20><EFBFBD> <EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
<EFBFBD><EFBFBD>閖䔮蝑? <EFBFBD><EFBFBD><EFBFBD>鰵憓?/ai/chat API嚗?

<EFBFBD><EFBFBD> <20><EFBFBD> API

POST /api/v1/dc/tool-c/ai/chat

**<2A><EFBFBD>?*嚗𡁶<E59A97><F0A181B6>閖䔮蝑䈑<E89D91>銝滨<E98A9D><E6BBA8>𣂷誨<F0A382B7>?

**霂瑟<E99C82>**嚗?

{
  "sessionId": "xxx",
  "message": "<22><EFBFBD>蝐餃<E89D90><E9A483><EFBFBD>憭𡁜<E686AD>蝻箏仃<E7AE8F><EFBFBD>"
}

**<2A><EFBFBD>**嚗?

{
  "success": true,
  "data": {
    "messageId": "xxx",
    "content": "<22>寞旿敶枏<E695B6><E69E8F>唳旿<E594B3><E697BF><EFBFBD><EFBFBD><EFBFBD>蝐餃<E89D90><E9A483><EFBFBD> 15 銝芰撩憭勗<E686AD><EFBFBD>?,
    "explanation": "<EFBFBD>寞旿敶枏<EFBFBD><EFBFBD>唳旿<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>蝐餃<EFBFBD><EFBFBD><EFBFBD> 15 銝芰撩憭勗<EFBFBD><EFBFBD>?
  }
}

<EFBFBD>?撉諹<E69289>蝏𤘪<E89D8F>

Linter 璉<><E79289>?

  • <EFBFBD>?<EFBFBD>滨垢嚗? <20>躰秤嚗? 霅血<E99C85>
  • <EFBFBD>?<EFBFBD>𡒊垢嚗? <20>躰秤嚗? 霅血<E99C85>

瘚讛<EFBFBD><EFBFBD>冽綉<EFBFBD>嗅蝱

  • <EFBFBD>?AG Grid <20>躰秤嚗𡁜歇靽桀<EFBFBD>
  • <EFBFBD>?**Spin 霅血<E99C85>**嚗𡁜歇靽桀<E99DBD>
  • <EFBFBD>?0 <20>躰秤嚗? 霅血<E99C85>

<EFBFBD><EFBFBD>瘚贝<EFBFBD>

<EFBFBD><EFBFBD> 瘚贝<EFBFBD>蝏𤘪<EFBFBD>
銵冽聢<EFBFBD>㰘蝸 <EFBFBD>?甇<><EFBFBD>曄內
AI 甈<E79488>霂? <EFBFBD>?<3F>芸𢆡<E88AB8>曄內
颲枏<EFBFBD><EFBFBD><EFBFBD>蝛? <EFBFBD>?<3F><EFBFBD><E785BE><EFBFBD><EFBFBD>
<EFBFBD><EFBFBD><EFBFBD>见𢆡<EFBFBD><EFBFBD> <EFBFBD>?<3F>孵稬<E5ADB5>厰僼<E58EB0><EFBFBD>
AI <20><EFBFBD><E68B87><EFBFBD> <EFBFBD>?<3F><EFBFBD><E887AC>?
憿菟𢒰皛𡁜𢆡 <EFBFBD>?隞<><EFBFBD><EFBFBD><E6BE86>?
<EFBFBD>屸𢒰蝎曇稲摨? <EFBFBD>?<3F><EFBFBD><E4BAA5><EFBFBD><E7AC94>?

<EFBFBD><EFBFBD> <20><EFBFBD>雿㯄<E99BBF><E3AF84>𣂼<EFBFBD>

靽桀<EFBFBD><EFBFBD>?

  • <EFBFBD>?銵冽聢銝齿遬蝷綽<E89DB7><E7B6BD><EFBFBD><E586BD><EFBFBD>
  • <EFBFBD>?<3F>屸𢒰蝎㛖<E89D8E>嚗𣬚撩銋譍<E98A8B>銝𡁏<E98A9D>
  • <EFBFBD>?AI 撖寡<E69296><EFBFBD><EFBFBD><EFBFBD>銝滨䰻<E6BBA8><EFBFBD>雿蓥蝙<E893A5>?
  • <EFBFBD>?颲枏<E9A2B2><EFBFBD><E78DA2><EFBFBD>征嚗䔶<E59A97><EFBFBD>
  • <EFBFBD>?隞<><E99A9E><EFBFBD>芸𢆡<E88AB8><EFBFBD>嚗峕<E59A97>瘜閙綉<E99699>?
  • <EFBFBD>?憿菟𢒰皛𡁜𢆡瘛瑚僚

靽桀<EFBFBD><EFBFBD>?

  • <EFBFBD>?銵冽聢蝡见朖<E8A781>曄內嚗峕㺭<E5B395><EFBFBD><E6A0BC>?
  • <EFBFBD>?<3F>屸𢒰蝎曇稲嚗䔶<E59A97>銝𡁏<E98A9D>撘?
  • <EFBFBD>?AI 甈<E79488>霂剖<E99C82>撖潘<E69296>雿輻鍂<E8BCBB>𡒊
  • <EFBFBD>?颲枏<E9A2B2><EFBFBD><EFBFBD><EFBFBD>蝛綽<E89D9B>雿㯄<E99BBF><EFBFBD><E7989A>
  • <EFBFBD>?隞<><E99A9E><EFBFBD>见𢆡<E8A781><EFBFBD>嚗𣬚鍂<F0A3AC9A>瑕虾<E79195>?
  • <EFBFBD>?憿菟𢒰撣<F0A292B0><E692A3>摰𣬚<E691B0>嚗峕<E59A97>皛𡁜𢆡撟脫贋

<EFBFBD><EFBFBD>雿㯄<EFBFBD><EFBFBD><EFBFBD>嚗尠<EFBFBD>潃鐥<EFBFBD>潃鐥<EFBFBD>


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

1. <20>瑟鰵瘚讛<E7989A><E8AE9B>?

http://localhost:5173/data-cleaning/tool-c

2. 銝𠹺<E98A9D><F0A0B9BA><EFBFBD>

  • <EFBFBD>孵稬"<22>㗇𥋘<E39787><F0A58B98>辣"
  • 銝𠹺<EFBFBD> CSV <20>?Excel
  • 摨磰砲<EFBFBD><EFBFBD>嚗?
    • <EFBFBD>?銵冽聢甇<E881A2><EFBFBD>曄內<E69B84>唳旿
    • <EFBFBD>?AI 甈<E79488>霂剛䌊<E5899B>典枂<E585B8>?
    • <EFBFBD>?<3F>屸𢒰蝎曇稲蝢舘<E89DA2>

3. 瘚贝<E7989A> AI 撖寡<E69296>

**<2A>唳旿憭<E697BF><E686AD><EFBFBD><EFBFBD>瘙?*嚗<><E59A97><EFBFBD>𣂷誨<F0A382B7><E8AAA8><EFBFBD>嚗?

  • "<22>𠰴僑樴<E58391>之鈭?0<><30>挽銝箄<E98A9D><E7AE84>僑蝏?
  • "<22>𣳇膄<F0A3B387><EFBFBD>銵?
  • "憛怨蝻箏仃<E7AE8F>?

**蝞<><E89D9E>閖䔮蝑?*嚗<><E59A97><EFBFBD><EFBFBD><EFBFBD><EFBFBD><E99A9E>嚗㚁<E59A97>

  • "<22><EFBFBD>蝐餃<E89D90><E9A483><EFBFBD>憭𡁜<E686AD>蝻箏仃<E7AE8F><EFBFBD>"
  • "<22>唳旿<E594B3><E697BF><EFBFBD>憭𡁜<E686AD>銵䕘<E98AB5>"
  • "<22>匧𪑛鈭𥕦<E988AD>嚗?

4. 撉諹<E69289><E8ABB9><EFBFBD>

  • <EFBFBD>?颲枏<E9A2B2><EFBFBD><E798A8><EFBFBD>𠬍<EFBFBD>颲枏<E9A2B2><EFBFBD><EFBFBD><EFBFBD>蝛?
  • <EFBFBD>?AI <20><><EFBFBD><EFBFBD><E99A9E>嚗峕遬蝷?餈鞱<E9A488><EFBFBD><E99A9E>"<22>厰僼
  • <EFBFBD>?<3F>孵稬<E5ADB5>厰僼<E58EB0>𠬍<EFBFBD>銵冽聢<E586BD>湔鰵
  • <EFBFBD>?<3F>臭誑<E887AD>喲𡡒撟園<E6929F><E59C92><EFBFBD><EFBFBD> AI <20><EFBFBD>
  • <EFBFBD>?憿菟𢒰<E88F9F><EFBFBD><E4ADBE>冽辺嚗<E8BEBA><EFBFBD>㕑”<E39591><EFBFBD><E6BE86>典虾皛𡁜𢆡

<EFBFBD><EFBFBD> <20>喲睸<E596B2><EFBFBD><E5AFA1>?

1. <EFBFBD><EFBFBD>霈曇恣

  • <EFBFBD>?颲寞<E9A2B2>隞?1px <20>?2px
  • <EFBFBD>?<3F>游蔣隞?sm <20>?lg
  • <EFBFBD>?<3F><><EFBFBD>隞?xl <20>?2xl
  • <EFBFBD>?瘛餃<E7989B>皜𣂼<E79A9C><F0A382BC>峕艶
  • <EFBFBD>?<3F>厰僼<E58EB0><EFBFBD>撌扳<E6928C><E689B3>?

2. 鈭支<EFBFBD>雿㯄<EFBFBD>

  • <EFBFBD>?颲枏<E9A2B2><EFBFBD><EFBFBD><EFBFBD>蝛?
  • <EFBFBD>?AI <20><EFBFBD><E68B87><EFBFBD><E887AC>?
  • <EFBFBD>?隞<><E99A9E><EFBFBD>见𢆡<E8A781><EFBFBD>
  • <EFBFBD>?甈<E79488>霂剖<E99C82>撖?

3. <EFBFBD><EFBFBD>隡睃<EFBFBD>

  • <EFBFBD>?蝘駁膄憿菟𢒰皛𡁜𢆡
  • <EFBFBD>?撖寡<E69296><EFBFBD>凒摰踝<E691B0>480px嚗?
  • <EFBFBD>?撅<>活皜<E6B4BB>

4. <EFBFBD><EFBFBD>憓𧼮撩

  • <EFBFBD>?<3F><EFBFBD><EFBFBD><E89D9E>閖䔮蝑?
  • <EFBFBD>?<3F><EFBFBD><EFBFBD><E99A9E><EFBFBD><EFBFBD><EFBFBD>
  • <EFBFBD>?<3F><EFBFBD><E586BD>舀綉<E88880><EFBFBD>

<EFBFBD><EFBFBD> <20><EFBFBD>

*<EFBFBD>?<3F><><EFBFBD>?7 銝芷䔮憸睃歇摰𣬚<E691B0>靽桀<E99DBD>嚗?

  1. <EFBFBD>?AG Grid 銵冽聢甇<E881A2><EFBFBD>㰘蝸
  2. <EFBFBD>?<3F>屸𢒰蝎曇稲蝢舘<E89DA2>嚗峕𦻖餈穃<E9A488><E7A983>见㦛
  3. <EFBFBD>?AI 甈<E79488>霂剛䌊<E5899B>冽遬蝷?
  4. <EFBFBD>?颲枏<E9A2B2><EFBFBD><EFBFBD><EFBFBD>蝛?
  5. <EFBFBD>?憿菟𢒰<E88F9F><EFBFBD><E4ADBE>冽辺
  6. <EFBFBD>?隞<><E99A9E><EFBFBD>见𢆡<E8A781><EFBFBD>
  7. <EFBFBD>?<3F><EFBFBD><EFBFBD><E89D9E>閖䔮蝑?

**隞<><E99A9E>韐券<E99F90>**嚗?

  • <EFBFBD>?0 <20>躰秤嚗? 霅血<E99C85>
  • <EFBFBD>?摰峕㟲<E5B395><E39FB2><EFBFBD><EFBFBD><E8A781>?
  • <EFBFBD>?隡㗛<E99AA1><E3979B><EFBFBD><EFBFBD><E8AAA8><EFBFBD><EFBFBD>?

**<2A><EFBFBD>雿㯄<E99BBF>**嚗?

  • <EFBFBD>?<3F>屸𢒰蝎曇稲銝㮖<E98A9D>
  • <EFBFBD>?鈭支<E988AD><EFBFBD><E7989A><EFBFBD><EFBFBD>
  • <EFBFBD>?<3F><EFBFBD>摰峕㟲<E5B395>舀綉

*<EFBFBD><EFBFBD> Tool C MVP 摰峕㟲<E5B395><E39FB2>歇撠梁貌嚗? <20><>


**靽桀<E99DBD><E6A180>?*嚗鋫I Assistant
**<2A><EFBFBD>**嚗?025-12-07
<EFBFBD><EFBFBD>𧋦嚗鯝1.2嚗<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>𣇉<EFBFBD>嚗?