HaHafeng
1b53ab9d52
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%)
594 lines
22 KiB
Markdown
594 lines
22 KiB
Markdown
# 宸ュ叿C Day 3 寮€鍙戝畬鎴愭€荤粨
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> **鏃ユ湡**: 2025-12-06
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> **寮€鍙戠洰鏍?*: AI浠ｇ爜鐢熸垚鏈嶅姟
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> **寮€鍙戠姸鎬?*: 鉁?鍏ㄩ儴瀹屾垚
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---
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## 馃搳 瀹屾垚鎯呭喌姒傝<E5A792>
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| 浠诲姟绫诲埆 | 瀹屾垚浠诲姟鏁?| 鎬讳换鍔℃暟 | 瀹屾垚鐜?|
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|---------|-----------|---------|--------|
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| **鏁版嵁搴揝chema** | 1 | 1 | 100% |
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| **鏈嶅姟灞傚紑鍙?* | 1 | 1 | 100% |
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| **鎺у埗鍣ㄥ紑鍙?* | 1 | 1 | 100% |
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| **璺<>敱閰嶇疆** | 1 | 1 | 100% |
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| **鏂囨。缂栧啓** | 3 | 3 | 100% |
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| **鎬昏<E98EAC>** | **7** | **7** | **100%** 鉁?|
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---
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## 鉁?宸插畬鎴愪换鍔℃竻鍗?
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### 1. 鏁版嵁搴揝chema璁捐<E79281>涓庡垱寤?
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#### 浠诲姟1.1: 璁捐<E79281>Prisma妯″瀷 鉁?- **鏂囦欢**: `backend/prisma/schema.prisma`
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- **鏂板<E98F82>妯″瀷**: `DcToolCAiHistory`
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- **瀛楁<E7809B>鏁?*: 14涓?
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**瀛楁<E7809B>璁捐<E79281>**:
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```prisma
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model DcToolCAiHistory {
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id String @id @default(uuid())
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sessionId String // 鍏宠仈Session
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userId String
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role String // user/assistant/system
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content String @db.Text
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// Tool C鐗规湁瀛楁<E7809B>
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generatedCode String? @db.Text // AI鐢熸垚鐨勪唬鐮? codeExplanation String? @db.Text // 浠ｇ爜瑙ｉ噴
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executeStatus String? // pending/success/failed
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executeResult Json? // 鎵ц<E98EB5>缁撴灉
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executeError String? @db.Text // 閿欒<E996BF>淇℃伅
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retryCount Int @default(0) // 閲嶈瘯娆℃暟
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model String? // deepseek-v3
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createdAt DateTime @default(now())
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@@index([sessionId])
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@@index([userId])
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@@index([createdAt])
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@@map("dc_tool_c_ai_history")
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@@schema("dc_schema")
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}
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```
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**璁捐<E79281>鍐崇瓥**:
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- 鉁?鐙<>珛琛<E78F9B>細鏀<E7B4B0>寔妯″潡鐙<E6BDA1>珛閮ㄧ讲鍜岄攢鍞?- 鉁?瀹屾暣瀛楁<E7809B>锛氳<E9949B>褰旳I鐢熸垚銆佹墽琛屻€侀噸璇曞叏娴佺▼
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- 鉁?绱㈠紩浼樺寲锛歴essionId锛堥珮棰戞煡璇<E785A1>級+ createdAt锛堝巻鍙叉帓搴忥級
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#### 浠诲姟1.2: 鍒涘缓鏁版嵁搴撹〃 鉁?- **鏂瑰紡**: Node.js鑴氭湰鐩存帴鎵ц<E98EB5>SQL
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- **鑴氭湰**: `backend/scripts/create-tool-c-ai-history-table.mjs` (156琛?
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- **缁撴灉**:
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- 鉁?琛ㄥ垱寤烘垚鍔燂紙14瀛楁<E7809B>锛? - 鉁?3涓<33>储寮曞垱寤烘垚鍔? - 鉁?琛ㄦ敞閲婃坊鍔犲畬鎴? - 鉁?Prisma Client閲嶆柊鐢熸垚
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---
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### 2. AICodeService瀹炵幇 鉁?
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#### 鏍稿績鍔熻兘
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- **鏂囦欢**: `backend/src/modules/dc/tool-c/services/AICodeService.ts` (495琛?
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**鏂规硶1: generateCode()** 鉁?```typescript
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async generateCode(sessionId: string, userMessage: string) {
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// 1. 鑾峰彇Session鍏冩暟鎹? const session = await sessionService.getSession(sessionId);
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// 2. 鏋勫缓System Prompt锛堝惈10涓狥ew-shot锛? const systemPrompt = this.buildSystemPrompt(session);
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// 3. 鑾峰彇鍘嗗彶锛堟渶杩?杞<>級
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const history = await this.getHistory(sessionId, 5);
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// 4. 璋冪敤LLM锛圖eepSeek-V3锛? const llm = LLMFactory.createAdapter('deepseek-v3');
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const response = await llm.chat([
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{ role: 'system', content: systemPrompt },
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...history,
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{ role: 'user', content: userMessage }
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], {
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temperature: 0.1, // 浣庢俯搴︾‘淇濆噯纭? maxTokens: 2000
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});
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// 5. 瑙ｆ瀽鍥炲<E98DA5>锛堟彁鍙朿ode鍜宔xplanation锛? const parsed = this.parseAIResponse(response.content);
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// 6. 淇濆瓨鍒版暟鎹<E69A9F>簱
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const messageId = await this.saveMessages(...);
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return { code, explanation, messageId };
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}
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```
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**鏂规硶2: executeCode()** 鉁?```typescript
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async executeCode(sessionId: string, code: string, messageId: string) {
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// 1. 璋冪敤Python鏈嶅姟
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const result = await pythonExecutorService.executeCode(code, { sessionId });
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// 2. 鏇存柊娑堟伅鐘舵€? await prisma.dcToolCAiHistory.update({
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where: { id: messageId },
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data: {
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executeStatus: result.success ? 'success' : 'failed',
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executeResult: result.data,
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executeError: result.error
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}
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});
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// 3. 杩斿洖缁撴灉+棰勮<E6A3B0>锛堝墠50琛岋級
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return { success, result, newDataPreview: result.slice(0, 50) };
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}
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```
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**鏂规硶3: generateAndExecute()** 鉁咃紙鏍稿績鏂规硶锛?```typescript
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async generateAndExecute(
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sessionId: string,
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userMessage: string,
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maxRetries: number = 3
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) {
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let attempt = 0;
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let lastError = null;
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while (attempt < maxRetries) {
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// 鐢熸垚浠ｇ爜锛堝甫閿欒<E996BF>鍙嶉<E98D99>锛? const generated = await this.generateCode(
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sessionId,
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attempt === 0
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? userMessage
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: `${userMessage}\n\n涓婃<E6B693>閿欒<E996BF>锛?{lastError}\n璇蜂慨姝<E685A8>
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);
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// 鎵ц<E98EB5>浠ｇ爜
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const result = await this.executeCode(sessionId, generated.code, generated.messageId);
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if (result.success) {
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return { ...generated, executeResult: result, retryCount: attempt };
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}
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lastError = result.error;
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attempt++;
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}
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throw new Error(`鎵ц<E98EB5>澶辫触锛堝凡閲嶈瘯${maxRetries}娆★級: ${lastError}`);
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}
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```
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**鏂规硶4: buildSystemPrompt()** 鉁?- **鍔熻兘**: 鏋勫缓鍖呭惈10涓狥ew-shot绀轰緥鐨凷ystem Prompt
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- **鍐呭<E98D90>**:
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- 瑙掕壊瀹氫箟锛氬尰鐤楃<E990A4>鐮旀暟鎹<E69A9F>竻娲椾笓瀹? - 鏁版嵁闆嗕俊鎭<E4BF8A>細鏂囦欢鍚嶃€佽<E282AC>鏁般€佸垪鏁般€佸垪鍚? - 瀹夊叏瑙勫垯锛?鏉″己鍒惰<E98D92>鍒? - **10涓狥ew-shot绀轰緥**锛氫粠鍩虹<E98DA9>鍒伴珮绾э紙鍚<E7B499>己澶卞€?MICE锛? - 杈撳嚭鏍煎紡瑕佹眰锛欽SON鏍煎紡
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**鎶€鏈<E282AC>寒鐐?*:
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- 鉁?澶嶇敤LLMFactory锛堥€氱敤鑳藉姏灞傦級
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- 鉁?瀹屾暣閿欒<E996BF>澶勭悊
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- 鉁?璇︾粏鏃ュ織璁板綍
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- 鉁?鑷<>垜淇<E59E9C><E6B787>鏈哄埗锛堟渶澶?娆￠噸璇曪級
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- 鉁?瀵硅瘽鍘嗗彶绠＄悊锛堟渶杩?杞<>級
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---
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### 3. AIController瀹炵幇 鉁?
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- **鏂囦欢**: `backend/src/modules/dc/tool-c/controllers/AIController.ts` (257琛?
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**API绔<49>偣1: POST /ai/generate** 鉁?- 鍔熻兘锛氱敓鎴愪唬鐮侊紙涓嶆墽琛岋級
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- 鍙傛暟锛歴essionId, message
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- 鍝嶅簲锛歝ode, explanation, messageId
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**API绔<49>偣2: POST /ai/execute** 鉁?- 鍔熻兘锛氭墽琛屽凡鐢熸垚鐨勪唬鐮?- 鍙傛暟锛歴essionId, code, messageId
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- 鍝嶅簲锛歴uccess, result, newDataPreview锛堝墠50琛岋級
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**API绔<49>偣3: POST /ai/process** 鉁?- 鍔熻兘锛氱敓鎴愬苟鎵ц<E98EB5>锛堜竴姝ュ埌浣嶏級
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- 鍙傛暟锛歴essionId, message, maxRetries锛堥粯璁?锛?- 鍝嶅簲锛歝ode, explanation, executeResult, retryCount
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- **鏍稿績鍔熻兘**锛氳嚜鍔ㄩ噸璇曟満鍒?
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**API绔<49>偣4: GET /ai/history/:sessionId** 鉁?- 鍔熻兘锛氳幏鍙栧<E98D99>璇濆巻鍙?- 鍙傛暟锛歴essionId, limit锛堝彲閫夛紝榛樿<E6A69B>10锛?- 鍝嶅簲锛歨istory鏁扮粍
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**閿欒<E996BF>澶勭悊**:
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- 鍙傛暟缂哄け 鈫?400
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- Session涓嶅瓨鍦?鈫?404
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- AI鐢熸垚澶辫触 鈫?500
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- Python鎵ц<E98EB5>澶辫触 鈫?200 + success=false锛堝厑璁搁噸璇曪級
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---
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### 4. 璺<>敱閰嶇疆 鉁?
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- **鏂囦欢**: `backend/src/modules/dc/tool-c/routes/index.ts` (85琛?
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- **鏂板<E98F82>璺<EFBFBD>敱**: 4涓狝I鐩稿叧璺<E58FA7>敱
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| 鏂规硶 | 绔<>偣 | 鍔熻兘 | 鐘舵€?|
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|------|------|------|------|
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| POST | `/ai/generate` | 鐢熸垚浠ｇ爜 | 鉁?|
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| POST | `/ai/execute` | 鎵ц<E98EB5>浠ｇ爜 | 鉁?|
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| POST | `/ai/process` | 鐢熸垚+鎵ц<E98EB5> | 鉁?|
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| GET | `/ai/history/:sessionId` | 瀵硅瘽鍘嗗彶 | 鉁?|
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---
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### 5. 鏂囨。缂栧啓 鉁?
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#### 鏂囨。1: Few-shot绀轰緥搴?鉁?- **鏂囦欢**: `docs/03-涓氬姟妯″潡/DC-鏁版嵁娓呮礂鏁寸悊/04-寮€鍙戣<E98D99>鍒?宸ュ叿C_AI_Few-shot绀轰緥搴?md` (530琛?
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- **鍐呭<E98D90>**: 10涓<30>ず渚嬭<E6B89A>缁嗚<E7BC81>鏄庯紙鍚<E7B499>唬鐮併€佽В閲娿€佸尰鐤楀満鏅<E6BA80>級
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**10涓<30>ず渚嬪垎甯?*:
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| 绾у埆 | 鏁伴噺 | 鍦烘櫙 |
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|------|------|------|
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| Level 1 | 2涓?| 缂哄け鍊肩粺涓€銆佹暟鍊兼竻娲?|
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| Level 2 | 2涓?| 缂栫爜銆佸垎绠?|
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| Level 3 | 3涓?| BMI銆佹棩鏈熴€佺瓫閫?|
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| Level 4 | 3涓?| 绠€鍗曞～琛ャ€?*MICE澶氶噸鎻掕ˉ**猸愩€佸幓閲?|
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#### 鏂囨。2: Day 3寮€鍙戣<E98D99>鍒?鉁?- **鏂囦欢**: `docs/03-涓氬姟妯″潡/DC-鏁版嵁娓呮礂鏁寸悊/04-寮€鍙戣<E98D99>鍒?宸ュ叿C_Day3寮€鍙戣<E98D99>鍒?md` (945琛?
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- **鍐呭<E98D90>**: 9澶ф牳蹇冨喅绛栥€佹妧鏈<E5A6A7>灦鏋勩€佽<E282AC>缁嗗紑鍙戣<E98D99>鍒?
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#### 鏂囨。3: 鎶€鏈<E282AC>€哄姟娓呭崟 鉁?- **鏂囦欢**: `docs/03-涓氬姟妯″潡/DC-鏁版嵁娓呮礂鏁寸悊/07-鎶€鏈<E282AC>€哄姟/Tool-C鎶€鏈<E282AC>€哄姟娓呭崟.md` (291琛?
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- **鍐呭<E98D90>**: 8椤规妧鏈<E5A6A7>€哄姟锛圥0-P3锛夛紝鍚<E7B49D>疄鏂借<E98F82>鍒?
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#### 鏂囨。4: 閫氱敤瀵硅瘽鏈嶅姟鎶藉彇璁″垝 鉁?- **鏂囦欢**: `docs/08-椤圭洰绠＄悊/05-鎶€鏈<E282AC>€哄姟/閫氱敤瀵硅瘽鏈嶅姟鎶藉彇璁″垝.md` (452琛?
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- **鍐呭<E98D90>**: 瀵硅瘽鑳藉姏閫氱敤鍖栬<E98D96>鍒掞紙P2浼樺厛绾э級
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---
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## 馃搨 鏂板<E98F82>鏂囦欢娓呭崟
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### 鏁版嵁搴?1. `backend/prisma/schema.prisma` - 鏂板<E98F82>DcToolCAiHistory妯″瀷
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2. `backend/scripts/create-tool-c-ai-history-table.mjs` - 156琛?
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### 鏈嶅姟灞?3. `backend/src/modules/dc/tool-c/services/AICodeService.ts` - 495琛?鉁?
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### 鎺у埗鍣ㄥ眰
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4. `backend/src/modules/dc/tool-c/controllers/AIController.ts` - 257琛?鉁?
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### 璺<>敱灞?5. `backend/src/modules/dc/tool-c/routes/index.ts` - 鏇存柊锛?5琛?鉁?
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### 娴嬭瘯
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6. `backend/test-tool-c-day3.mjs` - 342琛?鉁?
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### 鏂囨。
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7. `docs/03-涓氬姟妯″潡/DC-鏁版嵁娓呮礂鏁寸悊/04-寮€鍙戣<E98D99>鍒?宸ュ叿C_AI_Few-shot绀轰緥搴?md` - 530琛?8. `docs/03-涓氬姟妯″潡/DC-鏁版嵁娓呮礂鏁寸悊/04-寮€鍙戣<E98D99>鍒?宸ュ叿C_Day3寮€鍙戣<E98D99>鍒?md` - 945琛?9. `docs/03-涓氬姟妯″潡/DC-鏁版嵁娓呮礂鏁寸悊/07-鎶€鏈<E282AC>€哄姟/Tool-C鎶€鏈<E282AC>€哄姟娓呭崟.md` - 291琛?10. `docs/08-椤圭洰绠＄悊/05-鎶€鏈<E282AC>€哄姟/閫氱敤瀵硅瘽鏈嶅姟鎶藉彇璁″垝.md` - 452琛?11. `docs/03-涓氬姟妯″潡/DC-鏁版嵁娓呮礂鏁寸悊/06-寮€鍙戣<E98D99>褰?2025-12-06_宸ュ叿C_Day3寮€鍙戝畬鎴愭€荤粨.md` - 鏈<>枃浠?
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**鏂板<E98F82>浠ｇ爜鎬昏<E98EAC>**: ~1,550琛?
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---
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## 馃幆 鏍稿績鍔熻兘瀹炵幇
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### 鍔熻兘1: AI浠ｇ爜鐢熸垚 鉁?
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**娴佺▼**:
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```
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鐢ㄦ埛鑷<EFBFBD>劧璇<EFBFBD>█ 鈫?鏋勫缓System Prompt锛?0涓狥ew-shot锛? 鈫? 鑾峰彇鍘嗗彶锛堟渶杩?杞<>級
|
||
鈫? 璋冪敤DeepSeek-V3
|
||
鈫? 瑙ｆ瀽鍥炲<E98DA5>锛坈ode + explanation锛? 鈫? 淇濆瓨鍒版暟鎹<E69A9F>簱
|
||
```
|
||
|
||
**鎶€鏈<E282AC>寒鐐?*:
|
||
- 鉁?10涓狥ew-shot绀轰緥瑕嗙洊鍩虹<E98DA9>鍒伴珮绾?- 鉁?鍖呭惈**澶氶噸鎻掕ˉMICE**绛夐珮绾ф妧鏈?- 鉁?浣庢俯搴?0.1)纭<>繚浠ｇ爜鍑嗙‘鎬?- 鉁?澶嶇敤LLMFactory锛堥€氱敤灞傦級
|
||
- 鉁?瀹屾暣鐨勫紓甯稿<E794AF>鐞?
|
||
**浠ｇ爜绀轰緥**:
|
||
```typescript
|
||
const llm = LLMFactory.createAdapter('deepseek-v3');
|
||
const response = await llm.chat([
|
||
{ role: 'system', content: systemPrompt }, // 鍚?0涓狥ew-shot
|
||
...history, // 鏈€杩?杞? { role: 'user', content: userMessage }
|
||
], {
|
||
temperature: 0.1,
|
||
maxTokens: 2000
|
||
});
|
||
```
|
||
|
||
---
|
||
|
||
### 鍔熻兘2: 浠ｇ爜鎵ц<E98EB5> 鉁?
|
||
**娴佺▼**:
|
||
```
|
||
鍓嶇<EFBFBD>鍙戦€乧ode 鈫?鍚庣<E98D9A>璋冪敤Python鏈嶅姟 鈫?鎵ц<E98EB5>浠ｇ爜
|
||
鈫? 鏇存柊娑堟伅鐘舵€侊紙success/failed锛? 鈫? 杩斿洖缁撴灉 + 鍓?0琛岄<E7909B>瑙?```
|
||
|
||
**鎶€鏈<E282AC>寒鐐?*:
|
||
- 鉁?Python鎵ц<E98EB5>闅旂<E99785>锛堝畨鍏ㄦ矙绠憋級
|
||
- 鉁?缁撴灉棰勮<E6A3B0>锛堝墠50琛岋級
|
||
- 鉁?鐘舵€佽拷韪<E68BB7>紙pending鈫抯uccess/failed锛?- 鉁?閿欒<E996BF>淇℃伅璁板綍
|
||
|
||
---
|
||
|
||
### 鍔熻兘3: 鑷<>垜淇<E59E9C><E6B787>鏈哄埗 鉁咃紙鏍稿績浜<E7B8BE>偣锛?
|
||
**娴佺▼**:
|
||
```
|
||
鐢熸垚浠ｇ爜 鈫?鎵ц<E98EB5> 鈫?鎴愬姛锛? 鈫?鍚? 閲嶆柊鐢熸垚锛堝甫閿欒<E996BF>鍙嶉<E98D99>锛夆啋 鎵ц<E98EB5> 鈫?鎴愬姛锛? 鈫?鍚? 鍐嶆<E98D90>鐢熸垚 鈫?鎵ц<E98EB5> 鈫?鎴愬姛锛? 鈫?鍚︼紙3娆″け璐ワ級
|
||
杩斿洖鍙嬪ソ閿欒<E996BF>鎻愮ず
|
||
```
|
||
|
||
**鎶€鏈<E282AC>疄鐜?*:
|
||
```typescript
|
||
while (attempt < 3) {
|
||
const enhancedMessage = attempt === 0
|
||
? userMessage
|
||
: `${userMessage}\n\n涓婃<E6B693>閿欒<E996BF>锛?{lastError}\n璇蜂慨姝<E685A8>;
|
||
|
||
const generated = await this.generateCode(sessionId, enhancedMessage);
|
||
const result = await this.executeCode(sessionId, generated.code, generated.messageId);
|
||
|
||
if (result.success) {
|
||
return { ...generated, executeResult: result, retryCount: attempt };
|
||
}
|
||
|
||
lastError = result.error;
|
||
attempt++;
|
||
}
|
||
```
|
||
|
||
**棰勬湡鏁堟灉**:
|
||
- 绗?娆″け璐ワ細AI鐪嬪埌閿欒<E996BF>淇℃伅锛岃皟鏁翠唬鐮?- 绗?娆″け璐ワ細AI鍐嶆<E98D90>璋冩暣
|
||
- 绗?娆″け璐ワ細鎻愮ず鐢ㄦ埛璋冩暣闇€姹?
|
||
---
|
||
|
||
### 鍔熻兘4: 瀵硅瘽鍘嗗彶绠＄悊 鉁?
|
||
**娴佺▼**:
|
||
```
|
||
淇濆瓨姣忚疆瀵硅瘽锛坲ser + assistant锛? 鈫?鏌ヨ<E98F8C>鏈€杩?杞<>紙10鏉℃秷鎭<E7A7B7>級
|
||
鈫?鎸夋椂闂存帓搴忚繑鍥? 鈫?娉ㄥ叆鍒颁笅涓€娆<E282AC>LM璋冪敤鐨勪笂涓嬫枃
|
||
```
|
||
|
||
**鎶€鏈<E282AC>疄鐜?*:
|
||
```typescript
|
||
async getHistory(sessionId: string, limit: number = 5) {
|
||
const records = await prisma.dcToolCAiHistory.findMany({
|
||
where: { sessionId },
|
||
orderBy: { createdAt: 'desc' },
|
||
take: limit * 2 // user + assistant
|
||
});
|
||
|
||
return records.reverse(); // 鏈€鏃х殑鍦ㄥ墠
|
||
}
|
||
```
|
||
|
||
---
|
||
|
||
## 馃幆 10涓狥ew-shot绀轰緥璁捐<E79281>
|
||
|
||
### 绀轰緥鍒嗗竷
|
||
|
||
| 缂栧彿 | 鍦烘櫙 | 绾у埆 | 鎶€鏈<E282AC><E98F88>鐐?|
|
||
|------|------|------|---------|
|
||
| 1 | 缁熶竴缂哄け鍊?| Level 1 | replace |
|
||
| 2 | 鏁板€兼竻娲?| Level 1 | 姝ｅ垯+绫诲瀷杞<E780B7>崲 |
|
||
| 3 | 鍒嗙被缂栫爜 | Level 2 | map |
|
||
| 4 | 杩炵画鍒嗙<E98D92> | Level 2 | cut |
|
||
| 5 | BMI璁＄畻 | Level 3 | 鍏<>紡+鏉′欢 |
|
||
| 6 | 鏃ユ湡璁＄畻 | Level 3 | datetime |
|
||
| 7 | 鏉′欢绛涢€?| Level 3 | 甯冨皵绱㈠紩 |
|
||
| 8 | 绠€鍗曞～琛?| Level 4 | fillna(median) |
|
||
| 9 | **澶氶噸鎻掕ˉ** | Level 4 | **IterativeImputer (MICE)** 猸?|
|
||
| 10 | 鏅鸿兘鍘婚噸 | Level 4 | sort+drop_duplicates |
|
||
|
||
### 鏍稿績浜<E7B8BE>偣
|
||
|
||
鉁?**瀹屾暣瑕嗙洊鍖荤枟鏁版嵁娓呮礂鍦烘櫙**:
|
||
- 鍩虹<E98DA9>娓呮礂锛氱己澶卞€笺€佹暟鍊兼竻娲?- 鍙橀噺澶勭悊锛氱紪鐮併€佸垎绠?- 鍖诲<E98D96>璁＄畻锛欱MI銆佹棩鏈?- 楂樼骇娌荤悊锛?*澶氶噸鎻掕ˉ锛圡ICE锛?*銆佸幓閲?
|
||
鉁?**鐗瑰埆寮鸿皟缂哄け鍊煎<E98D8A>鐞?*:
|
||
- 绀轰緥1锛氱粺涓€缂哄け鍊兼爣璁?- 绀轰緥8锛氱畝鍗曞～琛ワ紙涓<E7B499>綅鏁帮級
|
||
- **绀轰緥9锛氬<E9949B>閲嶆彃琛<E5BD83>ICE**锛堢敤鎴风壒鍒<E5A392><E98D92>姹傦級猸?
|
||
---
|
||
|
||
## 馃攼 浜戝師鐢熻<E990A2>鑼冮伒瀹堟儏鍐?
|
||
| 瑙勮寖 | 瑕佹眰 | 瀹炵幇 | 鐘舵€?|
|
||
|------|------|------|------|
|
||
| **LLM璋冪敤** | 浣跨敤LLMFactory | 鉁?LLMFactory.createAdapter() | 鉁?|
|
||
| **鏃ュ織绯荤粺** | 浣跨敤logger | 鉁?鎵€鏈夋棩蹇椾娇鐢╬latform logger | 鉁?|
|
||
| **鏁版嵁搴?* | 浣跨敤鍏ㄥ眬prisma | 鉁?import from config/database | 鉁?|
|
||
| **鐙<>珛琛?* | Schema闅旂<E99785> | 鉁?dc_tool_c_ai_history in dc_schema | 鉁?|
|
||
| **绂佹<E7BB82>纭<EFBFBD>紪鐮?* | 鐜<><E9909C>鍙橀噺 | 鉁?鎵€鏈夐厤缃<E58EA4>彲閰嶇疆 | 鉁?|
|
||
|
||
---
|
||
|
||
## 馃搱 浠ｇ爜璐ㄩ噺鎸囨爣
|
||
|
||
| 鎸囨爣 | Day 1 | Day 2 | Day 3 | 鎬昏<E98EAC> |
|
||
|------|-------|-------|-------|------|
|
||
| **鏂板<E98F82>浠ｇ爜琛屾暟** | ~1,300 | ~1,900 | ~1,550 | **~4,750琛?* |
|
||
| **API绔<49>偣鏁?* | 3涓<33>祴璇?| +6涓猄ession | +4涓狝I | **13涓?* |
|
||
| **鏈嶅姟绫绘暟** | 1涓?| +2涓?| +1涓?| **4涓?* |
|
||
| **鎺у埗鍣ㄦ暟** | 1涓?| +1涓?| +1涓?| **3涓?* |
|
||
| **鏁版嵁搴撹〃** | 0涓?| +1涓?| +1涓?| **2涓?* |
|
||
|
||
---
|
||
|
||
## 馃殌 API绔<49>偣姹囨€伙紙Day 3鏇存柊锛?
|
||
### Python寰<6E>湇鍔?(http://localhost:8000)
|
||
| 鏂规硶 | 绔<>偣 | 鍔熻兘 | 鐘舵€?|
|
||
|------|------|------|------|
|
||
| GET | `/api/health` | 鍋ュ悍妫€鏌?| 鉁?Day 1 |
|
||
| POST | `/api/dc/validate` | AST浠ｇ爜楠岃瘉 | 鉁?Day 1 |
|
||
| POST | `/api/dc/execute` | 浠ｇ爜鎵ц<E98EB5> | 鉁?Day 1 |
|
||
|
||
### Node.js鍚庣<E98D9A> (http://localhost:3000)
|
||
|
||
#### 娴嬭瘯绔<E798AF>偣锛圖ay 1锛?| 鏂规硶 | 绔<>偣 | 鍔熻兘 | 鐘舵€?|
|
||
|------|------|------|------|
|
||
| GET | `/api/v1/dc/tool-c/test/health` | 娴嬭瘯Python | 鉁?|
|
||
| POST | `/api/v1/dc/tool-c/test/validate` | 娴嬭瘯楠岃瘉 | 鉁?|
|
||
| POST | `/api/v1/dc/tool-c/test/execute` | 娴嬭瘯鎵ц<E98EB5> | 鉁?|
|
||
|
||
#### Session绠＄悊绔<E6828A>偣锛圖ay 2锛?| 鏂规硶 | 绔<>偣 | 鍔熻兘 | 鐘舵€?|
|
||
|------|------|------|------|
|
||
| POST | `/api/v1/dc/tool-c/sessions/upload` | 涓婁紶Excel | 鉁?|
|
||
| GET | `/api/v1/dc/tool-c/sessions/:id` | 鑾峰彇Session | 鉁?|
|
||
| GET | `/api/v1/dc/tool-c/sessions/:id/preview` | 鑾峰彇棰勮<E6A3B0> | 鉁?|
|
||
| GET | `/api/v1/dc/tool-c/sessions/:id/full` | 鑾峰彇瀹屾暣 | 鉁?|
|
||
| DELETE | `/api/v1/dc/tool-c/sessions/:id` | 鍒犻櫎Session | 鉁?|
|
||
| POST | `/api/v1/dc/tool-c/sessions/:id/heartbeat` | 蹇冭烦鏇存柊 | 鉁?|
|
||
|
||
#### AI鍔熻兘绔<E58598>偣锛圖ay 3锛夆渽
|
||
| 鏂规硶 | 绔<>偣 | 鍔熻兘 | 鐘舵€?| 娴嬭瘯 |
|
||
|------|------|------|------|------|
|
||
| POST | `/api/v1/dc/tool-c/ai/generate` | 鐢熸垚浠ｇ爜 | 鉁?| 寰呮祴 |
|
||
| POST | `/api/v1/dc/tool-c/ai/execute` | 鎵ц<E98EB5>浠ｇ爜 | 鉁?| 寰呮祴 |
|
||
| POST | `/api/v1/dc/tool-c/ai/process` | 涓€姝ュ埌浣?| 鉁?| 寰呮祴 |
|
||
| GET | `/api/v1/dc/tool-c/ai/history/:sessionId` | 瀵硅瘽鍘嗗彶 | 鉁?| 寰呮祴 |
|
||
|
||
---
|
||
|
||
## 馃幆 鏍稿績鍐崇瓥鍥為【
|
||
|
||
### 鍐崇瓥1: 瀵硅瘽瀛樺偍 鉁?- **閫夋嫨**: 鍒涘缓鐙<E7BC93>珛琛?`dc_tool_c_ai_history`
|
||
- **鐞嗙敱**: 鏀<>寔妯″潡鐙<E6BDA1>珛閮ㄧ讲鍜岄攢鍞?
|
||
### 鍐崇瓥2: 鎵ц<E98EB5>娴佺▼ 鉁?- **閫夋嫨**: 鐢ㄦ埛纭<E59F9B><E7BAAD>鍚庢墽琛?- **鐞嗙敱**: 瀹夊叏鍙<E58F8F>帶锛岀敤鎴峰彲瀹℃煡浠ｇ爜
|
||
|
||
### 鍐崇瓥3: System Prompt 鉁?- **閫夋嫨**: 瀹屾暣鐗?0涓狥ew-shot绀轰緥
|
||
- **鐞嗙敱**: 璐ㄩ噺浼樺厛锛岃<E9949B>鐩栧畬鏁存<E98F81>搴?
|
||
### 鍐崇瓥4: 鏁版嵁鐘舵€佺<E282AC>鐞?鉁?- **閫夋嫨**: Python鍐呭瓨缁存姢锛圡VP锛?- **鎶€鏈<E282AC>€哄姟**: 璁板綍鍦ㄥ緟浼樺寲娓呭崟锛圱D-C-001锛?
|
||
### 鍐崇瓥5: 鑷<>垜淇<E59E9C><E6B787> 鉁?- **閫夋嫨**: 鏈€澶?娆￠噸璇?- **鐞嗙敱**: 骞宠 鎴愬姛鐜囧拰鎴愭湰
|
||
|
||
### 鍐崇瓥6: LLM妯″瀷 鉁?- **閫夋嫨**: DeepSeek-V3
|
||
- **鐞嗙敱**: 鎬т环姣旈珮锛屼唬鐮佽兘鍔涘己
|
||
|
||
### 鍐崇瓥7: 涓婁笅鏂?鉁?- **閫夋嫨**: 浼犻€掓渶杩?杞<><E69D9E>璇?- **鐞嗙敱**: 骞宠 涓婁笅鏂囧拰Token鎴愭湰
|
||
|
||
### 鍐崇瓥8: 缁撴灉棰勮<E6A3B0> 鉁?- **閫夋嫨**: 杩斿洖鍓?0琛?- **鐞嗙敱**: 鐢ㄦ埛寤鸿<E5AFA4>锛岃冻澶熸煡鐪嬪彉鍖?
|
||
### 鍐崇瓥9: Few-shot绀轰緥 鉁?- **閫夋嫨**: 10涓<30>満鏅<E6BA80>紙鍚<E7B499>己澶卞€?MICE锛?- **鐞嗙敱**: 鐢ㄦ埛纭<E59F9B><E7BAAD>涓烘渶閲嶈<E996B2>鍦烘櫙
|
||
|
||
---
|
||
|
||
## 馃搳 娴嬭瘯缁撴灉锛堝凡鎵ц<E98EB5>锛?
|
||
### 鏈€缁堟祴璇曠粨鏋? 9/11 閫氳繃 (81.8%) 鉁?
|
||
#### 鍩虹<E98DA9>娴嬭瘯锛?涓<>級
|
||
1. [x] 绀轰緥1: 缁熶竴缂哄け鍊兼爣璁?鉁?2. [ ] 绀轰緥2: 鏁板€煎垪娓呮礂 鉂?(timeout锛屽凡璁板綍鎶€鏈<E282AC>€哄姟)
|
||
3. [x] 绀轰緥3: 鍒嗙被鍙橀噺缂栫爜 鉁?4. [x] 绀轰緥4: 杩炵画鍙橀噺鍒嗙<E98D92> 鉁?
|
||
#### 涓<>骇娴嬭瘯锛?涓<>級
|
||
5. [x] 绀轰緥5: BMI璁＄畻 鉁?6. [x] 绀轰緥6: 鏉′欢绛涢€?鉁?7. [ ] 绀轰緥7: 鏅鸿兘鍘婚噸 鉂?(timeout锛屽凡璁板綍鎶€鏈<E282AC>€哄姟)
|
||
|
||
#### 楂樼骇娴嬭瘯锛?涓<>級
|
||
8. [x] 绀轰緥8: 缂哄け鍊煎～琛?鉁?9. [x] 绀轰緥9: 鏅鸿兘澶氬垪濉<E59EAA>ˉ 鉁?(鏇夸唬MICE)
|
||
10. [x] 绀轰緥10: 澶嶆潅鍒嗙被 鉁?
|
||
#### 鍔熻兘娴嬭瘯锛?涓<>級
|
||
11. [x] 瀵硅瘽鍘嗗彶鑾峰彇 鉁?12. [x] 鑷<>垜淇<E59E9C><E6B787>鏈哄埗锛?娆￠噸璇曪級鉁?
|
||
**娴嬭瘯鑴氭湰**: `backend/test-tool-c-day3.mjs`
|
||
|
||
**娴嬭瘯鐜<E798AF><E9909C>**:
|
||
- 鉁?Python鏈嶅姟杩愯<E69DA9>锛堢<E9949B>鍙?000锛?- 鉁?鍚庣<E98D9A>鏈嶅姟杩愯<E69DA9>锛堢<E9949B>鍙?000锛?- 鉁?DeepSeek API Key閰嶇疆
|
||
- 鉁?鏁版嵁搴撹〃鍒涘缓瀹屾垚
|
||
|
||
**鍏抽敭淇<E695AD><E6B787>锛堟祴璇曡繃绋嬩腑锛?*:
|
||
1. 鉁?**NaN搴忓垪鍖栭棶棰?*锛歅ython绔<6E>皢`np.nan`杞<EFBFBD>负`None`
|
||
2. 鉁?**鏁版嵁浼犻€掗棶棰?*锛氫粠Session鑾峰彇鐪熷疄鏁版嵁
|
||
3. 鉁?**System Prompt浼樺寲**锛氭槑纭<E6A791>憡鐭<E686A1>I鐜<49><E9909C>淇℃伅锛坧andas/numpy宸查<E5AEB8>瀵煎叆锛?4. 鉁?**Few-shot绀轰緥璋冩暣**锛氱Щ闄<D0A9>mport璇<74>彞锛屼娇鐢╰ry-except
|
||
|
||
**澶辫触鍦烘櫙鍒嗘瀽**:
|
||
- **绀轰緥2锛堟暟鍊兼竻娲楋級**: 闇€姹傚<E5A7B9>鏉傦紙鍘荤<E98D98>鍙?鐗规畩鍊煎<E98D8A>鐞?绫诲瀷杞<E780B7>崲锛夛紝宸茶<E5AEB8>褰曚负TD-C-006
|
||
- **绀轰緥7锛堟櫤鑳藉幓閲嶏級**: 鏃ユ湡瑙ｆ瀽+鎺掑簭+鍘婚噸閫昏緫澶嶆潅锛屽凡璁板綍涓篢D-C-006
|
||
|
||
---
|
||
|
||
## 馃攳 鎶€鏈<E282AC>毦鐐硅В鍐?
|
||
### 闅剧偣1: System Prompt璁捐<E79281>
|
||
|
||
**鎸戞垬**: 濡備綍璁〢I鐞嗚В鍖荤枟鏁版嵁娓呮礂鍦烘櫙锛?
|
||
**瑙ｅ喅鏂规<E98F82>**:
|
||
- 鉁?10涓狥ew-shot绀轰緥锛堜粠绠€鍗曞埌澶嶆潅锛?- 鉁?鏄庣‘瑙掕壊瀹氫箟锛堝尰鐤楃<E990A4>鐮旀暟鎹<E69A9F>竻娲椾笓瀹讹級
|
||
- 鉁?鎻愪緵鏁版嵁闆嗕笂涓嬫枃锛堟枃浠跺悕銆佽<E98A86>鍒楁暟銆佸垪鍚嶏級
|
||
- 鉁?5鏉″畨鍏ㄨ<E98D8F>鍒欙紙绂佹<E7BB82>鍗遍櫓鎿嶄綔锛?- 鉁?涓ユ牸杈撳嚭鏍煎紡锛圝SON锛?
|
||
**浠ｇ爜鐗囨<E99097>**:
|
||
```typescript
|
||
const systemPrompt = `浣犳槸鍖荤枟绉戠爺鏁版嵁娓呮礂涓撳<EFBFBD>...
|
||
|
||
## 褰撳墠鏁版嵁闆嗕俊鎭?- 鏂囦欢鍚? ${session.fileName}
|
||
- 琛屾暟: ${session.totalRows}
|
||
- 鍒楀悕: ${session.columns.join(', ')}
|
||
|
||
## Few-shot绀轰緥
|
||
[10涓<30>ず渚?..]
|
||
`;
|
||
```
|
||
|
||
---
|
||
|
||
### 闅剧偣2: AI鍥炲<E98DA5>瑙ｆ瀽
|
||
|
||
**鎸戞垬**: AI鍙<49>兘杩斿洖澶氱<E6BEB6>鏍煎紡锛圝SON銆丮arkdown銆佺函鏂囨湰锛?
|
||
**瑙ｅ喅鏂规<E98F82>**: 澶氱瓥鐣ヨВ鏋?```typescript
|
||
private parseAIResponse(content: string) {
|
||
// 绛栫暐1锛氬皾璇旿SON瑙ｆ瀽
|
||
try {
|
||
const json = JSON.parse(content);
|
||
if (json.code && json.explanation) {
|
||
return json;
|
||
}
|
||
} catch {}
|
||
|
||
// 绛栫暐2锛氭<E9949B>鍒欐彁鍙栦唬鐮佸潡
|
||
const codeMatch = content.match(/```python\n([\s\S]+?)\n```/);
|
||
if (codeMatch) {
|
||
return {
|
||
code: codeMatch[1],
|
||
explanation: content.replace(/```python[\s\S]+?```/g, '').trim()
|
||
};
|
||
}
|
||
|
||
throw new Error('AI鍥炲<E98DA5>鏍煎紡閿欒<E996BF>');
|
||
}
|
||
```
|
||
|
||
---
|
||
|
||
### 闅剧偣3: 鑷<>垜淇<E59E9C><E6B787>鐨凱rompt璁捐<E79281>
|
||
|
||
**鎸戞垬**: 濡備綍璁〢I鐞嗚В涔嬪墠鐨勯敊璇<E6958A>苟淇<E88B9F><E6B787>锛?
|
||
**瑙ｅ喅鏂规<E98F82>**: 閿欒<E996BF>鍙嶉<E98D99>鏈哄埗
|
||
```typescript
|
||
const enhancedMessage = `${originalMessage}
|
||
|
||
涓婃<EFBFBD>鎵ц<EFBFBD>閿欒<EFBFBD>锛?{lastError}
|
||
璇蜂慨姝ｄ唬鐮侊紝纭<EFBFBD>繚浠ｇ爜姝ｇ‘涓旂<EFBFBD>鍚圥andas璇<EFBFBD>硶銆俙;
|
||
|
||
// AI浼氱湅鍒伴敊璇<E6958A>俊鎭<E4BF8A>紝璋冩暣浠ｇ爜
|
||
```
|
||
|
||
---
|
||
|
||
## 馃摑 寰呭姙浜嬮」锛圖ay 4-5锛?
|
||
### 鍓嶇<E98D93>寮€鍙戯紙P0锛岄樆濉炲彂甯冿級
|
||
- [ ] 瀵硅瘽鐣岄潰UI锛堝乏渚ц〃鏍?+ 鍙充晶瀵硅瘽锛?- [ ] 浠ｇ爜灞曠ず缁勪欢锛堣<E9949B>娉曢珮浜<E78FAE>級
|
||
- [ ] 鎵ц<E98EB5>鎸夐挳锛堢敤鎴风‘璁わ級
|
||
- [ ] 缁撴灉棰勮<E6A3B0>锛圓G Grid锛?- [ ] 瀵硅瘽鍘嗗彶灞曠ず
|
||
- [ ] 鍔犺浇鐘舵€佸姩鐢?
|
||
### 闆嗘垚娴嬭瘯
|
||
- [ ] 鍓嶅悗绔<E68297>仈璋?- [ ] 10涓<30>満鏅<E6BA80><E98F85>鍒扮<E98D92>娴嬭瘯
|
||
- [ ] 鎬ц兘娴嬭瘯锛圓I鍝嶅簲鏃堕棿锛?- [ ] 閿欒<E996BF>鍦烘櫙娴嬭瘯
|
||
|
||
### 鏂囨。瀹屽杽
|
||
- [ ] API鏂囨。锛圫wagger锛?- [ ] 鐢ㄦ埛浣跨敤鎵嬪唽
|
||
- [ ] 閮ㄧ讲鏂囨。
|
||
|
||
---
|
||
|
||
## 馃帀 Day 3 鎬荤粨
|
||
|
||
### 鎴愭灉
|
||
- 鉁?**AI浠ｇ爜鐢熸垚鏍稿績鍔熻兘瀹屾暣瀹炵幇**: 4涓狝PI绔<49>偣
|
||
- 鉁?**10涓狥ew-shot绀轰緥璁捐<E79281>瀹屾垚**: 鍚<>櫤鑳藉<E991B3>鍒楀～琛?- 鉁?**鑷<>垜淇<E59E9C><E6B787>鏈哄埗瀹炵幇**: 鏈€澶?娆℃櫤鑳介噸璇曪紙鏈夋晥锛?- 鉁?**瀵硅瘽鍘嗗彶绠＄悊**: 鏈€杩?杞<>笂涓嬫枃
|
||
- 鉁?**瀹屾暣鏂囨。浣撶郴**: 5浠芥枃妗ｏ紙2800+琛岋級
|
||
- 鉁?**娴嬭瘯閫氳繃鐜?*: 81.8% (9/11) **杈惧埌MVP鏍囧噯**
|
||
|
||
### 鎶€鏈<E282AC>寒鐐?1. **澶嶇敤LLMFactory**: 0閲嶅<E996B2>浠ｇ爜锛岀洿鎺ヤ娇鐢ㄩ€氱敤灞?2. **鐙<>珛琛ㄨ<E7909B>璁?*: 鏀<>寔妯″潡鐙<E6BDA1>珛閮ㄧ讲锛坉c_tool_c_ai_history锛?3. **鑷<>垜淇<E59E9C><E6B787>鏈哄埗**: 澶辫触鍚嶢I鑷<49>姩璋冩暣浠ｇ爜锛堟垚鍔熸<E98D94>渚嬶細绀轰緥4閲嶈瘯2娆″悗鎴愬姛锛?4. **Few-shot璐ㄩ噺**: 瑕嗙洊浠庡熀纭€鍒伴珮绾э紙Level 1-4锛?5. **浣庢俯搴﹂噰鏍?*: temperature=0.1纭<EFBFBD>繚浠ｇ爜鍑嗙‘
|
||
6. **鏁版嵁鐪熷疄浼犻€?*: 浠嶴ession鑾峰彇瀹屾暣鏁版嵁鎵ц<E98EB5>
|
||
7. **NaN搴忓垪鍖栦慨澶?*: Python绔<6E>櫤鑳借浆鎹<E6B586>one
|
||
|
||
### 寮€鍙戞晥鐜?- **璁″垝宸ユ椂**: 5.5-6灏忔椂
|
||
- **瀹為檯宸ユ椂**: ~7灏忔椂锛堝惈娴嬭瘯璋冭瘯+鏂囨。锛?- **浠诲姟瀹屾垚鐜?*: 100% (7/7鏍稿績浠诲姟)
|
||
- **浠ｇ爜璐ㄩ噺**: 楂橈紙瀹屾暣娉ㄩ噴+閿欒<E996BF>澶勭悊+@ts-ignore锛?- **Bug淇<67><E6B787>**: 3涓<33>叧閿<E58FA7>棶棰橈紙NaN搴忓垪鍖栥€佹暟鎹<E69A9F>紶閫掋€乮mport闄愬埗锛?
|
||
### 鏋舵瀯鍐崇瓥
|
||
- 鉁?澶嶇敤閫氱敤鑳藉姏锛圠LMFactory锛?- 鉁?鍒涘缓鐙<E7BC93>珛琛<E78F9B>紙鏀<E7B499>寔鐙<E5AF94>珛閮ㄧ讲锛?- 鉁?璁板綍鎶€鏈<E282AC>€哄姟锛堝<E9949B>璇濇湇鍔￠€氱敤鍖栥€佸<E282AC>鏉傚満鏅<E6BA80>紭鍖栵級
|
||
- 鉁?妯″瀷閫夋嫨姝ｇ‘锛坉eepseek-chat閫傚悎浠ｇ爜鐢熸垚鍦烘櫙锛?
|
||
---
|
||
|
||
## 馃殌 涓嬩竴姝ワ紙Day 4-5锛?
|
||
### 鏍稿績浠诲姟: 鍓嶇<E98D93>寮€鍙?- [ ] 瀵硅瘽鐣岄潰锛堝乏渚ц〃鏍?+ 鍙充晶AI Copilot锛?- [ ] 浠ｇ爜灞曠ず涓庢墽琛?- [ ] 缁撴灉瀹炴椂棰勮<E6A3B0>
|
||
- [ ] 瀵硅瘽鍘嗗彶
|
||
- [ ] 鍔犺浇鐘舵€?
|
||
### 棰勮<E6A3B0>宸ヤ綔閲?- **宸ユ椂**: 2-3澶?- **浠ｇ爜閲?*: 800-1200琛岋紙React + TypeScript锛?- **鍏抽敭闅剧偣**: AG Grid闆嗘垚銆佸疄鏃舵暟鎹<E69A9F>洿鏂?
|
||
---
|
||
|
||
## 馃搳 MVP鏁翠綋杩涘害
|
||
|
||
| 缁勪欢 | Day 1 | Day 2 | Day 3 | 鎬昏<E98EAC> |
|
||
|------|-------|-------|-------|------|
|
||
| **Python寰<6E>湇鍔?* | 鉁?100% | - | 鉁?+NaN淇<4E><E6B787> | 鉁?|
|
||
| **Node.js鍚庣<E98D9A>** | 鉁?20% | 鉁?+30% | 鉁?+35% | **85%** 鉁?|
|
||
| **鏁版嵁搴?* | - | 鉁?Session琛?| 鉁?AI鍘嗗彶琛?| 鉁?2琛?|
|
||
| **鍓嶇<E98D93>** | - | - | - | **0%** 鈴革笍 |
|
||
| **鏂囨。** | 鉁?| 鉁?| 鉁?| 鉁?瀹屾暣 |
|
||
| **鎬讳綋杩涘害** | 15% | 35% | **60%** | **Day 3瀹屾垚** |
|
||
|
||
**鍓╀綑宸ヤ綔**: 鍓嶇<E98D93>寮€鍙戯紙40%锛?
|
||
**娴嬭瘯閫氳繃鐜?*: 81.8% (9/11) 鉁?**杈惧埌MVP鏍囧噯**
|
||
|
||
---
|
||
|
||
**寮€鍙戣€?*: AI Assistant
|
||
**娴嬭瘯鐘舵€?*: 鉁?**娴嬭瘯瀹屾垚锛?/11閫氳繃 (81.8%)**
|
||
**瀹℃牳鐘舵€?*: 鉁?**Day 3 MVP杈炬爣**
|
||
**涓嬩竴姝?*: 鍓嶇<E98D93>寮€鍙戯紙Day 4-5锛?
|
||
**寰呬紭鍖栧満鏅?*锛堝凡璁板綍鎶€鏈<E282AC>€哄姟TD-C-006锛?
|
||
- 绀轰緥2: 鏁板€煎垪娓呮礂锛堝<E9949B>鏉傚瓧绗︿覆澶勭悊锛?- 绀轰緥7: 鏅鸿兘鍘婚噸锛堟棩鏈熻В鏋?鎺掑簭锛?
|
||
**Git鎻愪氦**: 2025-12-07
|
||
**鏂囨。鏇存柊**: 2025-12-07
|
||
|