AIclinicalresearch/docs/03-业务模块/ASL-AI智能文献/05-开发记录/2025-11-23_Day4_数据库设计与批处理服务开发.md

# Day 4寮€鍙戣<E98D99>褰曪細鏁版嵁搴撹<E690B4>璁′笌鎵瑰<E98EB5>鐞嗘湇鍔″紑鍙?

> **鏃ユ湡**锛?025-11-23  
> **寮€鍙戣€?*锛欰SL寮€鍙戝洟闃? 
> **闃舵<E99783>**锛氬叏鏂囧<E98F82>绛汳VP - Day 4  
> **鐘舵€?*锛氣渽 宸插畬鎴?

---

## 馃搵 寮€鍙戠洰鏍?

**Day 4涓婂崍**锛氬畬鎴愭暟鎹<E69A9F>簱璁捐<E79281>涓庤縼绉?
**Day 4涓嬪崍**锛氬紑鍙戞壒澶勭悊鏈嶅姟锛團ulltextScreeningService锛?

---

## 鉁?Day 4涓婂崍锛氭暟鎹<E69A9F>簱璁捐<E79281>涓庤縼绉?

### 1. Schema璁捐<E79281>

#### 1.1 淇<>敼 AslLiterature 琛?

鏂板<EFBFBD>13涓<EFBFBD>叏鏂囧<EFBFBD>绛涚浉鍏冲瓧娈碉細

**鏂囩尞鐢熷懡鍛ㄦ湡**锛?
- `stage` - 闃舵<E99783>鏍囪<E98F8D>锛坕mported/title_screened/fulltext_pending/fulltext_screened锛?

**PDF绠＄悊**锛?
- `has_pdf` - 鏄<>惁鏈塒DF
- `pdf_storage_type` - 瀛樺偍绫诲瀷锛坥ss/dify/local锛?
- `pdf_storage_ref` - 瀛樺偍寮曠敤
- `pdf_status` - 鐘舵€侊紙pending/extracting/completed/failed锛?
- `pdf_uploaded_at` - 涓婁紶鏃堕棿

**鍏ㄦ枃绠＄悊锛堜簯鍘熺敓锛?*锛?
- `full_text_storage_type` - 瀛樺偍绫诲瀷锛坥ss/dify锛?
- `full_text_storage_ref` - 瀛樺偍寮曠敤
- `full_text_url` - 璁块棶URL

**鍏ㄦ枃鍏冩暟鎹?*锛?
- `full_text_format` - 鏍煎紡锛坢arkdown/plaintext锛?
- `full_text_source` - 鎻愬彇鏂瑰紡锛坣ougat/pymupdf锛?
- `full_text_token_count` - Token鏁伴噺
- `full_text_extracted_at` - 鎻愬彇鏃堕棿

**璁捐<E79281>浜<EFBFBD>偣**锛?
- 鉁?**浜戝師鐢熸灦鏋?*锛氬叏鏂囧瓨鍌ㄥ湪OSS/Dify锛屾暟鎹<E69A9F>簱鍙<E7B0B1>瓨寮曠敤
- 鉁?**绗﹀悎瑙勮寖**锛氶伒寰<E4BC92>€婁簯鍘熺敓寮€鍙戣<E98D99>鑼冦€嬶紝涓嶅湪鏁版嵁搴撳瓨鍌ㄥぇ鏂囨湰
- 鉁?**鍙<>墿灞曟€?*锛氭敮鎸佸<E98EB8>绉嶅瓨鍌ㄦ柟寮忕殑閫傞厤鍣ㄦā寮?

#### 1.2 鏂板缓 AslFulltextScreeningTask 琛?

浠诲姟绠＄悊琛<EFBFBD>紝瀛楁<EFBFBD>鍖呮嫭锛?
- 鍩虹<E98DA9>淇℃伅锛歚id`, `project_id`
- 妯″瀷閰嶇疆锛歚model_a`, `model_b`, `prompt_version`
- 杩涘害璺熻釜锛歚total_count`, `processed_count`, `success_count`, `failed_count`, `degraded_count`
- 鎴愭湰缁熻<E7BC81>锛歚total_tokens`, `total_cost`
- 鐘舵€佺<E282AC>鐞嗭細`status`, `started_at`, `completed_at`, `estimated_end_at`
- 閿欒<E996BF>璁板綍锛歚error_message`, `error_stack`

**璁捐<E79281>浜<EFBFBD>偣**锛?
- 鉁?**瀹炴椂杩涘害**锛氭敮鎸佸墠绔<E5A2A0>疆璇<E79686>换鍔¤繘搴?
- 鉁?**鎴愭湰璺熻釜**锛氱疮璁<E796AE>oken鍜岃垂鐢?
- 鉁?**棰勪及鏃堕棿**锛氬姩鎬佽<E98EAC>绠楀墿浣欐椂闂?

#### 1.3 鏂板缓 AslFulltextScreeningResult 琛?

缁撴灉瀛樺偍琛<EFBFBD>紙12瀛楁<EFBFBD>妯℃澘锛夛紝瀛楁<EFBFBD>鍖呮嫭锛?
- **鍙屾ā鍨嬬粨鏋?*锛歁odel A (DeepSeek-V3) 鍜?Model B (Qwen-Max) 鐨勫畬鏁磋緭鍑?
- **楠岃瘉缁撴灉**锛氬尰瀛﹂€昏緫楠岃瘉銆佽瘉鎹<E79889>摼楠岃瘉
- **鍐茬獊妫€娴?*锛氬瓧娈电骇鍐茬獊瀵规瘮銆佷紭鍏堢骇鎺掑簭
- **浜哄伐澶嶆牳**锛氭渶缁堝喅绛栥€佹帓闄ゅ師鍥犮€佸<E282AC>鏍哥瑪璁?
- **鍙<>拷婧<E68BB7>€?*锛氬師濮嬭緭鍑恒€丳rompt鐗堟湰銆佸<E98A86>鐞嗘椂闂?

**璁捐<E79281>浜<EFBFBD>偣**锛?
- 鉁?**JSONB瀛樺偍**锛?2瀛楁<E7809B>鐏垫椿瀛樺偍锛屾敮鎸侀珮鏁堟煡璇?
- 鉁?**鍙屾ā鍨嬪<E98DA8>姣?*锛氬畬鏁翠繚瀛樹袱涓<E8A2B1>ā鍨嬬殑杈撳嚭
- 鉁?**鍐茬獊浼樺厛绾?*锛氳嚜鍔ㄨ<E98D94>绠梤eview_priority锛?-100锛?
- 鉁?**鍙<><E98D99>璁?*锛氫繚鐣檙aw_output锛屽彲杩芥函LLM鍘熷<E98D98>鍝嶅簲

### 2. 杩佺Щ绛栫暐

#### 2.1 闂<><E99782>璇嗗埆

鍦ㄨ縼绉昏繃绋嬩腑鍙戠幇锛?
- 鈿狅笍 鍘嗗彶閬楃暀闂<E69A80><E99782>锛氶儴鍒嗘ā鍧楃殑琛ㄥ垱寤哄湪 `public` schema
- 鉁?ASL妯″潡鏁版嵁瀹屽叏姝ｇ‘锛氭墍鏈夎〃閮藉湪 `asl_schema`
- 鈿狅笍 Prisma Migrate浼氬皾璇曞垹闄?`public` 涓<>殑閲嶅<E996B2>琛?

#### 2.2 瑙ｅ喅鏂规<E98F82>锛氭墜鍔⊿QL杩佺Щ

**绛栫暐**锛氫娇鐢ㄦ墜鍔⊿QL鑴氭湰锛屽彧鎿嶄綔 `asl_schema`锛屼笉褰卞搷鍏朵粬妯″潡

```sql
-- 鍙<>搷浣渁sl_schema锛屼笉褰卞搷鍏朵粬schema
ALTER TABLE asl_schema.literatures ADD COLUMN IF NOT EXISTS ...;
CREATE TABLE IF NOT EXISTS asl_schema.fulltext_screening_tasks (...);
CREATE TABLE IF NOT EXISTS asl_schema.fulltext_screening_results (...);
```

**鎵ц<E98EB5>**锛?
```bash
Get-Content manual_fulltext_screening.sql | docker exec -i ai-clinical-postgres psql ...
```

**楠岃瘉**锛?
```sql
\dt asl_schema.*
-- 缁撴灉锛?涓<>〃
-- 鉁?literatures (宸叉洿鏂?
-- 鉁?screening_projects
-- 鉁?screening_tasks
-- 鉁?screening_results
-- 鉁?fulltext_screening_tasks (鏂板缓)
-- 鉁?fulltext_screening_results (鏂板缓)
```

#### 2.3 Schema闅旂<E99785>楠岃瘉

**妫€鏌ョ粨鏋?*锛?
- 鉁?ASL妯″潡鎵€鏈?涓<>〃閮藉湪 `asl_schema`
- 鉁?鏃犳暟鎹<E69A9F>硠婕忓埌 `public` schema
- 鉁?澶栭敭绾︽潫鍏ㄩ儴鎸囧悜 `asl_schema` 鍐呴儴
- 鉁?Prisma Model姝ｇ‘鏄犲皠锛坄@@schema("asl_schema")`锛?

**鐩稿叧鏂囨。**锛?
- [鏁版嵁搴撹縼绉荤姸鎬佽<E98EAC>鏄嶿(./2025-11-23_鏁版嵁搴撹縼绉荤姸鎬佽<E98EAC>鏄?md)
- [鏁版嵁搴撹<E690B4>璁℃枃妗<E69E83>(../02-鎶€鏈<E282AC><E98F88>璁?01-鏁版嵁搴撹<E690B4>璁?md)

### 3. 浜у嚭

- 鉁?Prisma Schema鏇存柊锛?涓<>ā鍨嬶級
- 鉁?鎵嬪姩SQL杩佺Щ鑴氭湰锛?41琛岋級
- 鉁?鏁版嵁搴撹縼绉荤姸鎬佽<E98EAC>鏄庢枃妗ｏ紙435琛岋級
- 鉁?鏁版嵁搴撹<E690B4>璁℃枃妗ｆ洿鏂帮紙v3.0锛?
- 鉁?妯″潡鐘舵€佹枃妗ｆ洿鏂帮紙v1.2锛?

---

## 鉁?Day 4涓嬪崍锛氭壒澶勭悊鏈嶅姟寮€鍙?

### 1. 鏍稿績鏈嶅姟锛欶ulltextScreeningService

#### 1.1 鏈嶅姟鑱岃矗

| 鑱岃矗 | 璇存槑 |
|------|------|
| **浠诲姟璋冨害** | 鎵归噺澶勭悊鏂囩尞锛屽苟鍙戞帶鍒?|
| **鏈嶅姟闆嗘垚** | 璋冪敤LLM鏈嶅姟銆侀獙璇佸櫒銆佸啿绐佹<E7BB90>娴?|
| **杩涘害璺熻釜** | 瀹炴椂鏇存柊浠诲姟杩涘害锛岃<E9949B>绠楅<E7BBA0>浼版椂闂?|
| **瀹归敊澶勭悊** | 閲嶈瘯鏈哄埗銆侀檷绾фā寮忋€侀敊璇<E6958A><E79287>褰?|
| **鏁版嵁鎸佷箙鍖?* | 淇濆瓨澶勭悊缁撴灉鍒版暟鎹<E69A9F>簱 |

#### 1.2 鏍稿績鏂规硶

**1. createAndProcessTask() - 浠诲姟鍒涘缓鍏ュ彛**

```typescript
async createAndProcessTask(
  projectId: string,
  literatureIds: string[],
  config: FulltextScreeningConfig
): Promise<string>
```

鍔熻兘锛?
- 楠岃瘉椤圭洰鍜屾枃鐚<E69E83>暟鎹?
- 鍒涘缓浠诲姟璁板綍
- 鍚<>姩鍚庡彴澶勭悊锛堜笉绛夊緟瀹屾垚锛?
- 杩斿洖浠诲姟ID

**2. processTaskInBackground() - 鍚庡彴鎵瑰<E98EB5>鐞嗛€昏緫**

```typescript
private async processTaskInBackground(
  taskId: string,
  literatures: any[],
  project: any,
  config: FulltextScreeningConfig
): Promise<void>
```

鍔熻兘锛?
- 鏇存柊浠诲姟鐘舵€佷负"杩愯<E69DA9>涓?
- 鏋勫缓PICOS涓婁笅鏂?
- 浣跨敤 `p-queue` 瀹炵幇骞跺彂鎺у埗锛堥粯璁ゅ苟鍙?锛?
- 璋冪敤 `screenLiteratureWithRetry()` 澶勭悊姣忕瘒鏂囩尞
- 绱<><E7BBB1>缁熻<E7BC81>锛坰uccess/failed/degraded/tokens/cost锛?
- 鏍囪<E98F8D>浠诲姟瀹屾垚

**3. screenLiteratureWithRetry() - 鍗曠瘒澶勭悊锛堝甫閲嶈瘯锛?*

```typescript
private async screenLiteratureWithRetry(
  taskId: string,
  projectId: string,
  literature: any,
  picosContext: any,
  config: FulltextScreeningConfig
): Promise<SingleLiteratureResult>
```

鍔熻兘锛?
- 鏈€澶氶噸璇?娆★紙鍙<E7B499>厤缃<E58EA4>級
- 鎸囨暟閫€閬跨瓥鐣ワ紙1s, 2s锛?
- 鎹曡幏骞惰<E9AA9E>褰曢敊璇?

**4. screenLiterature() - 鍗曠瘒澶勭悊鏍稿績閫昏緫**

```typescript
private async screenLiterature(
  taskId: string,
  projectId: string,
  literature: any,
  picosContext: any,
  config: FulltextScreeningConfig
): Promise<SingleLiteratureResult>
```

鍔熻兘锛?
1. 鑾峰彇鍏ㄦ枃鍐呭<E98D90>锛堟敮鎸佹祴璇曟ā寮忥細璺宠繃PDF鎻愬彇锛?
2. 璋冪敤 `LLM12FieldsService.processDualModels()`锛堝弻妯″瀷骞惰<EFBFBD>锛?
3. 鍖诲<E98D96>閫昏緫楠岃瘉锛坄MedicalLogicValidator`锛?
4. 璇佹嵁閾鹃獙璇侊紙`EvidenceChainValidator`锛?
5. 鍐茬獊妫€娴嬶紙`ConflictDetectionService`锛?
6. 淇濆瓨缁撴灉鍒版暟鎹<E69A9F>簱锛坄fulltext_screening_results`琛<>級
7. 杩斿洖澶勭悊缁撴灉锛坱okens銆乧ost銆乮sDegraded锛?

**5. updateTaskProgress() - 杩涘害鏇存柊**

```typescript
private async updateTaskProgress(
  taskId: string,
  progress: { ... }
): Promise<void>
```

鍔熻兘锛?
- 璁＄畻骞冲潎澶勭悊鏃堕棿
- 棰勪及鍓╀綑鏃堕棿锛坋stimatedEndAt锛?
- 鏇存柊鏁版嵁搴擄紙processed/success/failed/degraded/tokens/cost锛?

**6. completeTask() - 浠诲姟瀹屾垚**

```typescript
private async completeTask(
  taskId: string,
  summary: { ... }
): Promise<void>
```

鍔熻兘锛?
- 鏍囪<E98F8D>浠诲姟鐘舵€侊紙completed/failed锛?
- 鏇存柊鏈€缁堢粺璁?
- 璁板綍瀹屾垚鏃堕棿

#### 1.3 鏌ヨ<E98F8C>鎺ュ彛

**getTaskProgress() - 鏌ヨ<E98F8C>浠诲姟杩涘害**

```typescript
async getTaskProgress(taskId: string): Promise<ScreeningProgress | null>
```

杩斿洖锛?
- 浠诲姟鐘舵€侊紙pending/running/completed/failed锛?
- 杩涘害缁熻<E7BC81>锛坧rocessed/success/failed/degraded锛?
- 鎴愭湰缁熻<E7BC81>锛坱otalTokens/totalCost锛?
- 鏃堕棿淇℃伅锛坰tarted/completed/estimatedEnd锛?

**getTaskResults() - 鏌ヨ<E98F8C>浠诲姟缁撴灉**

```typescript
async getTaskResults(
  taskId: string,
  filter?: { conflictOnly, page, pageSize }
): Promise<{ results, total }>
```

鍔熻兘锛?
- 鏀<>寔杩囨护锛堜粎鍐茬獊椤癸級
- 鍒嗛〉鏌ヨ<E98F8C>
- 鎸変紭鍏堢骇鎺掑簭锛堝啿绐佷紭鍏堛€乺eview_priority闄嶅簭锛?

**updateReviewDecision() - 鏇存柊浜哄伐澶嶆牳鍐崇瓥**

```typescript
async updateReviewDecision(
  resultId: string,
  decision: { finalDecision, finalDecisionBy, ... }
): Promise<void>
```

鍔熻兘锛?
- 鏇存柊鏈€缁堝喅绛栵紙include/exclude锛?
- 璁板綍澶嶆牳浜哄拰鏃堕棿
- 璁板綍鎺掗櫎鍘熷洜鍜岀瑪璁?

### 2. 鎶€鏈<E282AC>寒鐐?

#### 2.1 骞跺彂鎺у埗

浣跨敤 `p-queue` 瀹炵幇浼橀泤鐨勫苟鍙戞帶鍒讹細

```typescript
const queue = new PQueue({ concurrency: 3 });

const tasks = literatures.map((literature, index) =>
  queue.add(async () => {
    // 澶勭悊鍗曠瘒鏂囩尞
  })
);

await Promise.all(tasks);
```

**浼樺娍**锛?
- 鉁?鑷<>姩鎺掗槦锛岄伩鍏嶅悓鏃跺彂璧疯繃澶歀LM璇锋眰
- 鉁?鎺у埗API璋冪敤棰戠巼锛岄槻姝㈣Е鍙戦檺娴?
- 鉁?鍏呭垎鍒╃敤骞跺彂锛屾彁閫?鍊嶏紙涓茶<E6B693>鈫?骞跺彂锛?

#### 2.2 瀹归敊鏈哄埗

**3灞傚<E7819E>閿?*锛?
1. **Retry灞?*锛氬崟绡囨枃鐚<E69E83>け璐ヨ嚜鍔ㄩ噸璇曪紙鏈€澶?娆★級
2. **Degraded灞?*锛歀LM12FieldsService鏀<65>寔闄嶇骇妯″紡锛堝崟妯″瀷鎴愬姛鍗冲彲锛?
3. **Continue灞?*锛氬崟绡囧け璐ヤ笉褰卞搷鏁翠綋锛岀户缁<E688B7><E7BC81>鐞嗗叾浠栨枃鐚?

**鏁堟灉**锛?
- 鉁?闄嶄綆澶辫触鐜?
- 鉁?鎻愰珮浠诲姟瀹屾垚鐜?
- 鉁?瀹屾暣璁板綍澶辫触鍘熷洜

#### 2.3 娴嬭瘯妯″紡

鏀<EFBFBD>寔 `skipExtraction: true` 娴嬭瘯妯″紡锛?

```typescript
if (config.skipExtraction) {
  // 浣跨敤鏍囬<E98F8D>+鎽樿<E98EBD>浣滀负鍏ㄦ枃
  fullText = `# ${literature.title}\n\n## Abstract\n${literature.abstract}`;
  fullTextFormat = 'markdown';
  fullTextSource = 'test';
}
```

**浼樺娍**锛?
- 鉁?蹇<>€熼獙璇佹湇鍔￠€昏緫
- 鉁?鏃犻渶鐪熷疄PDF鏂囦欢
- 鉁?鑺傜渷娴嬭瘯鎴愭湰

#### 2.4 瀹炴椂杩涘害璺熻釜

鍔ㄦ€佽<EFBFBD>绠楅<EFBFBD>浼板墿浣欐椂闂达細

```typescript
const avgTimePerItem = elapsed / processedCount;
const remainingItems = totalCount - processedCount;
const estimatedRemainingTime = avgTimePerItem * remainingItems;
```

**鐢ㄦ埛浣撻獙**锛?
- 鉁?鍓嶇<E98D93>鍙<EFBFBD>疆璇㈡樉绀鸿繘搴?
- 鉁?鏄剧ず棰勪及瀹屾垚鏃堕棿
- 鉁?瀹炴椂鏄剧ず鎴愭湰缁熻<E7BC81>

### 3. 闆嗘垚娴嬭瘯

鍒涘缓浜嗗畬鏁寸殑闆嗘垚娴嬭瘯鑴氭湰锛?

**娴嬭瘯鍦烘櫙**锛?
1. 鉁?鍑嗗<E98D91>娴嬭瘯鏁版嵁锛堟煡鎵鹃」鐩<E3808D>拰鏂囩尞锛?
2. 鉁?鍒涘缓骞跺<E9AA9E>鐞嗕换鍔★紙娴嬭瘯妯″紡锛?绡囨枃鐚<E69E83>紝2骞跺彂锛?
3. 鉁?杞<><E69D9E>浠诲姟杩涘害锛堟瘡5绉掞級
4. 鉁?鏌ヨ<E98F8C>浠诲姟缁撴灉锛堝垎椤碉紝鎺掑簭锛?
5. 鉁?鏇存柊浜哄伐澶嶆牳鍐崇瓥

**娴嬭瘯鏂囦欢**锛?
- `service-integration-test.ts` (绾?00琛?

**杩愯<E69DA9>鏂瑰紡**锛?
```bash
cd backend
npx ts-node src/modules/asl/fulltext-screening/services/__tests__/service-integration-test.ts
```

### 4. 浜у嚭

**浠ｇ爜**锛?
- 鉁?`FulltextScreeningService.ts` (绾?00琛?
- 鉁?闆嗘垚娴嬭瘯鑴氭湰 (绾?00琛?
- 鉁?TypeScript绫诲瀷瀹氫箟瀹屾暣
- 鉁?浠ｇ爜娉ㄩ噴璇︾粏

**渚濊禆**锛?
- 鉁?瀹夎<E780B9> `p-queue` 搴?

**璐ㄩ噺**锛?
- 鉁?鏃燣inter閿欒<E996BF>
- 鉁?瀹屾暣鐨勯敊璇<E6958A><E79287>鐞?
- 鉁?璇︾粏鐨勬棩蹇楄<E8B987>褰?

---

## 馃搳 Day 4 鎬讳綋缁熻<E7BC81>

### 鏃堕棿鍒嗛厤

| 闃舵<E99783> | 浠诲姟 | 鑰楁椂 | 鐘舵€?|
|------|------|------|------|
| **涓婂崍** | 鏁版嵁搴撹<E690B4>璁?| 1h | 鉁?|
| | Schema璁捐<E79281>锛?涓<>ā鍨嬶級 | 30min | 鉁?|
| | 鎵嬪姩SQL杩佺Щ | 20min | 鉁?|
| | Schema闅旂<E99785>楠岃瘉 | 10min | 鉁?|
| | 鏂囨。缂栧啓锛堣縼绉荤姸鎬佽<E98EAC>鏄庯級 | 30min | 鉁?|
| | 鏂囨。鏇存柊锛堣<E9949B>璁℃枃妗ｃ€佺姸鎬佹枃妗ｏ級 | 20min | 鉁?|
| **涓嬪崍** | 鎵瑰<E98EB5>鐞嗘湇鍔″紑鍙?| 2h | 鉁?|
| | 鏈嶅姟鏍稿績閫昏緫 | 1h | 鉁?|
| | 闆嗘垚娴嬭瘯鑴氭湰 | 30min | 鉁?|
| | 浠ｇ爜瀹℃煡涓庝紭鍖?| 30min | 鉁?|
| **鍚堣<E98D9A>** | | 3h | 鉁?|

### 浠ｇ爜浜у嚭

| 绫诲埆 | 鏂囦欢 | 琛屾暟 | 璇存槑 |
|------|------|------|------|
| **鏍稿績鏈嶅姟** | FulltextScreeningService.ts | ~700 | 鎵瑰<E98EB5>鐞嗘湇鍔?|
| **娴嬭瘯** | service-integration-test.ts | ~200 | 闆嗘垚娴嬭瘯 |
| **鏁版嵁搴?* | manual_fulltext_screening.sql | 141 | 杩佺Щ鑴氭湰 |
| **鏂囨。** | 鏁版嵁搴撹縼绉荤姸鎬佽<E98EAC>鏄?| 435 | 璇︾粏璁板綍 |
| **鏂囨。** | Day 4寮€鍙戣<E98D99>褰?| ~800 | 鏈<>枃妗?|
| **鍚堣<E98D9A>** | | ~2,276 | |

### 鍔熻兘瀹屾垚搴?

| 鍔熻兘妯″潡 | 瀹屾垚搴?| 璇存槑 |
|---------|--------|------|
| 鏁版嵁搴撹<E690B4>璁?| 100% 鉁?| 3涓<33>〃锛?3涓<33>柊瀛楁<E7809B> |
| 鏁版嵁搴撹縼绉?| 100% 鉁?| 鎵嬪姩SQL锛屽畨鍏ㄦ墽琛?|
| 浠诲姟鍒涘缓涓庤皟搴?| 100% 鉁?| 鏀<>寔骞跺彂鎺у埗 |
| 鍗曠瘒鏂囩尞澶勭悊 | 100% 鉁?| 闆嗘垚鎵€鏈夐獙璇佸櫒 |
| 杩涘害璺熻釜 | 100% 鉁?| 瀹炴椂鏇存柊锛岄<E9949B>浼版椂闂?|
| 瀹归敊澶勭悊 | 100% 鉁?| 閲嶈瘯銆侀檷绾с€佺户缁?|
| 鏌ヨ<E98F8C>鎺ュ彛 | 100% 鉁?| 杩涘害銆佺粨鏋溿€佸喅绛?|
| 闆嗘垚娴嬭瘯 | 100% 鉁?| 绔<>埌绔<E59F8C>祴璇曡剼鏈?|

---

## 馃幆 鍏抽敭鍐崇瓥

### 1. 浜戝師鐢熷瓨鍌ㄦ柟妗?鉁?

**鍐崇瓥**锛氬叏鏂囧唴瀹瑰瓨鍌ㄥ湪OSS/Dify锛屾暟鎹<E69A9F>簱鍙<E7B0B1>瓨寮曠敤

**鐞嗙敱**锛?
- 绗﹀悎銆婁簯鍘熺敓寮€鍙戣<E98D99>鑼冦€?
- 閬垮厤鏁版嵁搴撹啫鑳€
- 鏀<>寔澶ц<E6BEB6>妯℃墿灞?

**瀹炵幇**锛?
- `full_text_storage_type` - 瀛樺偍绫诲瀷锛坥ss/dify锛?
- `full_text_storage_ref` - 瀛樺偍寮曠敤锛坘ey鎴朓D锛?
- `full_text_url` - 璁块棶URL

### 2. 鎵嬪姩SQL杩佺Щ绛栫暐 鉁?

**鍐崇瓥**锛氫笉浣跨敤 `prisma migrate`锛岃€屾槸鎵嬪姩缂栧啓SQL鑴氭湰

**鐞嗙敱**锛?
- Prisma Migrate浼氬皾璇曞垹闄?`public` schema涓<61>殑閲嶅<E996B2>琛?
- 鍙<>兘褰卞搷鍏朵粬妯″潡锛圓IA銆丳KB銆丳latform锛?
- 鎵嬪姩SQL鏇村畨鍏ㄣ€佸彲鎺с€佸彲瀹¤<E780B9>

**鍘熷垯**锛?
- "绠″ソ鑷<E382BD>繁"锛氬彧鎿嶄綔 `asl_schema`
- 涓嶅姩 `public` schema锛屼笉褰卞搷鍏朵粬妯″潡

### 3. 娴嬭瘯妯″紡璁捐<E79281> 鉁?

**鍐崇瓥**锛氭敮鎸?`skipExtraction: true` 娴嬭瘯妯″紡

**鐞嗙敱**锛?
- 蹇<>€熼獙璇佹湇鍔￠€昏緫
- 鏃犻渶鍑嗗<E98D91>鐪熷疄PDF鏂囦欢
- 鑺傜渷娴嬭瘯鎴愭湰鍜屾椂闂?

**瀹炵幇**锛?
```typescript
if (config.skipExtraction) {
  fullText = `# ${title}\n\n## Abstract\n${abstract}`;
}
```

### 4. 骞跺彂鎺у埗绛栫暐 鉁?

**鍐崇瓥**锛氫娇鐢?`p-queue`锛岄粯璁ゅ苟鍙?

**鐞嗙敱**锛?
- 鎻愰€?鍊嶏紙鐩告瘮涓茶<E6B693>澶勭悊锛?
- 閬垮厤瑙﹀彂API闄愭祦
- 鑷<>姩鎺掗槦锛屼紭闆呮帶鍒?

**閰嶇疆**锛?
```typescript
const queue = new PQueue({ concurrency: 3 });
```

---

## 馃悰 閬囧埌鐨勯棶棰樹笌瑙ｅ喅

### 闂<><E99782>1锛氭暟鎹<E69A9F>簱杩佺Щ鍐茬獊

**闂<><E99782>**锛歚prisma db push` 妫€娴嬪埌浼氬垹闄?`public` schema涓<61>殑琛?

**鐜拌薄**锛?
```
鈿狅笍  There might be data loss when applying the changes:
  鈥?You are about to drop the `users` table, which is not empty (2 rows).
  鈥?You are about to drop the `projects` table, which is not empty (2 rows).
```

**鏍瑰洜**锛?
- 鍘嗗彶閬楃暀闂<E69A80><E99782>锛氶儴鍒嗘ā鍧楃殑琛ㄥ垱寤哄湪 `public` schema
- Prisma Migrate浼氬皾璇曞悓姝ユ墍鏈塻chema

**瑙ｅ喅鏂规<E98F82>**锛?
1. 涓嶄娇鐢?`prisma migrate` 鎴?`prisma db push`
2. 缂栧啓鎵嬪姩SQL鑴氭湰锛屽彧鎿嶄綔 `asl_schema`
3. 鎵ц<E98EB5>锛歚Get-Content xxx.sql | docker exec -i postgres psql ...`
4. 楠岃瘉锛歚\dt asl_schema.*`

**棰勯槻鎺<E6A7BB>柦**锛?
- 鏈<>潵缁х画浣跨敤鎵嬪姩SQL杩佺Щ
- 鏄庣‘璁板綍鍦ㄦ枃妗ｄ腑
- 鎻愰啋鍏朵粬妯″潡寮€鍙戣€?

### 闂<><E99782>2锛歅risma Client绫诲瀷鐢熸垚

**闂<><E99782>**锛氫慨鏀筍chema鍚庯紝Prisma Client绫诲瀷鏈<E780B7>洿鏂?

**瑙ｅ喅**锛?
```bash
npx prisma generate
```

**棰勯槻鎺<E6A7BB>柦**锛?
- 姣忔<E5A7A3>淇<EFBFBD>敼Schema鍚庣珛鍗虫墽琛?
- 鍔犲叆杩佺Щ娴佺▼鏂囨。

---

## 馃摎 鐩稿叧鏂囨。

**鏈<><E98F88>鏇存柊鐨勬枃妗?*锛?
1. [鏁版嵁搴撹縼绉荤姸鎬佽<E98EAC>鏄嶿(./2025-11-23_鏁版嵁搴撹縼绉荤姸鎬佽<E98EAC>鏄?md) 鈫?鏂板缓
2. [鏁版嵁搴撹<E690B4>璁℃枃妗<E69E83>(../02-鎶€鏈<E282AC><E98F88>璁?01-鏁版嵁搴撹<E690B4>璁?md) 鈫?鏇存柊v3.0
3. [妯″潡褰撳墠鐘舵€佷笌寮€鍙戞寚鍗梋(../00-妯″潡褰撳墠鐘舵€佷笌寮€鍙戞寚鍗?md) 鈫?鏇存柊v1.2
4. [鎶€鏈<EFBFBD>€哄姟娓呭崟](../06-鎶€鏈<E282AC>€哄姟/鎶€鏈<E282AC>€哄姟娓呭崟.md) 鈫?鏇存柊鍊哄姟7鐘舵€?
5. [鍏ㄦ枃澶嶇瓫寮€鍙戣<E98D99>鍒抅(../04-寮€鍙戣<E98D99>鍒?04-鍏ㄦ枃澶嶇瓫寮€鍙戣<E98D99>鍒?md) 鈫?鏇存柊Day 4杩涘害

**鍙傝€冪殑瑙勮寖鏂囨。**锛?
1. [浜戝師鐢熷紑鍙戣<E98D99>鑼僝(../../../../04-寮€鍙戣<E98D99>鑼?08-浜戝師鐢熷紑鍙戣<E98D99>鑼?md)
2. [鏁版嵁搴撴灦鏋勮<E98F8B>鏄嶿(../../../../00-绯荤粺鎬讳綋璁捐<E79281>/03-鏁版嵁搴撴灦鏋勮<E98F8B>鏄?md)
3. [绯荤粺褰撳墠鐘舵€佷笌寮€鍙戞寚鍗梋(../../../../00-绯荤粺鎬讳綋璁捐<E79281>/00-绯荤粺褰撳墠鐘舵€佷笌寮€鍙戞寚鍗?md)

---

## 馃殌 涓嬩竴姝ヨ<E5A79D>鍒?

### Day 5锛氬悗绔疉PI寮€鍙戯紙棰勮<E6A3B0>1澶╋級

**浠诲姟娓呭崟**锛?
1. 鍒涘缓 `FulltextScreeningController.ts`
   - `createTask()` - 鍒涘缓浠诲姟
   - `getTaskProgress()` - 鑾峰彇杩涘害
   - `getTaskResults()` - 鑾峰彇缁撴灉鍒楄〃
   - `getResultDetail()` - 鑾峰彇缁撴灉璇︽儏
   - `updateDecision()` - 浜哄伐瀹℃牳鍐崇瓥
2. 鍒涘缓 `fulltext-screening.ts` 璺<>敱
3. 闆嗘垚鍒癋astify搴旂敤
4. API娴嬭瘯锛圥ostman鎴栭泦鎴愭祴璇曪級
5. 閿欒<E996BF>澶勭悊瀹屽杽

**棰勮<E6A3B0>浜у嚭**锛?
- 5涓狝PI鎺ュ彛
- API鏂囨。
- 鍚庣<E98D9A>瀹屾垚鉁?

---

## 馃帀 鎬荤粨

**Day 4鏍稿績鎴愭灉**锛?
- 鉁?瀹屾垚鏁版嵁搴撹<E690B4>璁★紙浜戝師鐢熸灦鏋勶級
- 鉁?瀹屾垚鏁版嵁搴撹縼绉伙紙瀹夊叏鎵ц<E98EB5>锛屾棤褰卞搷鍏朵粬妯″潡锛?
- 鉁?瀹屾垚鎵瑰<E98EB5>鐞嗘湇鍔″紑鍙戯紙700琛屾牳蹇冧唬鐮侊級
- 鉁?瀹屾垚闆嗘垚娴嬭瘯锛堢<E9949B>鍒扮<E98D92>楠岃瘉锛?
- 鉁?瀹屾垚璇︾粏鏂囨。锛?绡囨枃妗ｆ洿鏂帮級

**鎶€鏈<E282AC>寒鐐?*锛?
- 鉁?浜戝師鐢熷瓨鍌ㄦ柟妗堬紙鍏ㄦ枃瀛極SS/Dify锛?
- 鉁?鎵嬪姩SQL杩佺Щ绛栫暐锛堝畨鍏ㄥ彲鎺э級
- 鉁?骞跺彂鎺у埗锛坧-queue锛屾彁閫?鍊嶏級
- 鉁?瀹归敊鏈哄埗锛堥噸璇曘€侀檷绾с€佺户缁<E688B7>級
- 鉁?娴嬭瘯妯″紡锛堝揩閫熼獙璇侊級

**璐ㄩ噺淇濋殰**锛?
- 鉁?Schema闅旂<E99785>100%姝ｇ‘锛堟墍鏈夎〃鍦╝sl_schema锛?
- 鉁?浠ｇ爜鏃燣inter閿欒<E996BF>
- 鉁?瀹屾暣鐨勯敊璇<E6958A><E79287>鐞嗗拰鏃ュ織
- 鉁?璇︾粏鐨勬枃妗ｈ<E5A697>褰?

**寮€鍙戞晥鐜?*锛?
- 鈴憋笍 涓婂崍1h瀹屾垚鏁版嵁搴撹<E690B4>璁′笌杩佺Щ
- 鈴憋笍 涓嬪崍2h瀹屾垚鎵瑰<E98EB5>鐞嗘湇鍔″紑鍙?
- 鈴憋笍 鍚堣<E98D9A>3h瀹屾垚Day 4鍏ㄩ儴浠诲姟

**MVP杩涘害**锛?
- Week 1锛?0% 鈫?75% 鉁?
- Day 1-3锛氶€氱敤鑳藉姏灞傚畬鎴?鉁?
- Day 4锛氭壒澶勭悊鏈嶅姟瀹屾垚 鉁?
- Day 5锛欰PI寮€鍙戯紙涓嬩竴姝ワ級

---

**寮€鍙戜汉鍛?*锛欰SL寮€鍙戝洟闃? 
**鏂囨。缂栧啓鏃堕棿**锛?025-11-23  
**鏂囨。鐗堟湰**锛歷1.0