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%)
115 lines
1.8 KiB
Markdown
115 lines
1.8 KiB
Markdown
# RAG寮曟搸
|
||
|
||
> **鑳藉姏瀹氫綅锛?* 閫氱敤鑳藉姏灞?
|
||
> **澶嶇敤鐜囷細** 43% (3涓<33>ā鍧椾緷璧?
|
||
> **浼樺厛绾э細** P1
|
||
> **鐘舵€侊細** 鉁?宸插疄鐜帮紙鍩轰簬Dify锛?
|
||
|
||
---
|
||
|
||
## 馃搵 鑳藉姏姒傝堪
|
||
|
||
RAG寮曟搸璐熻矗锛?
|
||
- 鍚戦噺鍖栧瓨鍌<E793A8>紙Embedding锛?
|
||
- 璇<>箟妫€绱<E282AC>紙Semantic Search锛?
|
||
- 妫€绱㈠<E7BBB1>寮虹敓鎴愶紙RAG锛?
|
||
- Rerank閲嶆帓搴?
|
||
|
||
---
|
||
|
||
## 馃搳 渚濊禆妯″潡
|
||
|
||
**3涓<33>ā鍧椾緷璧栵紙43%澶嶇敤鐜囷級锛?*
|
||
1. **AIA** - AI鏅鸿兘闂<E58598>瓟锛園鐭ヨ瘑搴撻棶绛旓級
|
||
2. **ASL** - AI鏅鸿兘鏂囩尞锛堟枃鐚<E69E83>唴瀹规<E780B9>绱<EFBFBD>級
|
||
3. **PKB** - 涓<>汉鐭ヨ瘑搴擄紙RAG闂<47>瓟锛?
|
||
|
||
---
|
||
|
||
## 馃挕 鏍稿績鍔熻兘
|
||
|
||
### 1. 鍚戦噺鍖栧瓨鍌?
|
||
- 鍩轰簬Dify骞冲彴
|
||
- Qdrant鍚戦噺鏁版嵁搴擄紙Dify鍐呯疆锛?
|
||
|
||
### 2. 璇<>箟妫€绱?
|
||
- Top-K妫€绱?
|
||
- 鐩稿叧搴﹁瘎鍒?
|
||
- 澶氱煡璇嗗簱鑱斿悎妫€绱?
|
||
|
||
### 3. RAG闂<47>瓟
|
||
- 妫€绱?+ 鐢熸垚
|
||
- 鏅鸿兘寮曠敤绯荤粺锛?00%鍑嗙‘婧<E28098>簮锛?
|
||
|
||
---
|
||
|
||
## 馃彈锔?鎶€鏈<E282AC>灦鏋?
|
||
|
||
**鍩轰簬Dify骞冲彴锛?*
|
||
```typescript
|
||
// DifyClient灏佽<E7818F>
|
||
interface RAGEngine {
|
||
// 鍒涘缓鐭ヨ瘑搴?
|
||
createDataset(name: string): Promise<string>;
|
||
|
||
// 涓婁紶鏂囨。
|
||
uploadDocument(datasetId: string, file: File): Promise<string>;
|
||
|
||
// 璇<>箟妫€绱?
|
||
search(datasetId: string, query: string, topK?: number): Promise<SearchResult[]>;
|
||
|
||
// RAG闂<47>瓟
|
||
chatWithRAG(datasetId: string, query: string): Promise<string>;
|
||
}
|
||
```
|
||
|
||
---
|
||
|
||
## 馃搱 浼樺寲鎴愭灉
|
||
|
||
**妫€绱㈠弬鏁颁紭鍖栵細**
|
||
| 鎸囨爣 | 浼樺寲鍓?| 浼樺寲鍚?| 鎻愬崌 |
|
||
|------|--------|--------|------|
|
||
| 妫€绱㈡暟閲?| 3 chunks | 15 chunks | 5鍊?|
|
||
| Chunk澶у皬 | 500 tokens | 1500 tokens | 3鍊?|
|
||
| 鎬昏<E98EAC>鐩?| 1,500 tokens | 22,500 tokens | 15鍊?|
|
||
| 瑕嗙洊鐜?| ~5% | ~40-50% | 8-10鍊?|
|
||
|
||
---
|
||
|
||
## 馃敆 鐩稿叧鏂囨。
|
||
|
||
- [閫氱敤鑳藉姏灞傛€昏<EFBFBD>](../README.md)
|
||
- [Dify闆嗘垚鏂囨。](../../00-绯荤粺鎬讳綋璁捐<E79281>/03-鏁版嵁搴撴灦鏋勮<E98F8B>鏄?md)
|
||
|
||
---
|
||
|
||
**鏈€鍚庢洿鏂帮細** 2025-11-06
|
||
**缁存姢浜猴細** 鎶€鏈<E282AC>灦鏋勫笀
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|