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%)
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<EFBFBD>紙Embedding锛?
- 璇<EFBFBD>箟妫€绱<EFBFBD>紙Semantic Search锛?
- 妫€绱㈠<EFBFBD>寮虹敓鎴愶紙RAG锛?
- Rerank閲嶆帓搴?
馃搳 渚濊禆妯″潡
*3涓<EFBFBD>ā鍧椾緷璧栵紙43%澶嶇敤鐜囷級锛?
- AIA - AI鏅鸿兘闂<E58598>瓟锛園鐭ヨ瘑搴撻棶绛旓級
- ASL - AI鏅鸿兘鏂囩尞锛堟枃鐚<E69E83>唴瀹规<E780B9>绱<EFBFBD>級
- 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?
// 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<EFBFBD>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。
鏈€鍚庢洿鏂帮細 2025-11-06
缁存姢浜猴細 鎶€鏈<E282AC>灦鏋勫笀