Files
AIclinicalresearch/frontend-v2/src/modules/rvw/components/Header.tsx
HaHafeng 40c2f8e148 feat(rag): Complete RAG engine implementation with pgvector
Major Features:
- Created ekb_schema (13th schema) with 3 tables: KB/Document/Chunk
- Implemented EmbeddingService (text-embedding-v4, 1024-dim vectors)
- Implemented ChunkService (smart Markdown chunking)
- Implemented VectorSearchService (multi-query + hybrid search)
- Implemented RerankService (qwen3-rerank)
- Integrated DeepSeek V3 QueryRewriter for cross-language search
- Python service: Added pymupdf4llm for PDF-to-Markdown conversion
- PKB: Dual-mode adapter (pgvector/dify/hybrid)

Architecture:
- Brain-Hand Model: Business layer (DeepSeek) + Engine layer (pgvector)
- Cross-language support: Chinese query matches English documents
- Small Embedding (1024) + Strong Reranker strategy

Performance:
- End-to-end latency: 2.5s
- Cost per query: 0.0025 RMB
- Accuracy improvement: +20.5% (cross-language)

Tests:
- test-embedding-service.ts: Vector embedding verified
- test-rag-e2e.ts: Full pipeline tested
- test-rerank.ts: Rerank quality validated
- test-query-rewrite.ts: Cross-language search verified
- test-pdf-ingest.ts: Real PDF document tested (Dongen 2003.pdf)

Documentation:
- Added 05-RAG-Engine-User-Guide.md
- Added 02-Document-Processing-User-Guide.md
- Updated system status documentation

Status: Production ready
2026-01-21 20:24:29 +08:00

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/**
* Dashboard头部组件
*/
import { useRef } from 'react';
import { BrainCircuit, UploadCloud } from 'lucide-react';
interface HeaderProps {
onUpload: (files: FileList) => void;
}
export default function Header({ onUpload }: HeaderProps) {
const fileInputRef = useRef<HTMLInputElement>(null);
const handleFileChange = (e: React.ChangeEvent<HTMLInputElement>) => {
if (e.target.files && e.target.files.length > 0) {
onUpload(e.target.files);
// 重置input以允许选择相同文件
e.target.value = '';
}
};
return (
<div className="flex justify-between items-center mb-6">
{/* Logo区域 */}
<div className="flex items-center gap-3">
<div className="bg-indigo-50 p-2 rounded-lg text-indigo-700">
<BrainCircuit className="w-6 h-6" />
</div>
<div>
<h1 className="text-xl font-bold text-slate-800">稿</h1>
<p className="text-xs text-slate-500"></p>
</div>
</div>
{/* 上传按钮 */}
<div className="flex gap-3">
<input
ref={fileInputRef}
type="file"
multiple
accept=".pdf,.doc,.docx"
className="hidden"
onChange={handleFileChange}
/>
<button
onClick={() => fileInputRef.current?.click()}
className="px-5 py-2.5 bg-indigo-600 hover:bg-indigo-700 text-white rounded-lg text-sm font-bold flex items-center gap-2 shadow-sm transition-all hover:-translate-y-0.5"
>
<UploadCloud className="w-4 h-4" />
稿
</button>
</div>
</div>
);
}