Files
AIclinicalresearch/backend/create_mock_user_platform.sql
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

67 lines
837 B
SQL

-- 在 platform_schema.users 中创建 mock 用户
-- 用于 PKB 等模块的测试
-- 首先需要一个默认租户
INSERT INTO platform_schema.tenants (id, code, name, type, status, created_at, updated_at)
VALUES (
'tenant-mock-001',
'mock-tenant',
'测试租户',
'INTERNAL',
'ACTIVE',
NOW(),
NOW()
)
ON CONFLICT (id) DO NOTHING;
-- 创建 mock 用户
INSERT INTO platform_schema.users (
id,
phone,
email,
password,
is_default_password,
name,
role,
status,
tenant_id,
kb_quota,
kb_used,
is_trial,
created_at,
updated_at
)
VALUES (
'user-mock-001',
'13800000000',
'mock@test.com',
'$2b$10$mockhashedpassword123456789',
true,
'测试用户',
'USER',
'active',
'tenant-mock-001',
3,
0,
false,
NOW(),
NOW()
)
ON CONFLICT (id) DO NOTHING;