feat(pkb): Integrate pgvector and create Dify replacement plan

Summary:
- Migrate PostgreSQL to pgvector/pgvector:pg15 Docker image
- Successfully install and verify pgvector 0.8.1 extension
- Create comprehensive Dify-to-pgvector migration plan
- Update PKB module documentation with pgvector status
- Update system documentation with pgvector integration

Key changes:
- docker-compose.yml: Switch to pgvector/pgvector:pg15 image
- Add EkbDocument and EkbChunk data model design
- Design R-C-R-G hybrid retrieval architecture
- Add clinical data JSONB fields (pico, studyDesign, regimen, safety, criteria, endpoints)
- Create detailed 10-day implementation roadmap

Documentation updates:
- PKB module status: pgvector RAG infrastructure ready
- System status: pgvector 0.8.1 integrated
- New: Dify replacement development plan (01-Dify替换为pgvector开发计划.md)
- New: Enterprise medical knowledge base solution V2

Tested: PostgreSQL with pgvector verified, frontend and backend functionality confirmed

backend/DEPLOY_TO_SAE_FOR_WECHAT_MP.md

@@ -156,5 +156,6 @@ https://iit.xunzhengyixue.com/api/v1/iit/health
 
 
 
+
 
 

backend/RESTART_SERVER_NOW.md

@@ -57,5 +57,6 @@
 
 
 
+
 
 

backend/WECHAT_MP_CONFIG_READY.md

@@ -317,5 +317,6 @@ npx tsx src/modules/iit-manager/test-patient-wechat-url-verify.ts
 
 
 
+
 
 

backend/WECHAT_MP_QUICK_FIX.md

@@ -179,5 +179,6 @@ npm run dev
 
 
 
+
 
 

backend/check_db.ts

@@ -58,3 +58,4 @@ main()
 
 
 
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backend/check_db_data.ts

@@ -52,3 +52,4 @@ main()
 
 
 
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backend/check_iit.ts

@@ -47,3 +47,4 @@ main()
 
 
 
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backend/check_iit_asl_data.ts

@@ -79,3 +79,4 @@ main()
 
 
 
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backend/check_queue_table.ts

@@ -42,3 +42,4 @@ main()
 
 
 
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backend/check_rvw_issue.ts

@@ -83,3 +83,4 @@ main()
 
 
 
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backend/check_tables.ts

@@ -30,3 +30,4 @@ main()
 
 
 
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backend/compare_db.ts

@@ -118,3 +118,4 @@ main()
 
 
 
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backend/compare_dc_asl.ts

@@ -89,3 +89,4 @@ main()
 
 
 
+

backend/compare_pkb_aia_rvw.ts

@@ -75,3 +75,4 @@ main()
 
 
 
+

backend/compare_schema_db.ts

@@ -117,3 +117,4 @@ main()
 
 
 
+

backend/create_mock_user.sql

@@ -28,3 +28,4 @@ ON CONFLICT (id) DO NOTHING;
 
 
 
+

backend/create_mock_user_platform.sql

@@ -60,3 +60,4 @@ ON CONFLICT (id) DO NOTHING;
 
 
 
+

backend/migrations/add_data_stats_to_tool_c_session.sql

@@ -76,5 +76,6 @@ WHERE table_schema = 'dc_schema'
 
 
 
+
 
 

backend/prisma/manual-migrations/001_add_postgres_cache_and_checkpoint.sql

@@ -114,5 +114,6 @@ ORDER BY ordinal_position;
 
 
 
+
 
 

backend/prisma/manual-migrations/run-migration-002.ts

@@ -127,5 +127,6 @@ runMigration()
 
 
 
+
 
 

backend/prisma/migrations/20251208_add_column_mapping/migration.sql

@@ -61,5 +61,6 @@ COMMENT ON COLUMN "dc_schema"."dc_tool_c_sessions"."column_mapping" IS '列名
 
 
 
+
 
 

backend/prisma/migrations/create_tool_c_session.sql

@@ -88,5 +88,6 @@ COMMENT ON COLUMN dc_schema.dc_tool_c_sessions.expires_at IS '过期时间（创
 
 
 
+
 
 

backend/rebuild-and-push.ps1

@@ -128,5 +128,6 @@ Write-Host ""
 
 
 
+
 
 

backend/recover-code-from-cursor-db.js

@@ -238,5 +238,6 @@ function extractCodeBlocks(obj, blocks = []) {
 
 
 
+
 
 

backend/restore_job_common.sql

@@ -37,3 +37,4 @@ CREATE TABLE IF NOT EXISTS platform_schema.job_common (
 
 
 
+

backend/restore_pgboss_functions.sql

@@ -111,3 +111,4 @@ CREATE OR REPLACE FUNCTION platform_schema.delete_queue(queue_name text) RETURNS
 
 
 
+

backend/scripts/check-dc-tables.mjs

@@ -257,5 +257,6 @@ checkDCTables();
 
 
 
+
 
 

backend/scripts/create-capability-schema.sql

@@ -12,3 +12,4 @@ CREATE SCHEMA IF NOT EXISTS capability_schema;
 
 
 
+

backend/scripts/create-tool-c-ai-history-table.mjs

@@ -209,5 +209,6 @@ createAiHistoryTable()
 
 
 
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backend/scripts/create-tool-c-table.js

@@ -196,5 +196,6 @@ createToolCTable()
 
 
 
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backend/scripts/create-tool-c-table.mjs

@@ -193,5 +193,6 @@ createToolCTable()
 
 
 
+
 
 

backend/scripts/migrate-aia-prompts.ts

@@ -315,3 +315,4 @@ main()
   })
   .finally(() => prisma.$disconnect());
 
+

backend/scripts/setup-prompt-system.ts

@@ -122,3 +122,4 @@ main()
 
 
 
+

backend/scripts/test-pkb-apis-simple.ts

@@ -342,3 +342,4 @@ runTests().catch(error => {
 
 
 
+

backend/scripts/test-prompt-api.ts

@@ -88,3 +88,4 @@ testAPI().catch(console.error);
 
 
 
+

backend/scripts/test-unifuncs-deepsearch.ts

@@ -118,3 +118,4 @@ async function testDeepSearch() {
 // ========== 运行 ==========
 testDeepSearch().catch(console.error);
 
+

backend/scripts/verify-pkb-rvw-schema.ts

@@ -307,3 +307,4 @@ verifySchemas()
 
 
 
+

backend/src/common/auth/jwt.service.ts

@@ -195,3 +195,4 @@ export const jwtService = new JWTService();
 
 
 
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backend/src/common/jobs/utils.ts

@@ -325,5 +325,6 @@ export function getBatchItems<T>(
 
 
 
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backend/src/common/prompt/prompt.types.ts

@@ -78,3 +78,4 @@ export interface VariableValidation {
 
 
 
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backend/src/common/streaming/OpenAIStreamAdapter.ts

@@ -199,3 +199,4 @@ export function createOpenAIStreamAdapter(
 
 
 
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backend/src/common/streaming/StreamingService.ts

@@ -205,3 +205,4 @@ export async function streamChat(
 
 
 
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backend/src/common/streaming/index.ts

@@ -23,3 +23,4 @@ export { THINKING_TAGS } from './types';
 
 
 
+

backend/src/common/streaming/types.ts

@@ -98,3 +98,4 @@ export type SSEEventType =
 
 
 
+

backend/src/modules/admin/routes/tenantRoutes.ts

@@ -84,3 +84,4 @@ export async function moduleRoutes(fastify: FastifyInstance) {
 
 
 
+

backend/src/modules/admin/types/tenant.types.ts

@@ -114,3 +114,4 @@ export interface PaginatedResponse<T> {
 
 
 
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backend/src/modules/admin/types/user.types.ts

@@ -161,3 +161,4 @@ export const ROLE_DISPLAY_NAMES: Record<UserRole, string> = {
 
 
 
+

backend/src/modules/aia/controllers/agentController.ts

@@ -236,3 +236,4 @@ async function matchIntent(query: string): Promise<{
 
 
 
+

backend/src/modules/aia/controllers/attachmentController.ts

@@ -90,3 +90,4 @@ export async function uploadAttachment(
 }
 
 
+

backend/src/modules/aia/index.ts

@@ -19,3 +19,4 @@ export { aiaRoutes };
 
 
 
+

backend/src/modules/asl/fulltext-screening/__tests__/api-integration-test.ts

@@ -361,5 +361,6 @@ runTests().catch((error) => {
 
 
 
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backend/src/modules/asl/fulltext-screening/__tests__/e2e-real-test-v2.ts

@@ -302,5 +302,6 @@ runTest()
 
 
 
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backend/src/modules/asl/fulltext-screening/__tests__/fulltext-screening-api.http

@@ -340,5 +340,6 @@ Content-Type: application/json
 
 
 
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backend/src/modules/dc/tool-b/services/ConflictDetectionService.ts

@@ -276,5 +276,6 @@ export const conflictDetectionService = new ConflictDetectionService();
 
 
 
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backend/src/modules/dc/tool-c/README.md

@@ -226,5 +226,6 @@ curl -X POST http://localhost:3000/api/v1/dc/tool-c/test/execute \
 
 
 
+
 
 

backend/src/modules/dc/tool-c/controllers/StreamAIController.ts

@@ -280,5 +280,6 @@ export const streamAIController = new StreamAIController();
 
 
 
+
 
 

backend/src/modules/iit-manager/agents/SessionMemory.ts

@@ -189,5 +189,6 @@ logger.info('[SessionMemory] 会话记忆管理器已启动', {
 
 
 
+
 
 

backend/src/modules/iit-manager/check-iit-table-structure.ts

@@ -123,5 +123,6 @@ checkTableStructure();
 
 
 
+
 
 

backend/src/modules/iit-manager/check-project-config.ts

@@ -110,5 +110,6 @@ checkProjectConfig().catch(console.error);
 
 
 
+
 
 

backend/src/modules/iit-manager/check-test-project-in-db.ts

@@ -92,5 +92,6 @@ main();
 
 
 
+
 
 

backend/src/modules/iit-manager/docs/微信服务号接入指南.md

@@ -549,5 +549,6 @@ URL: https://iit.xunzhengyixue.com/api/v1/iit/patient-wechat/callback
 
 
 
+
 
 

backend/src/modules/iit-manager/generate-wechat-tokens.ts

@@ -184,5 +184,6 @@ console.log('');
 
 
 
+
 
 

backend/src/modules/iit-manager/services/PatientWechatService.ts

@@ -501,5 +501,6 @@ export const patientWechatService = new PatientWechatService();
 
 
 
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backend/src/modules/iit-manager/test-chatservice-dify.ts

@@ -146,5 +146,6 @@ testDifyIntegration().catch(error => {
 
 
 
+
 
 

backend/src/modules/iit-manager/test-iit-database.ts

@@ -175,5 +175,6 @@ testIitDatabase()
 
 
 
+
 
 

backend/src/modules/iit-manager/test-patient-wechat-config.ts

@@ -161,5 +161,6 @@ if (hasError) {
 
 
 
+
 
 

backend/src/modules/iit-manager/test-patient-wechat-url-verify.ts

@@ -187,5 +187,6 @@ async function testUrlVerification() {
 
 
 
+
 
 

backend/src/modules/iit-manager/test-redcap-query-from-db.ts

@@ -268,5 +268,6 @@ main().catch((error) => {
 
 
 
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backend/src/modules/iit-manager/test-wechat-mp-local.ps1

@@ -152,5 +152,6 @@ Write-Host ""
 
 
 
+
 
 

backend/src/modules/iit-manager/types/index.ts

@@ -245,5 +245,6 @@ export interface CachedProtocolRules {
 
 
 
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backend/src/modules/pkb/routes/health.ts

@@ -60,3 +60,4 @@ export default async function healthRoutes(fastify: FastifyInstance) {
 
 
 
+

backend/src/modules/rvw/__tests__/api.http

@@ -138,3 +138,4 @@ Content-Type: application/json
 
 
 
+

backend/src/modules/rvw/__tests__/test-api.ps1

@@ -123,3 +123,4 @@ Write-Host "  - 删除任务: DELETE $BaseUrl/api/v1/rvw/tasks/{taskId}" -Foregr
 
 
 
+

backend/src/modules/rvw/index.ts

@@ -37,3 +37,4 @@ export * from './services/utils.js';
 
 
 
+

backend/src/modules/rvw/services/utils.ts

@@ -128,3 +128,4 @@ export function validateAgentSelection(agents: string[]): void {
 
 
 
+

backend/src/tests/README.md

@@ -426,5 +426,6 @@ SET session_replication_role = 'origin';
 
 
 
+
 
 

backend/src/tests/verify-test1-database.sql

@@ -128,5 +128,6 @@ WHERE key = 'verify_test';
 
 
 
+
 
 

backend/src/tests/verify-test1-database.ts

@@ -271,5 +271,6 @@ verifyDatabase()
 
 
 
+
 
 

backend/src/types/global.d.ts

@@ -61,5 +61,6 @@ export {}
 
 
 
+
 
 

backend/sync-dc-database.ps1

@@ -84,5 +84,6 @@ Write-Host "✅ 完成！" -ForegroundColor Green
 
 
 
+
 
 

backend/temp_check.sql

@@ -11,3 +11,4 @@ SELECT schema_name FROM information_schema.schemata WHERE schema_name NOT IN ('p
 
 
 
+

backend/test-pkb-migration.http

@@ -174,3 +174,4 @@ DELETE {{baseUrl}}/api/v1/pkb/knowledge/knowledge-bases/{{testKbId}}
 
 
 
+

backend/test-tool-c-advanced-scenarios.mjs

@@ -371,5 +371,6 @@ runAdvancedTests().catch(error => {
 
 
 
+
 
 

backend/test-tool-c-day2.mjs

@@ -437,5 +437,6 @@ runAllTests()
 
 
 
+
 
 

backend/test-tool-c-day3.mjs

@@ -395,5 +395,6 @@ runAllTests()
 
 
 
+
 
 

backend/verify_all_users.ts

@@ -31,3 +31,4 @@ main()
 
 
 
+

backend/verify_functions.ts

@@ -29,3 +29,4 @@ main()
 
 
 
+

backend/verify_job_common.ts

@@ -41,3 +41,4 @@ main()
 
 
 
+

backend/verify_mock_user.ts

@@ -30,3 +30,4 @@ main()
 
 
 
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backend/verify_system.ts

@@ -170,3 +170,4 @@ main()
 
 
 
+