Files

HaHafeng 1b53ab9d52 feat(aia): Complete AIA V2.0 with universal streaming capabilities

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%)

2026-01-14 19:15:01 +08:00

18 KiB

Raw Blame History

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-d ai_clinical_research
-f backup_20251214_100000.sql
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-- 撉諹<E69289>Schema
\dn
-- 摨磰砲<E7A3B0>见<EFBFBD>10銝杵chema

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蝐餃<EFBFBD>嚗𡁶<EFBFBD><EFBFBD>? <0A>?<EFBFBD>滨蔭霈輸䔮<EFBFBD>剛<EFBFBD>
<EFBFBD>梧<EFBFBD> 2<><32><EFBFBD>
摰孵膥<EFBFBD>𨅯<EFBFBD><EFBFBD>滚𦛚 > 霈輸䔮<E8BCB8>剛<EFBFBD> > 霈曄蔭<E69B84>箏<EFBFBD>撖<EFBFBD><E69296>
<EFBFBD>冽<EFBFBD><EFBFBD>㵪<EFBFBD>嚗<EFBFBD>燵<EFBFBD>䔶<EFBFBD>韐血噡嚗?- 撖<><E69296>嚗𡄯<E59A97>霈曄蔭銝<E894AD>銝芸撩撖<E692A9><E69296>嚗?- 霈啣<E99C88><E595A3>餃<EFBFBD><E9A483>賭誘嚗? ```bash docker login --username=your-account registry.cn-hangzhou.aliyuncs.com

<EFBFBD>嗆挾2嚗𡁏瓲敹<EFBFBD><EFBFBD><EFBFBD>⊿<EFBFBD>蝵莎<EFBFBD>Day 1銝见<E98A9D>嚗?

2.1 Node.js<6A>𡒊垢<F0A1928A>函蔡

<EFBFBD>?<EFBFBD>砍𧑐隞<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
蝖桐<EFBFBD>隞<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>堆<EFBFBD>git pull origin main
摰㕑<EFBFBD>靘肽<EFBFBD>嚗䫤cd backend && npm install`
蝻𤥁<EFBFBD>隞<EFBFBD><EFBFBD>嚗䫤npm run build`
撉諹<EFBFBD>蝻𤥁<EFBFBD>嚗䫤ls dist/` 摨磰砲<E7A3B0>厩<EFBFBD>霂穃<E99C82><E7A983><EFBFBD>S<EFBFBD><53>辣

<EFBFBD>?Prisma<EFBFBD>滚<EFBFBD><EFBFBD>峕郊嚗<EFBFBD><EFBFBD>閬<EFBFBD><EFBFBD>

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>

餈墧𦻖RDS嚗峕<EFBFBD>銵䕘<EFBFBD>

cd backend
# 靽格㺿 .env 銝摧DS餈墧𦻖
DATABASE_URL=postgresql://aiclinical_rw:password@rm-xxxxx.pg.rds.aliyuncs.com:5432/ai_clinical_research

# <20>滚<EFBFBD><E6BB9A>峕郊
npx prisma db pull

# <20><><EFBFBD>Prisma Client
npx prisma generate

<EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>05-Node.js<6A>𡒊垢-SAE摰孵膥<E5ADB5>函蔡<E587BD><E894A1><EFBFBD>.md 蝚?<3F>? <0A>?靽格㺿HTTP Client頞<74>𧒄<EFBFBD>滨蔭
<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>
蝻𤥁<EFBFBD> backend/src/common/http/httpClient.ts
霈曄蔭timeout: 120000嚗?20蝘𡜐<E89D98>
<EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>07-<2D>喲睸<E596B2>滨蔭銵亙<E98AB5>霂湔<E99C82>.md 蝚?<3F>? <0A>?靽格㺿Dify Client摰寥<E691B0>憭<EFBFBD><E686AD>
<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>
蝻𤥁<EFBFBD> backend/src/common/rag/DifyClient.ts
瘛餃<EFBFBD>銝湔𧒄Key摰寥<EFBFBD><EFBFBD>餉<EFBFBD>
<EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>07-<2D>喲睸<E596B2>滨蔭銵亙<E98AB5>霂湔<E99C82>.md 蝚?<3F>? <0A>?<EFBFBD><EFBFBD>遣Docker<EFBFBD>𨅯<EFBFBD>
<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>

cd backend
docker build -t backend:v1.0.0 .

撉諹<EFBFBD><EFBFBD>𨅯<EFBFBD>嚗䫤docker images | grep backend`

<EFBFBD>?<EFBFBD>砍𧑐瘚贝<EFBFBD><EFBFBD>𨅯<EFBFBD>

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>

docker run -p 3001:3001 \
  -e DATABASE_URL="postgresql://..." \
  -e NODE_ENV=production \
  backend:v1.0.0

瘚贝<EFBFBD><EFBFBD>亙熒璉<EFBFBD><EFBFBD>伐<EFBFBD>curl http://localhost:3001/health

<EFBFBD>?<EFBFBD>券<EFBFBD><EFBFBD><EFBFBD>ACR

<EFBFBD>梧<EFBFBD> 3<><33><EFBFBD>

docker tag backend:v1.0.0 registry.cn-hangzhou.aliyuncs.com/aiclinical/backend:v1.0.0
docker push registry.cn-hangzhou.aliyuncs.com/aiclinical/backend:v1.0.0

<EFBFBD>?<EFBFBD>𥕦遣SAE摨𠉛鍂

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
SAE<EFBFBD>批<EFBFBD><EFBFBD>?> 摨𠉛鍂<F0A0899B>𡑒” > <20>𥕦遣摨𠉛鍂
摨𠉛鍂<EFBFBD>滨妍嚗惨iclinical-backend
<EFBFBD>函蔡<EFBFBD>孵<EFBFBD>嚗𡁜捆<EFBFBD>券<EFBFBD><EFBFBD>?- <20>𨅯<EFBFBD><F0A885AF>啣<EFBFBD>嚗鬏egistry.cn-hangzhou.aliyuncs.com/aiclinical/backend:v1.0.0
VPC嚗惨iclinical-vpc-prod
鈭斗揢<EFBFBD>綽<EFBFBD>aiclinical-vsw-prod
摰硺<EFBFBD>閫<EFBFBD>聢嚗?<3F>?GB
摰硺<EFBFBD><EFBFBD>圈<EFBFBD>嚗𡁏<EFBFBD>撠?嚗峕<E59A97>憭?0
<EFBFBD>亙熒璉<EFBFBD><EFBFBD>伐<EFBFBD>HTTP /health

<EFBFBD>?<EFBFBD>滨蔭<EFBFBD>臬<EFBFBD><EFBFBD>㗛<EFBFBD>嚗<EFBFBD><EFBFBD><EFBFBD>殷<EFBFBD>

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
SAE摨𠉛鍂霂行<EFBFBD> > <20>臬<EFBFBD><E887AC>㗛<EFBFBD>
敹<EFBFBD><EFBFBD><EFBFBD>㗛<EFBFBD>嚗? ```bash

<EFBFBD>唳旿摨? DATABASE_URL=postgresql://aiclinical_rw:password@rm-xxxxx.pg.rds.aliyuncs.com:5432/ai_clinical_research?connection_limit=10&pool_timeout=10

OSS

STORAGE_TYPE=oss OSS_REGION=cn-hangzhou OSS_BUCKET=aiclinical-data-prod OSS_ACCESS_KEY_ID=LTAI5*** OSS_ACCESS_KEY_SECRET=***

蝻枏<EFBFBD>/<2F>笔<EFBFBD>嚗㇊ostgres-Only嚗? CACHE_TYPE=postgres

QUEUE_TYPE=pgboss

Dify嚗<EFBFBD><EFBFBD>儭?銝湔𧒄<E6B994>潘<EFBFBD>

DIFY_API_URL=http://172.16.x.x/v1 DIFY_API_KEY=temp_placeholder_will_update_later

Python敺格<EFBFBD><EFBFBD>∴<EFBFBD>蝔滚<EFBFBD>憛怠<EFBFBD>嚗? EXTRACTION_SERVICE_URL=http://172.16.x.x:8000 # <20>𩤃<EFBFBD> 雿輻鍂Python<6F>滚𦛚<E6BB9A><F0A69B9A><EFBFBD>蝵飡P嚗<50><E59A97>SAE<41>批<EFBFBD><E689B9>啗繮<E59597>吔<EFBFBD>

LLM API

DEEPSEEK_API_KEY=sk-***

<EFBFBD>嗡<EFBFBD>

NODE_ENV=production PORT=3001 JWT_SECRET=嚗<><E59A97><EFBFBD>𣂷<EFBFBD>銝芸撩撖<E692A9>𤨎嚗? ```

<EFBFBD>?<EFBFBD>函蔡摨𠉛鍂

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>嚗<EFBFBD><E59A97>敺<EFBFBD><E695BA>蝵?0<><30><EFBFBD>嚗?- SAE<41>批<EFBFBD><E689B9>?> <20>函蔡
蝑匧<EFBFBD>摰硺<EFBFBD><EFBFBD>臬𢆡
<EFBFBD>亦<EFBFBD><EFBFBD>亙<EFBFBD>嚗𡁜<EFBFBD>霂亦<EFBFBD><EFBFBD>?<3F>唳旿摨栞<E691A8><E6A09E>交<EFBFBD><E4BAA4>?

<EFBFBD>?撉諹<EFBFBD><EFBFBD>𡒊垢<EFBFBD>滚𦛚

<EFBFBD>梧<EFBFBD> 3<><33><EFBFBD>

# <20>亙熒璉<E78692><E79289>?  curl http://aiclinical-backend.sae:3001/health
# 摨磰砲餈𥪜<E9A488> 200 OK

# 瘚贝<E7989A><E8B49D>冽<EFBFBD>瘜典<E7989C>
curl -X POST http://aiclinical-backend.sae:3001/api/v1/auth/register \
  -H "Content-Type: application/json" \
  -d '{"email":"test@example.com","password":"Test123456","name":"瘚贝<E7989A><E8B49D>冽<EFBFBD>"}'
# 摨磰砲餈𥪜<E9A488> 200 OK

2.2 Python敺格<E695BA><E6A0BC>⊿<EFBFBD>蝵?

<EFBFBD>?<EFBFBD>砍𧑐隞<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>
cd extraction_service
蝖桐<EFBFBD>requirements.txt甇<74>＆

<EFBFBD>?*靽格㺿Dockerfile嚗Áorkers<EFBFBD>𣂼<EFBFBD>嚗?

<EFBFBD>梧<EFBFBD> 2<><32><EFBFBD>
蝻𤥁<EFBFBD> extraction_service/Dockerfile
CMD霈曄蔭workers=2
<EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>07-<2D>喲睸<E596B2>滨蔭銵亙<E98AB5>霂湔<E99C82>.md 蝚?<3F>? <0A>?<EFBFBD><EFBFBD>遣Docker<EFBFBD>𨅯<EFBFBD>
<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>嚗㇊ython<6F>𨅯<EFBFBD>颲<EFBFBD>之嚗?- ```bash cd extraction_service docker build -t python-service:v1.0.0 .

<EFBFBD>?<EFBFBD>砍𧑐瘚贝<EFBFBD><EFBFBD>𨅯<EFBFBD>

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>

docker run -p 8000:8000 python-service:v1.0.0
curl http://localhost:8000/health

<EFBFBD>?<EFBFBD>券<EFBFBD><EFBFBD><EFBFBD>ACR

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>

docker tag python-service:v1.0.0 registry.cn-hangzhou.aliyuncs.com/aiclinical/python-service:v1.0.0
docker push registry.cn-hangzhou.aliyuncs.com/aiclinical/python-service:v1.0.0

<EFBFBD>?<EFBFBD>𥕦遣SAE摨𠉛鍂

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
摨𠉛鍂<EFBFBD>滨妍嚗惨iclinical-python-service
<EFBFBD>𨅯<EFBFBD>嚗鬏egistry.cn-hangzhou.aliyuncs.com/aiclinical/python-service:v1.0.0
摰硺<EFBFBD>閫<EFBFBD>聢嚗?<3F>?GB嚗<42><E59A97>儭?銝滩<E98A9D>雿𦒘<E99BBF>2GB嚗?- 摰硺<E691B0><E7A1BA>圈<EFBFBD>嚗𡁏<E59A97>撠?嚗峕<E59A97>憭?

<EFBFBD>?<EFBFBD>滨蔭<EFBFBD>臬<EFBFBD><EFBFBD>㗛<EFBFBD>

<EFBFBD>梧<EFBFBD> 3<><33><EFBFBD>

OSS_REGION=cn-hangzhou
OSS_BUCKET=aiclinical-data-prod
OSS_ACCESS_KEY_ID=***
OSS_ACCESS_KEY_SECRET=***

<EFBFBD>?**<2A>函蔡撟園<E6929F>霂?*

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>
<EFBFBD>函蔡摨𠉛鍂
瘚贝<EFBFBD>嚗䫤curl http://172.16.x.x:8000/health`嚗<>蝙<EFBFBD>典<EFBFBD><E585B8><EFBFBD><EFBFBD>蝵飡P嚗?

2.3 <20>滨垢<E6BBA8>函蔡

<EFBFBD>?<EFBFBD>砍𧑐隞<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
cd frontend-v2
npm install
npm run build

<EFBFBD>?靽格㺿nginx.conf嚗<66><E59A97>隞嗅之撠誯<E692A0><E8AAAF>塚<EFBFBD>

<EFBFBD>梧<EFBFBD> 2<><32><EFBFBD>
蝻𤥁<EFBFBD> frontend-v2/nginx.conf.template
瘛餃<EFBFBD> client_max_body_size 50M;
<EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>07-<2D>喲睸<E596B2>滨蔭銵亙<E98AB5>霂湔<E99C82>.md 蝚?<3F>? <0A>?<EFBFBD><EFBFBD>遣Docker<EFBFBD>𨅯<EFBFBD>
<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>

cd frontend-v2
docker build -t frontend:v1.0.0 .

<EFBFBD>?<EFBFBD>券<EFBFBD><EFBFBD><EFBFBD>ACR

<EFBFBD>梧<EFBFBD> 3<><33><EFBFBD>

docker tag frontend:v1.0.0 registry.cn-hangzhou.aliyuncs.com/aiclinical/frontend:v1.0.0
docker push registry.cn-hangzhou.aliyuncs.com/aiclinical/frontend:v1.0.0

<EFBFBD>?<EFBFBD>𥕦遣SAE摨𠉛鍂

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
摨𠉛鍂<EFBFBD>滨妍嚗惨iclinical-frontend
<EFBFBD>𨅯<EFBFBD>嚗鬏egistry.cn-hangzhou.aliyuncs.com/aiclinical/frontend:v1.0.0
摰硺<EFBFBD>閫<EFBFBD>聢嚗?.5<EFBFBD>?GB
摰硺<EFBFBD><EFBFBD>圈<EFBFBD>嚗?

<EFBFBD>?<EFBFBD>滨蔭<EFBFBD>臬<EFBFBD><EFBFBD>㗛<EFBFBD>

<EFBFBD>梧<EFBFBD> 2<><32><EFBFBD>

BACKEND_SERVICE_HOST=aiclinical-backend.sae
BACKEND_SERVICE_PORT=3001

<EFBFBD>?**<2A>函蔡撟園<E6929F>霂?*

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>
<EFBFBD>函蔡摨𠉛鍂
瘚讛<EFBFBD><EFBFBD>刻挪<EFBFBD>殷<EFBFBD>http://<2F>滨垢<E6BBA8>祉<EFBFBD><E7A589>啣<EFBFBD>
摨磰砲<EFBFBD>见<EFBFBD><EFBFBD>餃<EFBFBD>憿菟𢒰

<EFBFBD>嗆挾3嚗鋽ify<EFBFBD>滚𦛚<EFBFBD>函蔡嚗㇄ay 2銝𠰴<E98A9D>嚗?

3.1 ECS<43>滚𦛚<E6BB9A>典<EFBFBD>憭?

<EFBFBD>?<EFBFBD>𥕦遣ECS摰硺<EFBFBD>

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>嚗<EFBFBD><E59A97>敺<EFBFBD><E695BA>撱?<3F><><EFBFBD>嚗?- ECS<43>批<EFBFBD><E689B9>?> <20>𥕦遣摰硺<E691B0>
摰硺<EFBFBD>閫<EFBFBD>聢嚗塄cs.c6.xlarge嚗?<3F>?GB嚗?- <20>𨅯<EFBFBD>嚗䦧buntu 22.04
VPC嚗惨iclinical-vpc-prod
鈭斗揢<EFBFBD>綽<EFBFBD>aiclinical-vsw-prod
摰匧<EFBFBD>蝏<EFBFBD><EFBFBD>aiclinical-sg-prod
<EFBFBD>祉<EFBFBD>IP嚗𡁜<EFBFBD><EFBFBD>㵪<EFBFBD><EFBFBD>其<EFBFBD>蝞∠<EFBFBD><EFBFBD>㷉ify霈輸䔮嚗?- 霈啣<E99C88><E595A3>祉<EFBFBD>IP嚗噔_______________

<EFBFBD>?SSH<EFBFBD>餃<EFBFBD>ECS

<EFBFBD>梧<EFBFBD> 2<><32><EFBFBD>
```
ssh root@ECS<43>祉<EFBFBD>IP
```

<EFBFBD>?摰㕑<EFBFBD>Docker

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>

curl -fsSL https://get.docker.com | bash
systemctl start docker
systemctl enable docker
docker --version

<EFBFBD>?摰㕑<EFBFBD>Docker Compose

<EFBFBD>梧<EFBFBD> 3<><33><EFBFBD>

curl -L "https://github.com/docker/compose/releases/download/v2.20.0/docker-compose-$(uname -s)-$(uname -m)" -o /usr/local/bin/docker-compose
chmod +x /usr/local/bin/docker-compose
docker-compose --version

<EFBFBD>?**<2A>滨蔭Swap嚗<70>俈甇㏕OM嚗?*

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>

fallocate -l 4G /swapfile
chmod 600 /swapfile
mkswap /swapfile
swapon /swapfile
echo '/swapfile none swap sw 0 0' >> /etc/fstab
swapon --show

<EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>03-Dify-ECS<43>函蔡摰<E894A1><E691B0><EFBFBD><EFBFBD><EFBFBD>.md 蝚?<3F>?

3.2 Dify<66>函蔡

<EFBFBD>?銝贝蝸Dify

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>

cd /opt
git clone https://github.com/langgenius/dify.git
cd dify/docker

<EFBFBD>?靽格㺿docker-compose.yaml嚗<6C>垢<EFBFBD><E59EA2><EFBFBD><EFBFBD>剁<EFBFBD>

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>
蝻𤥁<EFBFBD> docker-compose.yaml
Redis蝡臬藁嚗䫤127.0.0.1:6379:6379`
Weaviate蝡臬藁嚗䫤127.0.0.1:8080:8080`
<EFBFBD>𩤃<EFBFBD> <20>芣<EFBFBD>Nginx撖孵<E69296>嚗?0蝡臬藁嚗?- <20><> <20><><EFBFBD><EFBFBD><EFBFBD>07-<2D>喲睸<E596B2>滨蔭銵亙<E98AB5>霂湔<E99C82>.md 蝚?<3F>? <0A>?<EFBFBD>滨蔭.env<6E><76>辣
<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
```
cp .env.example .env
vi .env
```
<EFBFBD>喲睸<EFBFBD>滨蔭嚗? ```bash

Redis

REDIS_HOST=redis REDIS_PORT=6379

PostgreSQL

DB_HOST=db DB_PORT=5432 DB_DATABASE=dify DB_USERNAME=postgres DB_PASSWORD=嚗<><E59A97><EFBFBD>𣂼撩撖<E692A9><E69296>嚗?

Weaviate

WEAVIATE_ENDPOINT=http://weaviate:8080

<EFBFBD>嗡<EFBFBD>

SECRET_KEY=嚗<><E59A97><EFBFBD>𣂼撩撖<E692A9>𤨎嚗? ```

<EFBFBD>?<EFBFBD>臬𢆡Dify

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>嚗<EFBFBD><E59A97>甈∪鍳<E288AA>券<EFBFBD>閬<EFBFBD><E996AC><EFBFBD>㚚<EFBFBD><E39A9A>𧶏<EFBFBD>

docker-compose up -d
docker-compose logs -f
# 蝑匧<E89D91><E58CA7><EFBFBD><EFBFBD>㗇<EFBFBD><E39787>∪鍳<E288AA>剁<EFBFBD>蝥?-3<><33><EFBFBD>嚗?  ```

<EFBFBD>?撉諹<EFBFBD>Dify<EFBFBD>滚𦛚

<EFBFBD>梧<EFBFBD> 3<><33><EFBFBD>
瘚讛<EFBFBD><EFBFBD>刻挪<EFBFBD>殷<EFBFBD>http://ECS<EFBFBD>祉<EFBFBD>IP
摨磰砲<EFBFBD>见<EFBFBD>Dify甈Ｚ<EFBFBD>憿菟𢒰

3.3 Dify<66>滨蔭

<EFBFBD>?*瘜典<EFBFBD>蝞∠<EFBFBD><EFBFBD>䁅揭<EFBFBD>?

<EFBFBD>梧<EFBFBD> 2<><32><EFBFBD>
擐𡝗活霈輸䔮隡𡁏<EFBFBD>蝷箸釣<EFBFBD>?- <20>桃拳嚗惨dmin@your-company.com
撖<EFBFBD><EFBFBD>嚗𡄯<EFBFBD>撘箏<EFBFBD><EFBFBD><EFBFBD><EFBFBD>

<EFBFBD>?<EFBFBD>𥕦遣API Key

<EFBFBD>梧<EFBFBD> 3<><33><EFBFBD>
<EFBFBD>餃<EFBFBD>Dify
霈曄蔭 > API撖<49>𤨎 > <20>𥕦遣撖<E981A3>𤨎
<EFBFBD>滨妍嚗鋳ackend Service
憭滚<EFBFBD>API Key嚗惨pp-xxxxxxxxxxxxxxxxxxxxx
<EFBFBD>𩤃<EFBFBD> 憒亙<E68692>靽嘥<E99DBD>嚗<EFBFBD>蘨<EFBFBD>曄內銝<E585A7>甈? <0A>?<EFBFBD>湔鰵<EFBFBD>𡒊垢<EFBFBD>臬<EFBFBD><EFBFBD>㗛<EFBFBD>
<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>
SAE<EFBFBD>批<EFBFBD><EFBFBD>?> aiclinical-backend > <20>臬<EFBFBD><E887AC>㗛<EFBFBD>
靽格㺿嚗? ```bash DIFY_API_URL=http://172.16.x.x/v1 # ECS<43><53><EFBFBD>IP DIFY_API_KEY=app-xxxxxxxxxxxxxxxxxxxxx # <20>笔<EFBFBD>Key
靽嘥<EFBFBD> > <20>滚鍳摨𠉛鍂

<EFBFBD>?瘚贝<EFBFBD>PKB<EFBFBD>蠘<EFBFBD>

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>

# <20>𥕦遣<F0A595A6>亥<EFBFBD>摨?  curl -X POST http://<2F>滨垢<E6BBA8>啣<EFBFBD>/api/v1/pkb/knowledge-bases \
  -H "Authorization: Bearer USER_TOKEN" \
  -d '{"name":"瘚贝<E7989A><E8B49D>亥<EFBFBD>摨?}'
# 摨磰砲餈𥪜<E9A488> 200 OK

<EFBFBD>嗆挾4嚗𡁶垢<EFBFBD>啁垢瘚贝<EFBFBD>嚗㇄ay 2銝见<E98A9D>嚗?

4.1 <20>蠘<EFBFBD>瘚贝<E7989A>

<EFBFBD>?<EFBFBD>冽<EFBFBD>瘜典<EFBFBD>/<2F>餃<EFBFBD>

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>
<EFBFBD>滨垢瘜典<EFBFBD><EFBFBD>啁鍂<EFBFBD>?- <20>餃<EFBFBD><E9A483>𣂼<EFBFBD>

<EFBFBD>?*AI撖寡<EFBFBD>嚗㇁IA璅∪<EFBFBD>嚗?

<EFBFBD>梧<EFBFBD> 5<><35><EFBFBD>
<EFBFBD>𥕦遣憿寧𤌍
<EFBFBD>𤏸絲撖寡<EFBFBD>
撉諹<EFBFBD>DeepSeek API靚<49>鍂<EFBFBD>𣂼<EFBFBD>

<EFBFBD>?**<2A>亥<EFBFBD>摨橒<E691A8>PKB璅∪<E79285>嚗?*

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
<EFBFBD>𥕦遣<EFBFBD>亥<EFBFBD>摨?- 銝𠹺<E98A9D>PDF<44><46>﹝
撉諹<EFBFBD>Dify憭<EFBFBD><EFBFBD><EFBFBD>𣂼<EFBFBD>

<EFBFBD>?**<2A><>讃蝑偦<E89D91>㚁<EFBFBD>ASL璅∪<E79285>嚗?*

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
<EFBFBD>𥕦遣蝑偦<EFBFBD>厰★<EFBFBD>?- 銝𠹺<E98A9D>PDF
撉諹<EFBFBD>Python<EFBFBD>滚𦛚閫<EFBFBD><EFBFBD><EFBFBD>𣂼<EFBFBD>

<EFBFBD>?**<2A>唳旿皜<E697BF><E79A9C>嚗㇄C璅∪<E79285>嚗?*

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
銝𠹺<EFBFBD>Excel
<EFBFBD>扯<EFBFBD>皜<EFBFBD><EFBFBD>
撉諹<EFBFBD>Polars憭<EFBFBD><EFBFBD><EFBFBD>𣂼<EFBFBD>

4.2 <20>扯<EFBFBD>瘚贝<E7989A>

<EFBFBD>?<EFBFBD>滚<EFBFBD><EFBFBD>園𡢿

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
API<EFBFBD>滚<EFBFBD><EFBFBD>園𡢿 < 2蝘?- 憿菟𢒰<E88F9F>㰘蝸<E3B098>園𡢿 < 3蝘? <0A>?撟嗅<EFBFBD>瘚贝<EFBFBD>
<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
雿輻鍂Apache Bench<63>銺Meter
璅⊥<EFBFBD>10銝芸僎<EFBFBD>𤑳鍂<EFBFBD>?- 撉諹<E69289><E8ABB9>𣳇<EFBFBD>霂?

4.3 <20>烐綉<E78390>滨蔭

<EFBFBD>?<EFBFBD>滨蔭<EFBFBD>亙<EFBFBD><EFBFBD>園<EFBFBD>

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
SAE<EFBFBD>芸𢆡<EFBFBD>園<EFBFBD>stdout/stderr
撉諹<EFBFBD><EFBFBD>亙<EFBFBD><EFBFBD>舀䰻<EFBFBD>? <0A>?<EFBFBD>滨蔭<EFBFBD>𡃏郎閫<EFBFBD><EFBFBD>
<EFBFBD>梧<EFBFBD> 15<31><35><EFBFBD>
鈭𤑳<EFBFBD><EFBFBD>?> <20>𡃏郎閫<E9838E><E996AB>
CPU > 70%
<EFBFBD><EFBFBD><EFBFBD> > 80%
<EFBFBD>躰秤<EFBFBD>亙<EFBFBD> > 10<31>?<3F><><EFBFBD>

<EFBFBD>嗆挾5嚗帋<EFBFBD><EFBFBD>碶<EFBFBD><EFBFBD><EFBFBD>﹝嚗㇄ay 3嚗?

5.1 <20>舫<EFBFBD>劐<EFBFBD><E58A90>?

<EFBFBD>?<EFBFBD>滨蔭SSH<EFBFBD>折<EFBFBD>嚗<EFBFBD><EFBFBD><EFBFBD>睲噶<EFBFBD>抬<EFBFBD>

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
<EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>07-<2D>喲睸<E596B2>滨蔭銵亙<E98AB5>霂湔<E99C82>.md 蝚?<3F>? <0A>?摰䂿緵OSS蝑曉<EFBFBD>URL嚗<EFBFBD><EFBFBD><EFBFBD>剁<EFBFBD>
<EFBFBD>梧<EFBFBD> 30<33><30><EFBFBD>
<EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>07-<2D>喲睸<E596B2>滨蔭銵亙<E98AB5>霂湔<E99C82>.md 蝚?<3F>? <0A>?<EFBFBD>滨蔭<EFBFBD>笔<EFBFBD>嚗<EFBFBD>虾<EFBFBD>㚁<EFBFBD>
<EFBFBD>梧<EFBFBD> 30<33><30><EFBFBD>
韐凋僭<EFBFBD>笔<EFBFBD>
<EFBFBD>滨蔭DNS閫<EFBFBD><EFBFBD>
<EFBFBD>滨蔭HTTPS霂<EFBFBD>髡

5.2 <20><>﹝<EFBFBD>渡<EFBFBD>

<EFBFBD>?霈啣<EFBFBD><EFBFBD>滨蔭靽⊥<EFBFBD>

<EFBFBD>梧<EFBFBD> 20<32><30><EFBFBD>
<EFBFBD>𥕦遣 <EFBFBD>函蔡<EFBFBD>滨蔭皜<EFBFBD><EFBFBD>.xlsx
霈啣<EFBFBD><EFBFBD><EFBFBD><EFBFBD>匧<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>𧑐<EFBFBD><EFBFBD><EFBFBD><EFBFBD>ey

<EFBFBD>?憭<EFBFBD>遢<EFBFBD>滨蔭<EFBFBD><EFBFBD>辣

<EFBFBD>梧<EFBFBD> 10<31><30><EFBFBD>
Dify<EFBFBD>?.env <20>?docker-compose.yaml
銝𠹺<EFBFBD><EFBFBD>啁<EFBFBD><EFBFBD>滝it隞枏<EFBFBD><EFBFBD>硋<EFBFBD>撖<EFBFBD><EFBFBD><EFBFBD>? <0A>?蝻硋<EFBFBD>餈鞟輕<EFBFBD>见<EFBFBD>
<EFBFBD>梧<EFBFBD> 30<33><30><EFBFBD>
<EFBFBD>亙虜<EFBFBD>滢<EFBFBD>瘚<EFBFBD><EFBFBD>
<EFBFBD><EFBFBD><EFBFBD>憭<EFBFBD><EFBFBD>瘚<EFBFBD><EFBFBD>
<EFBFBD>𠉛頂鈭箔縑<EFBFBD>?

<EFBFBD>餌<EFBFBD>

<EFBFBD>園𡢿蝏蠘恣

<EFBFBD>嗆挾	憸<EFBFBD>恣<EFBFBD>園𡢿	摰鮋<EFBFBD><EFBFBD>園𡢿
<EFBFBD>嗆挾1嚗𡁜抅蝖<EFBFBD>霈暹鴌	2撠𤩺𧒄	_______
<EFBFBD>嗆挾2嚗𡁏瓲敹<EFBFBD><EFBFBD><EFBFBD>?	2撠𤩺𧒄	_______
<EFBFBD>嗆挾3嚗鋽ify<EFBFBD>滚𦛚	1撠𤩺𧒄	_______
<EFBFBD>嗆挾4嚗𡁏<EFBFBD>霂?	1撠𤩺𧒄	_______
<EFBFBD>嗆挾5嚗帋<EFBFBD><EFBFBD>?	<EFBFBD>舫<EFBFBD>?	_______
<EFBFBD>餉恣	6撠𤩺𧒄	_______

<EFBFBD>鞉𧋦蝏蠘恣

<EFBFBD>滚𦛚	閫<EFBFBD>聢	<EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
SAE<EFBFBD>滨垢	0.5<EFBFBD>?GB<47>1	瞼50
SAE<EFBFBD>𡒊垢	1<EFBFBD>?GB<47>2	瞼200
SAE Python	1<EFBFBD>?GB<47>1	瞼100
RDS PostgreSQL	2<EFBFBD>?GB	瞼400
ECS Dify	4<EFBFBD>?GB	瞼300
OSS	50GB	瞼10
NAT蝵穃<EFBFBD>	撠誩<EFBFBD>+EIP	瞼100
<EFBFBD>餉恣	-	*瞼1,160/<2F>?

銝衤<EFBFBD>甇?

<EFBFBD>?閫<><E996AB>7憭拍迅摰𡁏<E691B0>?<3F>?<3F>寞旿<E5AF9E>烐綉<E78390>唳旿靚<E697BF>㟲韏<E39FB2><E99F8F> <0A>?<3F><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>瞍𠉛<E79E8D> <0A>?蝻硋<E89DBB><E7A18B>冽<EFBFBD><E586BD>见<EFBFBD>

<EFBFBD>剖<EFBFBD>嚗<EFBFBD><EFBFBD>撌脩<EFBFBD>摰峕<EFBFBD>鈭<EFBFBD><EFBFBD>0<EFBFBD>?<3F><><EFBFBD>蝵莎<E89DB5> <20><>

<EFBFBD><EFBFBD>﹝<EFBFBD>𥕦遣鈭綽<EFBFBD> AI<41>拇<EFBFBD>
<EFBFBD><EFBFBD><EFBFBD>擧凒<EFBFBD>堆<EFBFBD> 2025-12-14
*<EFBFBD><EFBFBD>𧋦嚗? v1.0

18 KiB Raw Blame History Unescape Escape

<EFBFBD>函蔡璉<EFBFBD><EFBFBD>交<EFBFBD><EFBFBD>?- 隞?<3F>唬<EFBFBD>蝥輻<E89DA5>摰峕㟲Checklist

<EFBFBD><EFBFBD> 雿輻鍂霂湔<E99C82>

<EFBFBD>嗆挾1嚗𡁜抅蝖<EFBFBD>霈暹鴌<EFBFBD><EFBFBD><EFBFBD>嚗㇄ay 1銝𠰴<E98A9D>嚗?

1.1 <20>輸<EFBFBD>鈭𤏸揭<F0A48FB8>瑕<EFBFBD>憭?

1.2 VPC蝵𤑳<E89DB5><F0A491B3>滨蔭 潃鐥<E6BD83>潃鐥<E6BD83>潃?

1.3 RDS PostgreSQL 15 <20>函蔡

1. 撖澆枂<E6BE86>砍𧑐<E7A08D>唳旿摨? docker exec ai-clinical-postgres pg_dump -U postgres -d ai_clinical_research \

2. 撖澆<E69296><E6BE86>訌DS嚗<53><E59A97>閬<EFBFBD>CS頝單踎<E596AE>箸<EFBFBD>銝湔𧒄撘<F0A79284><E69298>臬<EFBFBD>蝵𡢅<E89DB5>

1.4 OSS撖寡情摮睃<E691AE><E79D83>滨蔭

1.5 ACR摰孵膥<E5ADB5>𨅯<EFBFBD>隞枏<E99A9E><E69E8F>滨蔭

<EFBFBD>嗆挾2嚗𡁏瓲敹<EFBFBD><EFBFBD><EFBFBD>⊿<EFBFBD>蝵莎<EFBFBD>Day 1銝见<E98A9D>嚗?

2.1 Node.js<6A>𡒊垢<F0A1928A>函蔡

<EFBFBD>唳旿摨? DATABASE_URL=postgresql://aiclinical_rw:password@rm-xxxxx.pg.rds.aliyuncs.com:5432/ai_clinical_research?connection_limit=10&pool_timeout=10

OSS

蝻枏<EFBFBD>/<2F>笔<EFBFBD>嚗㇊ostgres-Only嚗? CACHE_TYPE=postgres

Dify嚗<EFBFBD><EFBFBD>儭?銝湔𧒄<E6B994>潘<EFBFBD>

Python敺格<EFBFBD><EFBFBD>∴<EFBFBD>蝔滚<EFBFBD>憛怠<EFBFBD>嚗? EXTRACTION_SERVICE_URL=http://172.16.x.x:8000 # <20>𩤃<EFBFBD> 雿輻鍂Python<6F>滚𦛚<E6BB9A><F0A69B9A><EFBFBD>蝵飡P嚗<50><E59A97>SAE<41>批<EFBFBD><E689B9>啗繮<E59597>吔<EFBFBD>

LLM API

<EFBFBD>嗡<EFBFBD>

2.2 Python敺格<E695BA><E6A0BC>⊿<EFBFBD>蝵?

2.3 <20>滨垢<E6BBA8>函蔡

<EFBFBD>嗆挾3嚗鋽ify<EFBFBD>滚𦛚<EFBFBD>函蔡嚗㇄ay 2銝𠰴<E98A9D>嚗?

3.1 ECS<43>滚𦛚<E6BB9A>典<EFBFBD>憭?

3.2 Dify<66>函蔡

Redis

PostgreSQL

Weaviate

<EFBFBD>嗡<EFBFBD>

3.3 Dify<66>滨蔭

<EFBFBD>嗆挾4嚗𡁶垢<EFBFBD>啁垢瘚贝<EFBFBD>嚗㇄ay 2銝见<E98A9D>嚗?

4.1 <20>蠘<EFBFBD>瘚贝<E7989A>

4.2 <20>扯<EFBFBD>瘚贝<E7989A>

4.3 <20>烐綉<E78390>滨蔭

<EFBFBD>嗆挾5嚗帋<EFBFBD><EFBFBD>碶<EFBFBD><EFBFBD><EFBFBD>﹝嚗㇄ay 3嚗?

5.1 <20>舫<EFBFBD>劐<EFBFBD><E58A90>?

5.2 <20><>﹝<EFBFBD>渡<EFBFBD>

<EFBFBD>餌<EFBFBD>

<EFBFBD>園𡢿蝏蠘恣

<EFBFBD>鞉𧋦蝏蠘恣

銝衤<EFBFBD>甇?

18 KiB

Raw Blame History

1.2 VPC蝵𤑳<E89DB5><F0A491B3>滨蔭潃鐥<E6BD83>潃鐥<E6BD83>潃?