QuantDinger Cloud Deployment Guide

July 31, 2026 · View on GitHub

This guide describes the current production-style Docker deployment for QuantDinger on a cloud server. It covers the recommended GHCR image deployment, optional source deployment, Nginx, HTTPS, upgrades, and common troubleshooting.

For first-time Docker pull and Postgres startup issues, also see Installation Troubleshooting.

Use one public domain with a host-level Nginx reverse proxy:

  • Public web URL: https://app.example.com
  • Optional mobile H5 URL: https://m.example.com
  • Host Nginx listens on 80/443
  • Docker frontend binds to 127.0.0.1:8888
  • Docker mobile binds to 127.0.0.1:8889
  • Docker backend binds to 127.0.0.1:5000
  • Docker postgres and redis bind to localhost only

Only expose 80 and 443 to the public internet. Keep 5000, 5432, and 6379 private.

1. Prepare the Server

Recommended baseline:

  • Ubuntu 22.04 / 24.04 or Debian 12
  • 2 vCPU / 4 GB RAM minimum; 4 vCPU / 8 GB RAM is better for AI-heavy use
  • 30 GB+ disk space
  • Security group or firewall allows 22, 80, and 443
  • A domain such as app.example.com

Create DNS records:

app.example.com -> your server public IP
m.example.com   -> your server public IP  # optional mobile H5 domain

Verify DNS:

ping app.example.com

2. Install Docker

curl -fsSL https://get.docker.com | sh
sudo usermod -aG docker $USER
newgrp docker
docker --version
docker compose version

Use Compose v2 commands: docker compose ....

3. Choose a Deployment Mode

Use this mode for normal cloud deployment. It pulls backend, web frontend, and mobile H5 images from GHCR. No local Python or Node build is required.

mkdir -p ~/quantdinger
cd ~/quantdinger
curl -O https://raw.githubusercontent.com/OpenByteInc/QuantDinger/main/docker-compose.ghcr.yml
curl -o backend.env https://raw.githubusercontent.com/OpenByteInc/QuantDinger/main/backend_api_python/env.example

Edit backend.env before first start:

ADMIN_USER=your_admin_user
ADMIN_PASSWORD=your_strong_password
FRONTEND_URL=https://app.example.com,https://m.example.com
ALLOW_LOCAL_DESKTOP_BROKERS=false

The GHCR backend entrypoint can generate SECRET_KEY on first start and write it back to backend.env. You may also set SECRET_KEY manually to a long random string.

Create an optional project-root .env for Compose orchestration:

FRONTEND_PORT=127.0.0.1:8888
MOBILE_PORT=127.0.0.1:8889
BACKEND_PORT=127.0.0.1:5000
DB_PORT=127.0.0.1:5432
REDIS_PORT=127.0.0.1:6379

# Pin a release instead of floating latest, for example:
# IMAGE_TAG=5.0.1

# Use a Docker Hub mirror for postgres/redis when needed:
# IMAGE_PREFIX=docker.m.daocloud.io/library/

Start:

docker compose -f docker-compose.ghcr.yml pull
docker compose -f docker-compose.ghcr.yml up -d
docker compose -f docker-compose.ghcr.yml ps

Optional: full repository deployment

Use this mode only when you need to build the backend from local source.

git clone https://github.com/OpenByteInc/QuantDinger.git
cd QuantDinger
cp backend_api_python/env.example backend_api_python/.env
./scripts/generate-secret-key.sh

Edit backend_api_python/.env:

ADMIN_USER=your_admin_user
ADMIN_PASSWORD=your_strong_password
FRONTEND_URL=https://app.example.com,https://m.example.com
ALLOW_LOCAL_DESKTOP_BROKERS=false

Optionally create project-root .env with the same port settings shown above.

Start:

docker compose pull
docker compose up -d --build
docker compose ps

4. Understand the Two Env Files

Keep these files separate:

FileUsed byPurpose
backend.envdocker-compose.ghcr.yml backend containerRuntime app config: admin account, SECRET_KEY, LLM keys, OAuth, broker keys
backend_api_python/.envfull repository backend containerSame runtime app config when building from source
project-root .envDocker ComposePorts, image tags, image paths, Postgres image/data options, image mirrors

Do not put secrets such as exchange API keys into the project-root .env unless Compose explicitly needs them.

5. Configure Nginx

Install Nginx:

sudo apt update
sudo apt install -y nginx

Create /etc/nginx/sites-available/quantdinger.conf:

server {
    listen 80;
    server_name app.example.com;

    client_max_body_size 20m;

    location / {
        proxy_pass http://127.0.0.1:8888;
        proxy_http_version 1.1;
        proxy_set_header Host $host;
        proxy_set_header X-Real-IP $remote_addr;
        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
        proxy_set_header X-Forwarded-Proto $scheme;
    }
}

server {
    listen 80;
    server_name m.example.com;

    client_max_body_size 20m;

    location / {
        proxy_pass http://127.0.0.1:8889;
        proxy_http_version 1.1;
        proxy_set_header Host $host;
        proxy_set_header X-Real-IP $remote_addr;
        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
        proxy_set_header X-Forwarded-Proto $scheme;
    }
}

If you do not need a separate mobile domain, omit the second server block. Users can still access the mobile H5 service through the bound port or a path/domain you configure yourself.

Enable:

sudo ln -s /etc/nginx/sites-available/quantdinger.conf /etc/nginx/sites-enabled/quantdinger.conf
sudo nginx -t
sudo systemctl reload nginx

If using UFW:

sudo ufw allow OpenSSH
sudo ufw allow 'Nginx Full'
sudo ufw enable

6. Enable HTTPS

sudo apt install -y certbot python3-certbot-nginx
sudo certbot --nginx -d app.example.com -d m.example.com
sudo certbot renew --dry-run

If you only configured app.example.com, request only that domain.

Open:

https://app.example.com
https://m.example.com

7. Optional API Subdomain

The recommended setup keeps API traffic same-origin through the frontend container:

Browser -> https://app.example.com -> host Nginx -> frontend container -> /api -> backend:5000

If you need a separate api.example.com, expose only the host-local backend through Nginx:

server {
    listen 80;
    server_name api.example.com;

    client_max_body_size 20m;

    location / {
        proxy_pass http://127.0.0.1:5000;
        proxy_http_version 1.1;
        proxy_set_header Host $host;
        proxy_set_header X-Real-IP $remote_addr;
        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
        proxy_set_header X-Forwarded-Proto $scheme;
    }
}

Also set FRONTEND_URL in the backend runtime env to include every public frontend origin.

8. Operations

For GHCR deployment:

docker compose -f docker-compose.ghcr.yml ps
docker compose -f docker-compose.ghcr.yml logs -f backend
docker compose -f docker-compose.ghcr.yml logs -f postgres
docker compose -f docker-compose.ghcr.yml restart backend

Update GHCR images:

docker compose -f docker-compose.ghcr.yml pull
docker compose -f docker-compose.ghcr.yml up -d

For full repository deployment:

git pull
docker compose pull
docker compose up -d --build

Back up Postgres before major upgrades:

docker exec quantdinger-db pg_dump -U quantdinger quantdinger > quantdinger_backup.sql

9. Postgres 18 and Existing Data

The current default Postgres image is postgres:18.3-alpine, with PGDATA=/var/lib/postgresql/18/docker.

If you already have a Postgres 16 data volume, do not start it with Postgres 18 directly. Either:

  • keep using a matching Postgres 16 image until you migrate;
  • export/import with pg_dump and pg_restore;
  • run a proper pg_upgrade migration.

For a disposable development database only, use the command that matches your deployment mode.

GHCR deployment:

docker compose -f docker-compose.ghcr.yml down -v
docker compose -f docker-compose.ghcr.yml up -d

Full repository deployment:

docker compose down -v
docker compose up -d

Do not use down -v on production data.

10. Troubleshooting

Image pull failures

If redis, postgres, or Docker Hub images fail to pull, set an image mirror in project-root .env:

IMAGE_PREFIX=docker.m.daocloud.io/library/

Then retry:

docker compose -f docker-compose.ghcr.yml pull

If GHCR images fail:

docker pull ghcr.io/openbyteinc/quantdinger-backend:latest
docker pull ghcr.io/openbyteinc/quantdinger-frontend:latest
docker pull ghcr.io/openbyteinc/quantdinger-mobile:latest

Common causes include network blocks, private package visibility, or a pinned tag that does not exist.

Backend exits immediately

Check:

docker compose -f docker-compose.ghcr.yml logs --tail=100 backend

Common causes:

  • invalid backend env syntax;
  • missing or placeholder SECRET_KEY in full repository mode;
  • database not healthy;
  • wrong DATABASE_URL override.

Nginx 502 or blank page

Check local services first:

curl http://127.0.0.1:8888/health
curl http://127.0.0.1:8889/health
curl http://127.0.0.1:5000/api/health
sudo nginx -t

Then inspect containers:

docker compose -f docker-compose.ghcr.yml ps
docker compose -f docker-compose.ghcr.yml logs --tail=100 frontend
docker compose -f docker-compose.ghcr.yml logs --tail=100 backend

AI streaming stops after about 50–60 seconds

Typical symptoms:

  • /api/ai/chat/message/stream returns partial content and then becomes a failed request in the browser after roughly 50–60 seconds;
  • the client subsequently falls back to the non-streaming /api/ai/chat/message endpoint;
  • the backend container did not restart or run out of memory, and chat_message_stream failed may be absent from backend logs.

This usually means an outer reverse proxy, such as host Nginx or 1Panel OpenResty, is still using default proxy timeouts and response buffering. A 600-second timeout inside the Docker frontend does not help when the outer proxy closes the SSE connection first.

Add an exact SSE location to every public domain that serves AI chat. Mobile H5 normally proxies to port 8889; use port 8888 for the Web frontend:

location = /api/ai/chat/message/stream {
    proxy_pass http://127.0.0.1:8889;

    proxy_http_version 1.1;
    proxy_set_header Host $host;
    proxy_set_header X-Real-IP $remote_addr;
    proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
    proxy_set_header X-Forwarded-Proto $scheme;
    proxy_set_header Connection "";

    proxy_buffering off;
    proxy_cache off;
    proxy_request_buffering off;

    proxy_connect_timeout 75s;
    proxy_read_timeout 600s;
    proxy_send_timeout 600s;
    send_timeout 600s;

    add_header X-Accel-Buffering "no" always;
    add_header Cache-Control "no-cache, no-transform" always;
}

1Panel OpenResty commonly mounts site configuration and logs at:

/opt/1panel/www/sites/<domain>/proxy/
/opt/1panel/www/sites/<domain>/log/access.log
/opt/1panel/www/sites/<domain>/log/error.log

Validate before reloading; replace the container name with the value from your installation:

docker exec <openresty-container> /usr/local/openresty/nginx/sbin/nginx -t
docker exec <openresty-container> /usr/local/openresty/nginx/sbin/nginx -s reload

If the stream still fails, search the proxy error log for upstream timed out, upstream prematurely closed connection, 499, 502, and 504. Also inspect the backend container's RestartCount and OOMKilled state.

Exchange or LLM network requests need a proxy

For backend runtime outbound requests, set PROXY_URL in backend.env or backend_api_python/.env.

Inside Docker, do not use 127.0.0.1 for a host proxy unless the proxy is running inside the same container. Use a reachable host address, for example:

PROXY_URL=socks5h://host.docker.internal:10808

On Linux, you may need to expose your proxy on a private interface or configure Docker host gateway support.

Public ports

Do not expose these publicly:

  • 5000
  • 5432
  • 6379

Publicly expose only:

  • 80
  • 443