milvus is a free and open-source vector database for AI applications. Milvus is designed to store, index, and search embedding vectors for AI applications, serving as an open-source alternative to Pinecone or Weaviate cloud
1. Prerequisites
2. Supported Operating Systems
This guide supports installation on:
3. Installation
RHEL/CentOS/Rocky Linux/AlmaLinux
# Install EPEL repository if needed
sudo dnf install -y epel-release
# Install milvus
sudo dnf install -y milvus
# Enable and start service
sudo systemctl enable --now milvus
# Configure firewall
sudo firewall-cmd --permanent --add-port=19530/tcp
sudo firewall-cmd --reload
# Verify installation
milvus --version
Debian/Ubuntu
# Update package index
sudo apt update
# Install milvus
sudo apt install -y milvus
# Enable and start service
sudo systemctl enable --now milvus
# Configure firewall
sudo ufw allow 19530
# Verify installation
milvus --version
Arch Linux
# Install milvus
sudo pacman -S milvus
# Enable and start service
sudo systemctl enable --now milvus
# Verify installation
milvus --version
Alpine Linux
# Install milvus
apk add --no-cache milvus
# Enable and start service
rc-update add milvus default
rc-service milvus start
# Verify installation
milvus --version
openSUSE/SLES
# Install milvus
sudo zypper install -y milvus
# Enable and start service
sudo systemctl enable --now milvus
# Configure firewall
sudo firewall-cmd --permanent --add-port=19530/tcp
sudo firewall-cmd --reload
# Verify installation
milvus --version
macOS
# Using Homebrew
brew install milvus
# Start service
brew services start milvus
# Verify installation
milvus --version
FreeBSD
# Using pkg
pkg install milvus
# Enable in rc.conf
echo 'milvus_enable="YES"' >> /etc/rc.conf
# Start service
service milvus start
# Verify installation
milvus --version
Windows
# Using Chocolatey
choco install milvus
# Or using Scoop
scoop install milvus
# Verify installation
milvus --version
Initial Configuration
Basic Configuration
# Create configuration directory
sudo mkdir -p /etc/milvus
# Set up basic configuration
# See official documentation for detailed configuration options
# Test configuration
milvus --version
5. Service Management
systemd (RHEL, Debian, Ubuntu, Arch, openSUSE)
# Enable service
sudo systemctl enable milvus
# Start service
sudo systemctl start milvus
# Stop service
sudo systemctl stop milvus
# Restart service
sudo systemctl restart milvus
# Check status
sudo systemctl status milvus
# View logs
sudo journalctl -u milvus -f
OpenRC (Alpine Linux)
# Enable service
rc-update add milvus default
# Start service
rc-service milvus start
# Stop service
rc-service milvus stop
# Restart service
rc-service milvus restart
# Check status
rc-service milvus status
rc.d (FreeBSD)
# Enable in /etc/rc.conf
echo 'milvus_enable="YES"' >> /etc/rc.conf
# Start service
service milvus start
# Stop service
service milvus stop
# Restart service
service milvus restart
# Check status
service milvus status
launchd (macOS)
# Using Homebrew services
brew services start milvus
brew services stop milvus
brew services restart milvus
# Check status
brew services list | grep milvus
Windows Service Manager
# Start service
net start milvus
# Stop service
net stop milvus
# Using PowerShell
Start-Service milvus
Stop-Service milvus
Restart-Service milvus
# Check status
Get-Service milvus
Advanced Configuration
See the official documentation for advanced configuration options.
Reverse Proxy Setup
nginx Configuration
upstream milvus_backend {
server 127.0.0.1:19530;
}
server {
listen 80;
server_name milvus.example.com;
return 301 https://$server_name$request_uri;
}
server {
listen 443 ssl http2;
server_name milvus.example.com;
ssl_certificate /etc/ssl/certs/milvus.example.com.crt;
ssl_certificate_key /etc/ssl/private/milvus.example.com.key;
location / {
proxy_pass http://milvus_backend;
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;
}
}
Apache Configuration
<VirtualHost *:80>
ServerName milvus.example.com
Redirect permanent / https://milvus.example.com/
</VirtualHost>
<VirtualHost *:443>
ServerName milvus.example.com
SSLEngine on
SSLCertificateFile /etc/ssl/certs/milvus.example.com.crt
SSLCertificateKeyFile /etc/ssl/private/milvus.example.com.key
ProxyRequests Off
ProxyPreserveHost On
ProxyPass / http://127.0.0.1:19530/
ProxyPassReverse / http://127.0.0.1:19530/
</VirtualHost>
HAProxy Configuration
frontend milvus_frontend
bind *:80
bind *:443 ssl crt /etc/ssl/certs/milvus.pem
redirect scheme https if !{ ssl_fc }
default_backend milvus_backend
backend milvus_backend
balance roundrobin
server milvus1 127.0.0.1:19530 check
Security Configuration
Basic Security Setup
# Set appropriate permissions
sudo chown -R milvus:milvus /etc/milvus
sudo chmod 750 /etc/milvus
# Configure firewall
sudo firewall-cmd --permanent --add-port=19530/tcp
sudo firewall-cmd --reload
# Enable SELinux policies (if applicable)
sudo setsebool -P httpd_can_network_connect on
Database Setup
See official documentation for database configuration requirements.
Performance Optimization
System Tuning
# Basic system tuning
echo 'net.core.somaxconn = 65535' | sudo tee -a /etc/sysctl.conf
echo 'net.ipv4.tcp_max_syn_backlog = 65535' | sudo tee -a /etc/sysctl.conf
sudo sysctl -p
Monitoring
Basic Monitoring
# Check service status
sudo systemctl status milvus
# View logs
sudo journalctl -u milvus -f
# Monitor resource usage
top -p $(pgrep milvus)
9. Backup and Restore
Backup Script
#!/bin/bash
# Basic backup script
BACKUP_DIR="/backup/milvus"
DATE=$(date +%Y%m%d_%H%M%S)
mkdir -p "$BACKUP_DIR"
tar -czf "$BACKUP_DIR/milvus-backup-$DATE.tar.gz" /etc/milvus /var/lib/milvus
echo "Backup completed: $BACKUP_DIR/milvus-backup-$DATE.tar.gz"
Restore Procedure
# Stop service
sudo systemctl stop milvus
# Restore from backup
tar -xzf /backup/milvus/milvus-backup-*.tar.gz -C /
# Start service
sudo systemctl start milvus
6. Troubleshooting
Common Issues
1. Service won't start:
# Check logs
sudo journalctl -u milvus -n 100
sudo tail -f /var/log/milvus/milvus.log
# Check configuration
milvus --version
# Check permissions
ls -la /etc/milvus
2. Connection issues:
# Check if service is listening
sudo ss -tlnp | grep 19530
# Test connectivity
telnet localhost 19530
# Check firewall
sudo firewall-cmd --list-all
3. Performance issues:
# Check resource usage
top -p $(pgrep milvus)
# Check disk I/O
iotop -p $(pgrep milvus)
# Check connections
ss -an | grep 19530
Integration Examples
Docker Compose Example
version: '3.8'
services:
milvus:
image: milvus:latest
ports:
- "19530:19530"
volumes:
- ./config:/etc/milvus
- ./data:/var/lib/milvus
restart: unless-stopped
Maintenance
Update Procedures
# RHEL/CentOS/Rocky/AlmaLinux
sudo dnf update milvus
# Debian/Ubuntu
sudo apt update && sudo apt upgrade milvus
# Arch Linux
sudo pacman -Syu milvus
# Alpine Linux
apk update && apk upgrade milvus
# openSUSE
sudo zypper update milvus
# FreeBSD
pkg update && pkg upgrade milvus
# Always backup before updates
tar -czf /backup/milvus-pre-update-$(date +%Y%m%d).tar.gz /etc/milvus
# Restart after updates
sudo systemctl restart milvus
Regular Maintenance
# Log rotation
sudo logrotate -f /etc/logrotate.d/milvus
# Clean old logs
find /var/log/milvus -name "*.log" -mtime +30 -delete
# Check disk usage
du -sh /var/lib/milvus
Additional Resources
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Note: This guide is part of the HowToMgr collection. Always refer to official documentation for the most up-to-date information.