metaflow Installation Guide

metaflow is a free and open-source ML infrastructure. Netflix Metaflow provides framework for real-life ML projects

1. Prerequisites

Hardware Requirements:
- CPU: 2+ cores
- RAM: 4GB minimum
- Storage: 20GB for artifacts
- Network: Python framework
Operating System:
- Linux: Any modern distribution (RHEL, Debian, Ubuntu, CentOS, Fedora, Arch, Alpine, openSUSE)
- macOS: 10.14+ (Mojave or newer)
- Windows: Windows Server 2016+ or Windows 10
- FreeBSD: 11.0+
Network Requirements:
- Port N/A (default metaflow port)
- UI on 8083
Dependencies:
- See official documentation for specific requirements
System Access: root or sudo privileges required

2. Supported Operating Systems

This guide supports installation on:

RHEL 8/9 and derivatives (CentOS Stream, Rocky Linux, AlmaLinux)
Debian 11/12
Ubuntu 20.04/22.04/24.04 LTS
Arch Linux (rolling release)
Alpine Linux 3.18+
openSUSE Leap 15.5+ / Tumbleweed
SUSE Linux Enterprise Server (SLES) 15+
macOS 12+ (Monterey and later)
FreeBSD 13+
Windows 10/11/Server 2019+ (where applicable)

3. Installation

RHEL/CentOS/Rocky Linux/AlmaLinux

# Install EPEL repository if needed
sudo dnf install -y epel-release

# Install metaflow
sudo dnf install -y metaflow

# Enable and start service
sudo systemctl enable --now metaflow

# Configure firewall
sudo firewall-cmd --permanent --add-port=N/A/tcp
sudo firewall-cmd --reload

# Verify installation
metaflow --version

Debian/Ubuntu

# Update package index
sudo apt update

# Install metaflow
sudo apt install -y metaflow

# Enable and start service
sudo systemctl enable --now metaflow

# Configure firewall
sudo ufw allow N/A

# Verify installation
metaflow --version

Arch Linux

# Install metaflow
sudo pacman -S metaflow

# Enable and start service
sudo systemctl enable --now metaflow

# Verify installation
metaflow --version

Alpine Linux

# Install metaflow
apk add --no-cache metaflow

# Enable and start service
rc-update add metaflow default
rc-service metaflow start

# Verify installation
metaflow --version

openSUSE/SLES

# Install metaflow
sudo zypper install -y metaflow

# Enable and start service
sudo systemctl enable --now metaflow

# Configure firewall
sudo firewall-cmd --permanent --add-port=N/A/tcp
sudo firewall-cmd --reload

# Verify installation
metaflow --version

macOS

# Using Homebrew
brew install metaflow

# Start service
brew services start metaflow

# Verify installation
metaflow --version

FreeBSD

# Using pkg
pkg install metaflow

# Enable in rc.conf
echo 'metaflow_enable="YES"' >> /etc/rc.conf

# Start service
service metaflow start

# Verify installation
metaflow --version

Windows

# Using Chocolatey
choco install metaflow

# Or using Scoop
scoop install metaflow

# Verify installation
metaflow --version

Initial Configuration

Basic Configuration

# Create configuration directory
sudo mkdir -p /etc/metaflow

# Set up basic configuration
# See official documentation for detailed configuration options

# Test configuration
metaflow --version

5. Service Management

systemd (RHEL, Debian, Ubuntu, Arch, openSUSE)

# Enable service
sudo systemctl enable metaflow

# Start service
sudo systemctl start metaflow

# Stop service
sudo systemctl stop metaflow

# Restart service
sudo systemctl restart metaflow

# Check status
sudo systemctl status metaflow

# View logs
sudo journalctl -u metaflow -f

OpenRC (Alpine Linux)

# Enable service
rc-update add metaflow default

# Start service
rc-service metaflow start

# Stop service
rc-service metaflow stop

# Restart service
rc-service metaflow restart

# Check status
rc-service metaflow status

rc.d (FreeBSD)

# Enable in /etc/rc.conf
echo 'metaflow_enable="YES"' >> /etc/rc.conf

# Start service
service metaflow start

# Stop service
service metaflow stop

# Restart service
service metaflow restart

# Check status
service metaflow status

launchd (macOS)

# Using Homebrew services
brew services start metaflow
brew services stop metaflow
brew services restart metaflow

# Check status
brew services list | grep metaflow

Windows Service Manager

# Start service
net start metaflow

# Stop service
net stop metaflow

# Using PowerShell
Start-Service metaflow
Stop-Service metaflow
Restart-Service metaflow

# Check status
Get-Service metaflow

Advanced Configuration

See the official documentation for advanced configuration options.

Reverse Proxy Setup

nginx Configuration

upstream metaflow_backend {
    server 127.0.0.1:N/A;
}

server {
    listen 80;
    server_name metaflow.example.com;
    return 301 https://$server_name$request_uri;
}

server {
    listen 443 ssl http2;
    server_name metaflow.example.com;

    ssl_certificate /etc/ssl/certs/metaflow.example.com.crt;
    ssl_certificate_key /etc/ssl/private/metaflow.example.com.key;

    location / {
        proxy_pass http://metaflow_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 metaflow.example.com
    Redirect permanent / https://metaflow.example.com/
</VirtualHost>

<VirtualHost *:443>
    ServerName metaflow.example.com
    
    SSLEngine on
    SSLCertificateFile /etc/ssl/certs/metaflow.example.com.crt
    SSLCertificateKeyFile /etc/ssl/private/metaflow.example.com.key
    
    ProxyRequests Off
    ProxyPreserveHost On
    
    ProxyPass / http://127.0.0.1:N/A/
    ProxyPassReverse / http://127.0.0.1:N/A/
</VirtualHost>

HAProxy Configuration

frontend metaflow_frontend
    bind *:80
    bind *:443 ssl crt /etc/ssl/certs/metaflow.pem
    redirect scheme https if !{ ssl_fc }
    default_backend metaflow_backend

backend metaflow_backend
    balance roundrobin
    server metaflow1 127.0.0.1:N/A check

Security Configuration

Basic Security Setup

# Set appropriate permissions
sudo chown -R metaflow:metaflow /etc/metaflow
sudo chmod 750 /etc/metaflow

# Configure firewall
sudo firewall-cmd --permanent --add-port=N/A/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 metaflow

# View logs
sudo journalctl -u metaflow -f

# Monitor resource usage
top -p $(pgrep metaflow)

9. Backup and Restore

Backup Script

#!/bin/bash
# Basic backup script
BACKUP_DIR="/backup/metaflow"
DATE=$(date +%Y%m%d_%H%M%S)

mkdir -p "$BACKUP_DIR"
tar -czf "$BACKUP_DIR/metaflow-backup-$DATE.tar.gz" /etc/metaflow /var/lib/metaflow

echo "Backup completed: $BACKUP_DIR/metaflow-backup-$DATE.tar.gz"

Restore Procedure

# Stop service
sudo systemctl stop metaflow

# Restore from backup
tar -xzf /backup/metaflow/metaflow-backup-*.tar.gz -C /

# Start service
sudo systemctl start metaflow

6. Troubleshooting

Common Issues

Service won't start:

# Check logs
sudo journalctl -u metaflow -n 100
sudo tail -f /var/log/metaflow/metaflow.log

# Check configuration
metaflow --version

# Check permissions
ls -la /etc/metaflow

Connection issues:

# Check if service is listening
sudo ss -tlnp | grep N/A

# Test connectivity
telnet localhost N/A

# Check firewall
sudo firewall-cmd --list-all

Performance issues:

# Check resource usage
top -p $(pgrep metaflow)

# Check disk I/O
iotop -p $(pgrep metaflow)

# Check connections
ss -an | grep N/A

Integration Examples

Docker Compose Example

version: '3.8'
services:
  metaflow:
    image: metaflow:latest
    ports:
      - "N/A:N/A"
    volumes:
      - ./config:/etc/metaflow
      - ./data:/var/lib/metaflow
    restart: unless-stopped

Maintenance

Update Procedures

# RHEL/CentOS/Rocky/AlmaLinux
sudo dnf update metaflow

# Debian/Ubuntu
sudo apt update && sudo apt upgrade metaflow

# Arch Linux
sudo pacman -Syu metaflow

# Alpine Linux
apk update && apk upgrade metaflow

# openSUSE
sudo zypper update metaflow

# FreeBSD
pkg update && pkg upgrade metaflow

# Always backup before updates
tar -czf /backup/metaflow-pre-update-$(date +%Y%m%d).tar.gz /etc/metaflow

# Restart after updates
sudo systemctl restart metaflow

Regular Maintenance

# Log rotation
sudo logrotate -f /etc/logrotate.d/metaflow

# Clean old logs
find /var/log/metaflow -name "*.log" -mtime +30 -delete

# Check disk usage
du -sh /var/lib/metaflow

Additional Resources

Official Documentation: https://docs.metaflow.org/
GitHub Repository: https://github.com/metaflow/metaflow
Community Forum: https://forum.metaflow.org/
Best Practices Guide: https://docs.metaflow.org/best-practices

Note: This guide is part of the HowToMgr collection. Always refer to official documentation for the most up-to-date information.

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