ALACTIC AGI Framework

🐳 Docker Deployment Overview

Enterprise Docker Deployment: ALACTIC AGI Framework provides complete containerization with enterprise-grade monitoring, service discovery, and automated scaling capabilities.

Deployment Benefits

Production Ready: Pre-configured for enterprise environments
Auto-Scaling: Dynamic resource allocation based on load
Complete Observability: Prometheus + Grafana + AlertManager stack
Service Discovery: Automatic component communication
High Availability: Built-in redundancy and failover
Security First: Network isolation and secure communication

Container Architecture

Service	Container	Purpose	Port	Dependencies
ALACTIC AGI Core	alactic-agi	Main processing framework	5000	Solr, Redis
API Gateway	alactic-api	REST API interface	3000	Core framework
Apache Solr	solr	Search & indexing	8983	None
Prometheus	prometheus	Metrics collection	9090	All services
Grafana	grafana	Monitoring dashboards	3001	Prometheus
AlertManager	alertmanager	Alert routing	9093	Prometheus
Node Exporter	node-exporter	System metrics	9100	None

📋 Prerequisites

🐳 Docker Requirements

Docker Engine 20.10.0+ (Latest recommended)
Docker Compose v2.0+ (Plugin version)
Docker Desktop (Windows/Mac)
Minimum 8GB RAM allocated to Docker

💻 System Resources

CPU: 4+ cores (8+ recommended)
Memory: 16GB+ RAM (32GB for production)
Storage: 200GB+ available space
Network: Internet connectivity

🌐 Network Configuration

Ports 3000-3001, 5000, 8983, 9090-9100 available
Docker network: 172.20.0.0/16
External access for monitoring dashboards
DNS resolution for container communication

🔧 Prerequisites Installation

PowerShell

# Install Docker Desktop (Windows)
winget install Docker.DockerDesktop

# Or download from: https://docker.com/products/docker-desktop

# Verify installation
docker --version
docker-compose --version
                        

Production Deployment: For enterprise production environments, allocate minimum 32GB RAM and ensure SSD storage for optimal performance with 1M+ documents.

🏗️ Docker Architecture

Service Architecture Diagram

ASCII

┌─────────────────────────────────────────────────────────────────┐
│                     ALACTIC AGI Docker Stack                    │
├─────────────────────────────────────────────────────────────────┤
│  ┌─────────────┐    ┌─────────────┐    ┌─────────────┐        │
│  │   Grafana   │    │ AlertManager│    │ Prometheus  │        │
│  │   :3001     │◄───┤    :9093    │◄───┤    :9090    │        │
│  └─────────────┘    └─────────────┘    └─────┬───────┘        │
│                                               │                │
│  ┌─────────────┐    ┌─────────────┐         │                │
│  │ ALACTIC API │    │ALACTIC Core │◄────────┼────────────────┤
│  │   :3000     │◄───┤   :5000     │         │                │
│  └─────────────┘    └──────┬──────┘         │                │
│                             │                │                │
│  ┌─────────────┐    ┌─────────────┐    ┌─────────────┐        │
│  │    Solr     │◄───┤    Redis    │    │Node Exporter│        │
│  │   :8983     │    │   :6379     │    │   :9100     │        │
│  └─────────────┘    └─────────────┘    └─────────────┘        │
└─────────────────────────────────────────────────────────────────┘
                        External Access Ports:
                     3000 (API), 3001 (Grafana), 9090 (Prometheus)
                

Network Configuration

YAML
# Docker Compose Network Definition
networks:
  alactic-network:
    driver: bridge
    ipam:
      config:
        - subnet: 172.20.0.0/16# Service IP Assignment
services:
  alactic-core:
    networks:
      alactic-network:
        ipv4_address: 172.20.0.10
  
  solr:
    networks:
      alactic-network:
        ipv4_address: 172.20.0.20
        
  prometheus:
    networks:
      alactic-network:
        ipv4_address: 172.20.0.30

Storage Volumes

Volume	Mount Point	Purpose	Persistence
solr-data	/var/solr	Solr index and configuration	Persistent
prometheus-data	/prometheus	Metrics time-series data	Persistent
grafana-data	/var/lib/grafana	Dashboards and configurations	Persistent
alactic-logs	/app/logs	Application logs	Persistent

🚀 Deployment Guide

Environment Preparation

PowerShell

# Clone the repository
git clone https://github.com/AlacticAI/alactic-agi.git
cd alactic-agi

# Verify Docker is running
docker info

# Check available resources
docker system df
docker system events --since 5m
                        

Resource Check: Ensure Docker has sufficient resources allocated before proceeding with deployment.

Configuration Setup

Docker Compose Configuration

YAML
# docker-compose-monitoring-test.yml
version: '3.8'

services:
  # ALACTIC AGI Core Service
  alactic-agi:
    build: .
    container_name: alactic-agi-core
    ports:
      - "5000:5000"
      - "8080:8080"
    environment:
      - ALACTIC_DEBUG=false
      - ALACTIC_SOLR_URL=http://solr:8983/solr/super_rag
      - PROMETHEUS_ENABLED=true
    volumes:
      - ./data:/app/data
      - alactic-logs:/app/logs
    networks:
      - alactic-network
    depends_on:
      - solr
      - redis
    restart: unless-stopped
    healthcheck:
      test: ["CMD", "curl", "-f", "http://localhost:5000/health"]
      interval: 30s
      timeout: 10s
      retries: 3

  # Apache Solr
  solr:
    image: solr:9-slim
    container_name: alactic-solr
    ports:
      - "8983:8983"
    volumes:
      - solr-data:/var/solr
      - ./solr_config:/opt/solr/server/solr/configsets/alactic_config
    networks:
      - alactic-network
    restart: unless-stopped
    command: solr-precreate super_rag /opt/solr/server/solr/configsets/alactic_config

volumes:
  solr-data:
  prometheus-data:
  grafana-data:
  alactic-logs:

networks:
  alactic-network:
    driver: bridge
                        

Environment Variables Configuration

Bash

# Create .env file for production
cat > .env << 'EOF'
# ALACTIC AGI Configuration
ALACTIC_DEBUG=false
ALACTIC_LOG_LEVEL=INFO
ALACTIC_MAX_WORKERS=8

# Database Configuration
ALACTIC_SOLR_URL=http://solr:8983/solr/super_rag
ALACTIC_REDIS_URL=redis://redis:6379/0

# Monitoring Configuration
PROMETHEUS_ENABLED=true
GRAFANA_ADMIN_PASSWORD=alactic_secure_admin_2024
ALERTMANAGER_EMAIL=alerts@alacticai.com

# Security Configuration
JWT_SECRET_KEY=your_jwt_secret_key_here
API_RATE_LIMIT=1000
EOF
                        

Stack Deployment

Basic Deployment

PowerShell

# Deploy the complete stack
docker-compose -f docker-compose-monitoring-test.yml up -d

# Check deployment status
docker-compose -f docker-compose-monitoring-test.yml ps

# View logs
docker-compose -f docker-compose-monitoring-test.yml logs -f
                        

Production Deployment

PowerShell

# Production deployment with resource limits
docker-compose -f docker-compose-monitoring.yml up -d

# Scale specific services
docker-compose -f docker-compose-monitoring.yml up -d --scale alactic-agi=3

# Deploy with specific environment
docker-compose -f docker-compose-monitoring.yml --env-file .env.production up -d
                        

Deployment Complete! All services should now be running. Check the status with docker-compose ps

Service Verification

PowerShell

# Comprehensive service health check
python validate_docker_stack.py

# Individual service checks
curl http://localhost:5000/health        # ALACTIC AGI Core
curl http://localhost:3000/api/health    # API Gateway  
curl http://localhost:8983/solr/admin/ping  # Solr
curl http://localhost:9090/-/healthy     # Prometheus
curl http://localhost:3001/api/health    # Grafana

# Check service connectivity
docker exec alactic-agi-core curl http://solr:8983/solr/admin/ping
docker exec prometheus curl http://alactic-agi:8080/metrics
                        

Expected Service Status

Service	URL	Expected Response	Status
ALACTIC Core	http://localhost:5000/health	{"status": "healthy"}	✓ Running
API Gateway	http://localhost:3000/api/health	{"status": "ok"}	✓ Running
Apache Solr	http://localhost:8983/solr/admin/ping	{"status": "OK"}	✓ Running
Prometheus	http://localhost:9090/-/healthy	Prometheus is Healthy	✓ Running
Grafana	http://localhost:3001/api/health	{"database": "ok"}	✓ Running

📊 Enterprise Monitoring Stack

Complete Observability: ALACTIC AGI includes enterprise-grade monitoring with Prometheus, Grafana, and AlertManager for production observability.

Monitoring Components

📈 Prometheus Configuration

YAML
# monitoring/prometheus-simple.yml
global:
  scrape_interval: 15s
  evaluation_interval: 15s

scrape_configs:
  - job_name: 'alactic-agi'
    static_configs:
      - targets: ['alactic-agi:8080']
    scrape_interval: 5s
    metrics_path: '/metrics'

  - job_name: 'node-exporter'
    static_configs:
      - targets: ['node-exporter:9100']

rule_files:
  - "/etc/prometheus/alerts.yml"

alerting:
  alertmanagers:
    - static_configs:
        - targets:
          - alertmanager:9093
                        

🚨 AlertManager Setup

YAML
# monitoring/alertmanager/alertmanager-simple.yml
global:
  smtp_smarthost: 'localhost:587'
  smtp_from: 'alerts@alacticai.com'

route:
  group_by: ['alertname']
  group_wait: 10s
  group_interval: 10s
  repeat_interval: 1h
  receiver: 'web.hook'

receivers:
- name: 'web.hook'
  email_configs:
  - to: 'support@alacticai.com'
    subject: 'ALACTIC AGI Alert: {{ .GroupLabels.alertname }}'
    body: |
      Alert: {{ .GroupLabels.alertname }}
      Instance: {{ .CommonLabels.instance }}
      Severity: {{ .CommonLabels.severity }}
      Description: {{ .CommonAnnotations.description }}
                        

📊 Grafana Dashboards

Pre-configured dashboards include:

ALACTIC AGI Overview: Business metrics and KPIs
System Performance: CPU, memory, disk usage
Application Metrics: Request rates, response times
Solr Monitoring: Query performance, index status
Error Tracking: Error rates and failure analysis

Default Credentials:
Username: admin
Password: alactic_secure_admin_2024

🔍 Node Exporter Metrics

System-level monitoring includes:

CPU utilization and load averages
Memory usage and swap activity
Disk I/O and filesystem usage
Network traffic and connections
Process and service status

Monitoring URLs

Service	URL	Purpose	Credentials
Grafana Dashboards	http://localhost:3001	Visual monitoring dashboards	admin / alactic_secure_admin_2024
Prometheus UI	http://localhost:9090	Metrics exploration and alerting	None required
AlertManager UI	http://localhost:9093	Alert management and routing	None required
ALACTIC Metrics	http://localhost:8080/metrics	Raw Prometheus metrics	None required

Custom Metrics Integration

Python
# Example: Adding custom business metricsfrom monitoring import MetricsCollector

# Initialize metrics in your application
metrics = MetricsCollector()

# Record business metrics
metrics.record_counter("documents_processed_total", 1, 
                     {"source": "web_crawler", "status": "success"})

metrics.record_gauge("processing_queue_size", queue_size)

metrics.record_timer("document_processing_duration_seconds", 
                   processing_time, {"document_type": "research_paper"})

# Metrics automatically exposed at /metrics endpoint

🔧 Stack Management

Daily Operations

Service Management Commands

PowerShell

# Start the entire stack
docker-compose -f docker-compose-monitoring-test.yml up -d

# Stop the entire stack
docker-compose -f docker-compose-monitoring-test.yml down

# Restart specific service
docker-compose -f docker-compose-monitoring-test.yml restart alactic-agi

# View service logs
docker-compose -f docker-compose-monitoring-test.yml logs -f alactic-agi

# Check service status
docker-compose -f docker-compose-monitoring-test.yml ps

# Update and restart services
docker-compose -f docker-compose-monitoring-test.yml pull
docker-compose -f docker-compose-monitoring-test.yml up -d
                

Resource Monitoring

PowerShell

# Monitor resource usage
docker stats

# Check disk usage
docker system df

# View container details
docker inspect alactic-agi-core

# Check network connectivity
docker network ls
docker network inspect alactic-agi_alactic-network

# Backup volumes
docker run --rm -v alactic-agi_solr-data:/data -v ${PWD}:/backup alpine tar czf /backup/solr-backup.tar.gz -C /data .
                

Data Management

Backup Operations

PowerShell

# Create backup script
cat > backup_alactic.ps1 << 'EOF'
$BackupDir = "C:\ALACTIC_Backups\$(Get-Date -Format 'yyyy-MM-dd_HH-mm-ss')"
New-Item -ItemType Directory -Path $BackupDir -Force

# Backup Solr data
docker run --rm -v alactic-agi_solr-data:/data -v "${BackupDir}:/backup" alpine tar czf /backup/solr-data.tar.gz -C /data .

# Backup Prometheus data  
docker run --rm -v alactic-agi_prometheus-data:/data -v "${BackupDir}:/backup" alpine tar czf /backup/prometheus-data.tar.gz -C /data .

# Backup Grafana data
docker run --rm -v alactic-agi_grafana-data:/data -v "${BackupDir}:/backup" alpine tar czf /backup/grafana-data.tar.gz -C /data .

# Backup configuration files
Copy-Item -Path ".\docker-compose-monitoring-test.yml" -Destination "${BackupDir}\"
Copy-Item -Path ".\config.ini" -Destination "${BackupDir}\"
Copy-Item -Path ".\.env" -Destination "${BackupDir}\"

Write-Host "Backup completed: $BackupDir"
EOF

# Run backup
.\backup_alactic.ps1
                

Restore Operations

PowerShell

# Restore from backup
$BackupDir = "C:\ALACTIC_Backups\2024-01-15_14-30-00"

# Stop services
docker-compose -f docker-compose-monitoring-test.yml down

# Restore volumes
docker run --rm -v alactic-agi_solr-data:/data -v "${BackupDir}:/backup" alpine tar xzf /backup/solr-data.tar.gz -C /data
docker run --rm -v alactic-agi_prometheus-data:/data -v "${BackupDir}:/backup" alpine tar xzf /backup/prometheus-data.tar.gz -C /data
docker run --rm -v alactic-agi_grafana-data:/data -v "${BackupDir}:/backup" alpine tar xzf /backup/grafana-data.tar.gz -C /data

# Restart services
docker-compose -f docker-compose-monitoring-test.yml up -d
                

Security Management

Container Security

PowerShell

# Security audit
docker run --rm -v /var/run/docker.sock:/var/run/docker.sock aquasec/docker-bench

# Check for vulnerabilities
docker run --rm -v /var/run/docker.sock:/var/run/docker.sock quay.io/coreos/clair-local-scan

# Update container security
docker-compose -f docker-compose-monitoring-test.yml pull
docker-compose -f docker-compose-monitoring-test.yml up -d

# Review security logs
docker-compose -f docker-compose-monitoring-test.yml logs | grep -i "security\|error\|fail"
                

Network Security

PowerShell

# Check exposed ports
netstat -tlnp | grep -E "(3000|3001|5000|8983|9090)"

# Firewall configuration (Ubuntu/CentOS)
ufw allow 3000/tcp comment "ALACTIC API"
ufw allow 3001/tcp comment "Grafana Dashboard"
ufw allow 9090/tcp comment "Prometheus"

# Block internal ports from external access
ufw deny 5000/tcp comment "ALACTIC Core - Internal Only"
ufw deny 8983/tcp comment "Solr - Internal Only"
                

📈 Scaling & Performance

Enterprise Scaling: ALACTIC AGI supports horizontal and vertical scaling for enterprise workloads processing millions of documents.

Horizontal Scaling

Multi-Instance Deployment

PowerShell

# Scale ALACTIC AGI core service
docker-compose -f docker-compose-monitoring-test.yml up -d --scale alactic-agi=3

# Scale with load balancer
cat > docker-compose-scaled.yml << 'EOF'
version: '3.8'
services:
  nginx:
    image: nginx:alpine
    ports:
      - "80:80"
    volumes:
      - ./nginx.conf:/etc/nginx/nginx.conf
    depends_on:
      - alactic-agi-1
      - alactic-agi-2
      - alactic-agi-3
    networks:
      - alactic-network

  alactic-agi-1:
    extends:
      file: docker-compose-monitoring-test.yml
      service: alactic-agi
    container_name: alactic-agi-1

  alactic-agi-2:
    extends:
      file: docker-compose-monitoring-test.yml
      service: alactic-agi
    container_name: alactic-agi-2

  alactic-agi-3:
    extends:
      file: docker-compose-monitoring-test.yml
      service: alactic-agi
    container_name: alactic-agi-3
EOF

# Deploy scaled configuration
docker-compose -f docker-compose-scaled.yml up -d
                

Load Balancer Configuration

Nginx

# nginx.conf for load balancing
events {
    worker_connections 1024;
}

http {
    upstream alactic_backend {
        server alactic-agi-1:5000;
        server alactic-agi-2:5000;
        server alactic-agi-3:5000;
        
        # Health checks
        keepalive 32;
    }

    server {
        listen 80;
        
        location / {
            proxy_pass http://alactic_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;
            
            # Timeouts
            proxy_connect_timeout 30s;
            proxy_send_timeout 30s;
            proxy_read_timeout 30s;
        }
        
        location /health {
            access_log off;
            return 200 "healthy\n";
            add_header Content-Type text/plain;
        }
    }
}
                

Vertical Scaling

Resource Limits Configuration

YAML
# Production resource limits
services:
  alactic-agi:
    deploy:
      resources:
        limits:
          cpus: '4.0'
          memory: 8G
        reservations:
          cpus: '2.0'
          memory: 4G
    environment:
      - ALACTIC_MAX_WORKERS=8
      - JAVA_OPTS=-Xmx4g -Xms2g

  solr:
    deploy:
      resources:
        limits:
          cpus: '2.0'
          memory: 4G
        reservations:
          cpus: '1.0'
          memory: 2G
    environment:
      - SOLR_HEAP=3g
                

Performance Optimization

Docker Performance Tuning

PowerShell

# Docker daemon optimization (daemon.json)
{
  "log-driver": "json-file",
  "log-opts": {
    "max-size": "10m",
    "max-file": "3"
  },
  "storage-driver": "overlay2",
  "storage-opts": [
    "overlay2.override_kernel_check=true"
  ],
  "default-ulimits": {
    "nofile": {
      "Name": "nofile",
      "Hard": 64000,
      "Soft": 64000
    }
  }
}

# Restart Docker daemon
Restart-Service docker
                

Application Performance Tuning

INI

# config.ini for high-performance deployment
[DEFAULT]
debug = false
log_level = WARNING
max_workers = 16
batch_size = 1000

[DATABASE]
solr_url = http://solr:8983/solr/super_rag
solr_timeout = 60
connection_pool_size = 20

[SCRAPING]
max_pages = 100000
delay = 0.5
concurrent_requests = 16
download_timeout = 30

[MONITORING]
metrics_enabled = true
high_performance_mode = true
metrics_buffer_size = 10000
                

Auto-Scaling with Docker Swarm

PowerShell

# Initialize Docker Swarm
docker swarm init

# Deploy stack with auto-scaling
docker stack deploy -c docker-compose-swarm.yml alactic

# Configure auto-scaling rules
docker service update --replicas 5 alactic_alactic-agi
docker service update --limit-cpu 2 --limit-memory 4g alactic_alactic-agi

# Monitor service scaling
docker service ls
docker service ps alactic_alactic-agi
                

🔧 Troubleshooting

Common Docker Issues

Before troubleshooting: Always run python validate_docker_stack.py for comprehensive diagnostics.

Issue	Symptoms	Solution	Prevention
Container fails to start	Exit code 1, restart loops	Check logs: `docker logs container_name`	Validate configuration before deployment
Service communication failure	Connection refused, timeouts	Verify network: `docker network inspect`	Use service names for inter-container communication
Out of memory errors	OOMKilled, performance degradation	Increase memory limits or optimize application	Monitor memory usage with `docker stats`
Port binding conflicts	Port already in use errors	Check port usage: `netstat -tlnp`	Use Docker networks instead of host ports

Diagnostic Commands

Comprehensive Stack Diagnosis

PowerShell

# Complete stack validation
python validate_docker_stack.py

# Service-specific diagnostics
docker-compose -f docker-compose-monitoring-test.yml ps
docker-compose -f docker-compose-monitoring-test.yml logs --tail=100

# Network connectivity testing
docker exec alactic-agi-core ping solr
docker exec alactic-agi-core curl http://solr:8983/solr/admin/ping
docker exec prometheus curl http://alactic-agi:8080/metrics

# Resource usage monitoring
docker stats --no-stream
docker system df
docker system events --since 10m
                

Container Health Checks

PowerShell

# Individual container health checks
docker exec alactic-agi-core curl -f http://localhost:5000/health
docker exec alactic-solr curl -f http://localhost:8983/solr/admin/ping
docker exec prometheus curl -f http://localhost:9090/-/healthy
docker exec grafana curl -f http://localhost:3001/api/health

# Check container processes
docker exec alactic-agi-core ps aux
docker exec alactic-agi-core netstat -tlnp

# Inspect container configuration
docker inspect alactic-agi-core | jq '.[] | {State, NetworkSettings, Mounts}'
                

Performance Issues

Memory and CPU Optimization

PowerShell

# Monitor resource usage
docker stats --format "table {{.Container}}\t{{.CPUPerc}}\t{{.MemUsage}}\t{{.MemPerc}}"

# Optimize memory usage
docker-compose -f docker-compose-monitoring-test.yml restart alactic-agi

# Check for memory leaks
docker exec alactic-agi-core python -c "
import psutil
process = psutil.Process()
print(f'Memory: {process.memory_info().rss / 1024 / 1024:.2f} MB')
print(f'CPU: {process.cpu_percent()}%')
"

# Garbage collection
docker exec alactic-agi-core python -c "import gc; gc.collect(); print('GC completed')"
                

Storage Issues

PowerShell

# Check disk usage
docker system df -v

# Clean up unused resources
docker system prune -f
docker volume prune -f
docker image prune -f

# Check volume usage
docker exec alactic-solr df -h /var/solr
docker exec prometheus df -h /prometheus

# Monitor log file sizes
docker exec alactic-agi-core du -sh /app/logs/*
docker-compose -f docker-compose-monitoring-test.yml logs --tail=1 | wc -l
                

Network Troubleshooting

Service Discovery Issues

PowerShell

# Check DNS resolution
docker exec alactic-agi-core nslookup solr
docker exec alactic-agi-core nslookup prometheus

# Network connectivity testing
docker exec alactic-agi-core telnet solr 8983
docker exec prometheus telnet alactic-agi 8080

# Inspect network configuration
docker network ls
docker network inspect alactic-agi_alactic-network

# Check iptables rules (Linux)
docker exec alactic-agi-core iptables -L -n
                

Recovery Procedures

Emergency Recovery

PowerShell

# Emergency stack restart
docker-compose -f docker-compose-monitoring-test.yml down
docker system prune -f
docker-compose -f docker-compose-monitoring-test.yml up -d

# Restore from backup
$BackupDir = "C:\ALACTIC_Backups\latest"
docker-compose -f docker-compose-monitoring-test.yml down -v
docker run --rm -v alactic-agi_solr-data:/data -v "${BackupDir}:/backup" alpine tar xzf /backup/solr-data.tar.gz -C /data
docker-compose -f docker-compose-monitoring-test.yml up -d

# Validate recovery
python validate_docker_stack.py
                

Getting Support

Enterprise Support Channels:

📧 Email: support@alacticai.com
🎫 Support Portal: support.alacticai.com
📞 Emergency Hotline: +1-800-ALACTIC (24/7 Enterprise Support)
💬 Slack: #alactic-support (Enterprise customers)