Ollama Scaling & Infrastructure Optimization Training Course

Introduction to Scaling Ollama for Government

• Ollama’s architecture and key considerations for scaling in government environments
• Common bottlenecks encountered in multi-user deployments within the public sector
• Best practices for ensuring infrastructure readiness for government operations

Resource Allocation and GPU Optimization for Government

• Strategies for efficient CPU/GPU utilization tailored to government needs
• Memory and bandwidth considerations in public sector deployments
• Implementing container-level resource constraints for enhanced performance and security

Deployment with Containers and Kubernetes for Government

• Containerizing Ollama using Docker for government applications
• Running Ollama in Kubernetes clusters to support scalable and secure operations
• Implementing load balancing and service discovery for reliable public sector services

Autoscaling and Batching for Government

• Designing autoscaling policies to optimize resource usage in government systems
• Batch inference techniques to enhance throughput for government applications
• Evaluating latency versus throughput trade-offs in public sector environments

Latency Optimization for Government

• Profiling inference performance to identify and address bottlenecks in government systems
• Caching strategies and model warm-up techniques for improved efficiency
• Reducing I/O and communication overhead to enhance performance in public sector deployments

Monitoring and Observability for Government

• Integrating Prometheus for comprehensive metrics collection in government infrastructure
• Building custom dashboards with Grafana to monitor Ollama’s performance in the public sector
• Implementing alerting and incident response mechanisms for robust Ollama infrastructure management

Cost Management and Scaling Strategies for Government

• Strategies for cost-aware GPU allocation in government IT environments
• Evaluating cloud versus on-premises deployment options for optimal resource utilization
• Developing sustainable scaling strategies to support long-term public sector operations

Summary and Next Steps for Government