Model Deployment

Model Deployment: Deploy LLMs to production with optimal performance.

This skill provides code examples and instructions for deploying Large Language Models (LLMs) using tools like vLLM, Text Generation Inference (TGI), Ollama, and a custom FastAPI server. It demonstrates installing these tools, starting local servers, querying their HTTP endpoints (e.g., `http://localhost:8000`, `http://localhost:8080`, `http://localhost:11434`), and downloading models like `meta-llama/Llama-2-7b-chat-hf` from Hugging Face. It also includes examples for Docker, Kubernetes, optimization techniques, and Prometheus monitoring.