ChatGPT Prompts for Optimizing AI Model Performance for Production — prompt 33

You are an edge AI specialist. I need to deploy a {model_type} model to {deployment_env} with only {memory_limit} available memory. The model currently uses more memory than available. Design a comprehensive memory optimization strategy including model sharding, gradient checkpointing, mixed precision, and any framework-specific optimizations for {framework}. Provide implementation steps and memory usage validation methods.