TLDR Web Dev · ARTICLES & TUTORIALS

HOW META ANIMATES AI-GENERATED IMAGES AT SCALE

engineering.fb.com12 min read

Summary from the TLDR Web Dev newsletter

Meta's animate feature, which allows users to generate short animations from AI-generated images, had big challenges in scalability and efficiency. To overcome these challenges, the team implemented a series of optimizations, including halving floating-point precision, improving temporal-attention expansion, leveraging DPM-Solver to reduce sampling steps, and combining guidance and step distillation. They also deployed a traffic management system for better routing and less latency, as well as a retry system with optimized settings to reduce errors.