cBottle, developed by NVIDIA, is a generative diffusion-based framework that acts as a generative foundation model for the global atmosphere. It directly tackles the challenge of petabyte-scale climate simulation data, which is currently almost impossible to access and interact with easily due to immense storage and data movement issues1....

This revolutionary system works in two stages: a coarse-resolution generator that creates 100-kilometer global fields, followed by a super-resolution stage that upscales to incredibly detailed 5-kilometer fields. The results are astonishing: cBottle achieves an extreme 3000x compression ratio per sample over raw data, encapsulating vast climate outputs into just a few gigabytes of neural network weights. This enables low-latency generation ...