Our neural emulator offers an efficient way to simulate ocean dynamics and explore how the ocean evolves over time. In the interactive demo, you can choose an initial date, select an ocean variable (from temperature and salinity to currents and sea-surface height) and set the rollout length. Samudra 2 runs alongside GFDL-OM4, allowing you to compare the simulations using error and skill metrics.

Give it a try and watch the ocean evolve!

We are grateful to HuggingFace for their open-source contribution in building the inference dashboard using our uploaded model weights, with special thanks to Apolinário ‘Poli’ Passos and Emma Scharfmann for their work bringing the interactive demo to life.