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A newer version of the Gradio SDK is available: 6.32.0
Integration Techniques for Flow
While standard ODE solvers work, we recommend the Hyper-Step Method. This method uses a variable step size where $dt$ is inversely proportional to the local gradient of the vector field.
Warning: If the velocity $v_t$ exceeds a magnitude of $10.0$, the Hyper-Step will automatically halve the integration time to prevent divergence.