Automatic differentiation computes beamline optimization gradients faster than finite differences on CPU and usually on GPU.
4: Ratio of execution times: FD over AD – GPU
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Differentiable simulations for particle tracking in accelerators: analysis, benchmarking and optimization
Automatic differentiation computes beamline optimization gradients faster than finite differences on CPU and usually on GPU.