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Collimator is a high-performance, general-purpose simulation and modeling suite for modern model-based development, focused on data-driven modeling and machine learning, built around Python and JAX. It offers features such as surrogate modeling, digital twins, system identification, model-predictive control, physics-informed machine learning, and optimization via automatic differentiation, enabling efficient control optimization through auto-tuning and local or stochastic methods. It supports collaboration in the cloud or locally and provides HPC capabilities (parameter sweeps, Monte Carlo, distributed simulations, GPU acceleration) via its Python library, model editor, HPC simulator, and data visualizer.
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