Shypd.aiThe largest open index of AI toolsPINA is an open-source Python library for Scientific Machine Learning, built on PyTorch. It simplifies the development and application of Physics-Informed Neural Networks (PINNs) and Neural Operators for advanced modeling.
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PINA is an open-source Python library designed to streamline and accelerate the development of Scientific Machine Learning (SciML) solutions. Built upon PyTorch, PyTorch Lightning, and PyTorch Geometric, it offers a modular and flexible framework for defining, experimenting with, and solving complex problems using various neural network architectures, including Physics-Informed Neural Networks (PINNs) and Neural Operators. PINA supports multi-device training for scalable performance and provides both high-level abstractions for quick model definition and granular control for expert users to fine-tune training and inference processes. It enables users to solve both data-driven and physics-informed problems efficiently.
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