PINNStudio: Free Open-Source No-Code GUI for Physics-Informed Neural Networks

Impossible-Jello2749 · reddit · 2026-09-07

AsfandyarKhan72 released PINNStudio, a free open-source no-code GUI for setting up, training and visualizing physics-informed neural networks (PINNs). Users define PDEs (including coupled systems), 1D/2D domains with boundary conditions, network architecture and training schedules via the interface; it generates DeepXDE-based code, streams logs, and plots live loss curves and solutions. Supports forward and inverse problems with built-in templates (Heat, Allen-Cahn, Cahn-Hilliard). Install via pip install pinnstudio.

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