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pdebench

This is a repository for the paper "PDEBench: An Extensive Benchmark for Scientific Machine Learning".

petsc

Mirror of https://gitlab.com/petsc/petsc

phygeonet

PhyGeoNet: Physics-Informed Geometry-Adaptive Convolutional Neural Networks for Solving Parametric PDEs on Irregular Domain

physics-informed-deeponets

pinns

PyTorch Implementation of Physics-informed Neural Networks

pino

pino_applications

Applications of PINOs

pydens

PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks

pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more

pyvista

3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)

redpajama-data

The RedPajama-Data repository contains code for preparing large datasets for training large language models.

sciann

Deep learning for Engineers - Physics Informed Deep Learning

spline_pinn

subgrid

sundials

Official development repository for SUNDIALS - a SUite of Nonlinear and DIfferential/ALgebraic equation Solvers. Pull requests are welcome for bug fixes and minor changes.

tensordiffeq

Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing

turbulent-flow-net

ufno

U-FNO - an enhanced Fourier neural operator-based deep-learning model for multiphase flow

universal_differential_equations

Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high performance SciML

veros

The versatile ocean simulator, in pure Python, powered by JAX.

wno