jinge0520

nozzleDesign

1D Isentropic Flow Through a CD Nozzle

awesome-machine-learning-fluid-mechanics

Curated list for ML in FM

hash-grid-encoding

Pure PyTorch implementation of Nvidia's hash grid encoding: https://nvlabs.github.io/instant-ngp/

TensoRF

[ECCV 2022] Tensorial Radiance Fields, a novel approach to model and reconstruct radiance fields

LPINNs

To address some of the failure modes in training of physics informed neural networks, a Lagrangian architecture is designed to conform to the direction of travel of information in convection-diffusion equations, i.e., method of characteristic; The repository includes a pytorch implementation of PINN and proposed LPINN with periodic boundary conditions

rba-pinns

Implementation of fast PINN optimization with RBA weights

MultiscalePINNs

CausalPINNs

jaxpi

nerfacc

A General NeRF Acceleration Toolbox in PyTorch.

HashNeRF-pytorch

Pure PyTorch Implementation of NVIDIA paper on Instant Training of Neural Graphics primitives: https://nvlabs.github.io/instant-ngp/

nerf-pytorch

A PyTorch implementation of NeRF (Neural Radiance Fields) that reproduces the results.

torch-ngp

A pytorch CUDA extension implementation of instant-ngp (sdf and nerf), with a GUI.

tiny-cuda-nn

Lightning fast C++/CUDA neural network framework

instant-ngp

Instant neural graphics primitives: lightning fast NeRF and more

PeRCNN

Encoding physics to learn reaction-diffusion processes

graph-pde

Using graph network to solve PDEs

PhiFlow

A differentiable PDE solving framework for machine learning

aaai-template

latex template for various conferences, as well as wise-man's overleaf (overleaf is terrible!)

turbulence-codes

Curated list of some open-source codes for turbulent flow simulations, including turbulent multiphase, turbulent reacting flows, turbulent convection and turbulent atmospheric physics.

x-transformers

A concise but complete full-attention transformer with a set of promising experimental features from various papers

Pangu-Weather

An official implementation of Pangu-Weather

VideoMAEv2

[CVPR 2023] VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking

MegaFlow2D

The MegaFlow2D dataset package

FlowDataGeneration

ICLR_NACA_Dataset_V0

In this repository, you will find the different python scripts to train the available models on the 2D incompressible steady-state RAND solutions over NACA airfoils proposed at the Geometrical and Topological Representation Learning Workshop at ICLR 2022.

pytorch-image-models

The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

submitit

Python 3.8+ toolbox for submitting jobs to Slurm

mae

PyTorch implementation of MAE https//arxiv.org/abs/2111.06377

mae_st

Official Open Source code for "Masked Autoencoders As Spatiotemporal Learners"