34 dependents
Package Description Downloads/month
SevenNet - a graph neural network interatomic potential package supporting effic... 445K
MatterSim: A deep learning atomistic model across elements, temperatures and pre... 418K
NequIP is a code for building E(3)-equivariant interatomic potentials 371K
FAIR Chemistry's library of machine learning methods for chemistry 272K
MACE - Fast and accurate machine learning interatomic potentials with higher ord... 69K
Depth Anything 3 18K
train and use graph-based ML models of potential energy surfaces 3K
Machine-learning accelerated Atomic Computational Environment for automated Rese... 3K
Sandbox for Computational Protein Design 2K
GotenNet in Pytorch 2K
Optimized Depth Anything 3 wrapper — metric depth, point clouds, camera poses an... 2K
Skala exchange-correlation functional 2K
Deep learning for molecules and materials book 919
ML potentials via transfer learning 786
Simplified nequip like layers for creating nequip-like models 732
DeePMD-kit plugin for graph neural network models. 612
A package for all physics based/related models 602
A generative AI framework for 3D molecular generation and data-driven molecular ... 510
DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio acc... 413
OneScience是基于先进的深度学习框架打造的科学计算工具包,旨在通过一系列高度集成的组件加速科学研究和技术开发进程。 388
Benchmarking framework for protein representation learning. Includes a large num... 376
Equivariant machine learning library for learning from electronic structures. 376
A repository of building blocks in PyTorch for E(3)/SE(3)-equivariant neural net... 358
Cryo-EM Supervised Pose Estimation Dataset utilities 338
312
Tensor Atomic Cluster Expansion 312
A comprehensive accurate assessment approach for deep learning based molecular d... 297
A Python package to perform a chemical motif characterization of short-range ord... 296
GotenNet: Rethinking Efficient 3D Equivariant Graph Neural Networks 271
Electron Density Neural Network for chemistry 238
Library for implementation of message passing neural networks in Pytorch 147
OF-DFT using machine learning 125
A package for constructing equivariant GNNs building upon pyg. 70
Nature-inspired algorithm for robust atomic structure search 62