20 dependents
Package Description Downloads/month
SevenNet - a graph neural network interatomic potential package supporting effic... 445K
NequIP is a code for building E(3)-equivariant interatomic potentials 371K
[ICML'26] Phonon fine-tuning (PFT) and [NeurIPS'25 AI4Mat] Nequix: Training a fo... 85K
MACE - Fast and accurate machine learning interatomic potentials with higher ord... 69K
SchNetPack - Deep Neural Networks for Atomistic Systems 33K
TUI tool for rapid crystal structure prediction using MLIPs 12K
Package for creating and optimizing lattice matched and domain matched epitaxial... 4K
GRACE models and gracemaker (as implemented in TensorPotential package) 3K
MDI engine drivers for LAMMPS — MACE and other ML forcefields via MolSSI Driver ... 3K
Library for efficient training and application of Machine Learning Interatomic P... 894
Official implementation of MatterGen -- a generative model for inorganic materia... 425
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
Tensor Atomic Cluster Expansion 312
A torch implementation of the neighbor lists. 241
JAX-SPH: Smoothed Particle Hydrodynamics in JAX 236
LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite 222
Atomistic Modelling and Simulation tools for material properties by AMS departme... 219
GPU-accelerated MACE inference on Apple Silicon via MLX 198
MatterGen is a generative model for inorganic materials design across the period... 155
113