• Stars
    star
    11
  • Rank 1,694,829 (Top 34 %)
  • Language
    Python
  • Created over 1 year ago
  • Updated about 1 year ago

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Repository Details

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1

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MACE - Fast and accurate machine learning interatomic potentials with higher order equivariant message passing.
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Equivariant machine learning interatomic potentials in JAX.
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ACEpotentials.jl

Machine Learning Interatomic Potentials with the Atomic Cluster Expansion
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mace-mp

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mace-layer

Higher order equivariant graph neural networks for 3D point clouds
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ACE1.jl

Atomic Cluster Expansion for Modelling Invariant Atomic Properties
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mace-off

MACE-OFF23 models
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ObjectPools.jl

thread-safe and flexible temporary arrays and object cache for semi-manual memory management
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10

ACEhamiltonians.jl

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Polynomials4ML.jl

Polynomials for ML: fast evaluation, batching, differentiation
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12

EquivariantModels.jl

Tools for geometric learning
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13

ACEfit.jl

Generic Codes for Fitting ACE models
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14

ACEhamiltoniansExamples

Example code for the ACEhamiltonians code-base.
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15

IPFitting.jl

Fitting of NBodyIPs
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16

ACEds.jl

Coarse-grained dynamical systems
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17

ACEmd.jl

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18

UltraFastACE.jl

Experimenting with faster ACE potentials
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19

ACE1x.jl

Experimental features for ACE1.jl
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20

ACE1docs.jl

User Documentation for ACEsuit
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21

ACEpsi.jl

ACE wave function parameterizations
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22

BIPs.jl

Boost-Invariant Polynomials for jet tagging
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23

ACEsktb.jl

experimental code for tight-binding hamiltonians
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24

ACEcore.jl

Some of the core computational kernels for building ACE models
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25

ACEatoms.jl

Generic code for modelling atomic properties using ACE
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26

DecoratedParticles.jl

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27

GeomOpt.jl

Geometry optimization interface
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28

HyperActiveLearning.jl

An accelerate dynamics stragety for collecting training data.
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29

ACEcalculator.jl

Evaluate ACE interatomic potentials and interfaces
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30

ACEdocs_old

Documentaton for ACEsuit
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31

WithAlloc.jl

A simple Bumper convenience extension
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32

ACEluxpots.jl

ACE potentials via EquivariantModels and Lux
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33

RepLieGroups.jl

Representations of Lie Groups
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34

ace.cpp

Experimental C++ routines for the ACE basis
1
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