Repository containing an extensive set of examples for enhanced sampling simulations using PySAGES.
The repo containing the PySAGES code can be found here.
Examples are divided in two main categories: classic examples and research examples.
The repo is organized as follows:
PySAGES-examples
│ README.md
│
└───backend01
│ │
│ └───classic
│ │ │
│ │ └───system01
│ │ │ │
│ │ │ └───method01
│ │ │ │ │ system01_method01.ipynb
│ │ │ │ │ system01_method01.md
│ │ │ │ │ system01_method01.py
│ │ │ │
│ │ │ └───method02
│ │ │ │ │ system01_method02.ipynb
│ │ │ │ │ system01_method02.md
│ │ │ │ │ system01_method02.py
│ │ │ │
│ │ │ └───method03
│ │ │ │ ...
│ │ │
│ │ └───system02
│ │ │ ...
│ │
│ └───research
│ │
│ └───system01
│ │ │
│ │ └───method01
│ │ │ │ system01_method01.ipynb
│ │ │ │ system01_method01.md
│ │ │ │ system01_method01.py
│ │ │
│ │ └───method02
│ │ │ ...
│ │
│ └───system02
│ │ ...
│
└───backend02
│ │ ...
...
where backend?? = ['ase', 'hoomd-blue', 'openmm'];
system?? = ['butane', 'alaninedp', 'nacl', etc.];
method?? = ['abf', 'cff', etc.].
Moreover, the folder inputs/ contains some auxiliary files such as starting coordinates.
| system | method | CV | script | notebook |
|---|---|---|---|---|
| butane | ANN | dihedral angle | hoomd.py; hoomd3.py | |
| butane | CFF | dihedral angle | hoomd.py; hoomd3.py | |
| butane | FUNN | dihedral angle | hoomd.py; hoomd3.py | |
| butane | Metadynamics | dihedral angle | hoomd.py; hoomd3.py | --- |
| butane | SpectralABF | dihedral angle | hoomd.py; hoomd3.py | |
| alanine dp | ABF | 2 x dihedral angle | openmm.py | --- |
| alanine dp | ANN | 2 x dihedral angle | openmm.py | --- |
| alanine dp | CFF | 2 x dihedral angle | openmm.py | --- |
| alanine dp | FUNN | 2 x dihedral angle | openmm.py | --- |
| alanine dp | Metadynamics | 2 x dihedral angle | openmm.py | |
| alanine dp | SpectralABF | 2 x dihedral angle | openmm.py | |
| alanine dp | unbiased | 2 x dihedral angle | openmm.py | --- |
ANN = Artificial Neural Network sampling; FUNN = adaptive Force-biasing sampling Using Neural Networks, or FUNN-ABF; CFF = Combined Force-Frequency sampling; SpectralABF = Spectral Adaptive Biasing Force.
See the PySAGES manuscript for more info on the methods and their citations.