LAMMPS datasets

Simulation datasets in any form.

The alchemtest.lammps module features datasets generated using the LAMMPS molecular dynamics engine. They can be accessed using the following accessor functions:

load_benzene()

Load data set of benzene in water.

load_lj_dimer()

Load data set of LJ dimer in solvent.

Simple TI and FEP

The data sets contain derivatives of the Hamiltonian (TI) and free energy perturbation (FEP) data suitable for processing with FEP estimators as well as BAR/MBAR. Individual \(\lambda\) windows were run independently.

LAMMPS: Benzene in Water

Benzene in water, alchemically decoupled to benzene in vacuum separated from bulk water

Test using LAMMPS dump files turned into u_nk and dHdl dataframes that could be calculated with MBAR or TI.

Notes

Data Set Characteristics:
Number of Legs:

3 (Coulomb1 (NPT turn off Benzene charges), VDW (NPT), Coulomb2 (NVT turn on Benzene charges in vacuum))

Number of Windows:

6 for Coulomb1, 16 for VDW, 6 for Coulomb2

Length of Windows:

5ns

System Size:

1668 atoms

Temperature:

300 K

Pressure:

1 bar

Alchemical Pathway:

vdw + coul –> vdw –> vacuum

Experimental Hydration Free Energy:

-0.90 +- 0.2 kcal/mol

Missing Values:

None

Energy unit:

kcal/mol

Time unit:

fs

Creator:

Jennifer A. Clark

Donor:

Jennifer A. Clark

Date:

Dec. 2024

License:

NIST

DOI:

10.18434/mds2-3637

This dataset was provided by @jaclark5 on NIST MIDAS

Experimental value sourced from [Mobley2013].

[Mobley2013]

Mobley, David L. (2013). Experimental and Calculated Small Molecule Hydration Free Energies. UC Irvine: Department of Pharmaceutical Sciences, UCI. Retrieved from: http://escholarship.org/uc/item/6sd403pz

alchemtest.lammps.load_benzene()[source]

Load data set of benzene in water.

Returns:

data – Dictionary-like object, the interesting attributes are:

  • ’data’ : the data files from lammps dump output

    • ”mbar”: Files formatted for BAR or MBAR

      • ’1_coul-off’: NPT removal of benzene’s charges

      • ’2_vdw’: NPT decoupling of vdw forces between benzene and water

      • ’3_coul-on’: NVT in vacuum restoration of benzene’s charges

    • ”ti”

      • ’1_coul-off’: NPT removal of benzene’s charges

      • ’2_vdw’: NPT decoupling of vdw forces between benzene and water

      • ’3_coul-on’: NVT in vacuum restoration of benzene’s charges

  • ’DESCR’: the full description of the dataset

Return type:

Bunch

LAMMPS: LJ Dimer in Solvent

LJ Dimer in solvent, alchemically decoupled to a dimer in vacuum separated from bulk solvent

Test using LAMMPS dump files with PE to be turned into u_nk and dHdl dataframes that could be calculated with MBAR or TI.

Notes

Data Set Characteristics:
Number of Legs:

1 (VDW (NPT))

Number of Windows:

10 for VDW

Length of Windows:

5,000 tau (1e+6 steps)

System Size:

102 beads

Temperature:

0.7 epsilon

Pressure:

0.01

Alchemical Pathway:

vdw epsilon_ij=1 –> vdw epsilon_ij=2

Missing Values:

None

Energy unit:

epsilon

Time unit:

tau

Creator:

Jennifer A. Clark

Donor:

Jennifer A. Clark

Date:

Dec. 2024

License:

NIST

DOI:

10.18434/mds2-3637

This dataset was provided by @jaclark5 on NIST MIDAS

alchemtest.lammps.load_lj_dimer()[source]

Load data set of LJ dimer in solvent.

Returns:

data – Dictionary-like object, the interesting attributes are:

  • ’data’ : the data files from lammps dump output

  • ’DESCR’: the full description of the dataset

Return type:

Bunch