LAMMPSlib
- class ase.calculators.lammpslib.LAMMPSlib(*args, **kwargs)[source]
Introduction
LAMMPSlib is an interface and calculator for LAMMPS. LAMMPSlib uses the python interface that comes with LAMMPS to solve an atoms model for energy, atom forces and cell stress. This calculator creates a ‘.lmp’ object which is a running lammps program, so further commands can be sent to this object executed until it is explicitly closed. Any additional variables calculated by lammps can also be extracted. This is still experimental code.
Arguments
Keyword
Description
lmpcmds
list of strings of LAMMPS commands. You need to supply enough to define the potential to be used e.g.
[“pair_style eam/alloy”, “pair_coeff * * potentials/NiAlH_jea.eam.alloy Ni Al”]
atom_types
dictionary of
atomic_symbol :lammps_atom_type
pairs, e.g.{'Cu':1}
to bind copper to lammps atom type 1. If <None>, autocreated by assigning lammps atom types in order that they appear in the first used atoms object.atom_type_masses
dictionary of
atomic_symbol :mass
pairs, e.g.{'Cu':63.546}
to optionally assign masses that override default ase.data.atomic_masses. Note that since unit conversion is done automatically in this module, these quantities must be given in the standard ase mass units (g/mol)log_file
string path to the desired LAMMPS log file
lammps_header
string to use for lammps setup. Default is to use metal units and simple atom simulation.
- lammps_header=[‘units metal’,
‘atom_style atomic’, ‘atom_modify map array sort 0 0’])
amendments
extra list of strings of LAMMPS commands to be run post initialization. (Use: Initialization amendments) e.g.
[“mass 1 58.6934”]
post_changebox_cmds
extra list of strings of LAMMPS commands to be run after any LAMMPS ‘change_box’ command is performed by the calculator. This is relevant because some potentials either themselves depend on the geometry and boundary conditions of the simulation box, or are frequently coupled with other LAMMPS commands that do, e.g. the ‘buck/coul/long’ pair style is often used with the kspace_* commands, which are sensitive to the periodicity of the simulation box.
keep_alive
Boolean whether to keep the lammps routine alive for more commands. Default is True.
Requirements
To run this calculator you must have LAMMPS installed and compiled to enable the python interface. See the LAMMPS manual.
If the following code runs then lammps is installed correctly.
>>> from lammps import lammps >>> lmp = lammps()
The version of LAMMPS is also important. LAMMPSlib is suitable for versions after approximately 2011. Prior to this the python interface is slightly different from that used by LAMMPSlib. It is not difficult to change to the earlier format.
LAMMPS and LAMMPSlib
The LAMMPS calculator is another calculator that uses LAMMPS (the program) to calculate the energy by generating input files and running a separate LAMMPS job to perform the analysis. The output data is then read back into python. LAMMPSlib makes direct use of the LAMMPS (the program) python interface. As well as directly running any LAMMPS command line it allows the values of any of LAMMPS variables to be extracted and returned to python.
Example
Provided that the respective potential file is in the working directory, one can simply run (note that LAMMPS needs to be compiled to work with EAM potentials)
from ase import Atom, Atoms from ase.build import bulk from ase.calculators.lammpslib import LAMMPSlib cmds = ["pair_style eam/alloy", "pair_coeff * * NiAlH_jea.eam.alloy Ni H"] Ni = bulk('Ni', cubic=True) H = Atom('H', position=Ni.cell.diagonal()/2) NiH = Ni + H lammps = LAMMPSlib(lmpcmds=cmds, log_file='test.log') NiH.calc = lammps print("Energy ", NiH.get_potential_energy())
Implementation
LAMMPS provides a set of python functions to allow execution of the underlying C++ LAMMPS code. The functions used by the LAMMPSlib interface are:
from lammps import lammps lmp = lammps(cmd_args) # initiate LAMMPS object with command line args lmp.scatter_atoms('x',1,3,positions) # atom coords to LAMMPS C array lmp.command(cmd) # executes a one line cmd string lmp.extract_variable(...) # extracts a per atom variable lmp.extract_global(...) # extracts a global variable lmp.close() # close the lammps object
For a single Ni atom model the following lammps file commands would be run by invoking the get_potential_energy() method:
units metal atom_style atomic atom_modify map array sort 0 0 region cell prism 0 xhi 0 yhi 0 zhi xy xz yz units box create_box 1 cell create_atoms 1 single 0 0 0 units box mass * 1.0 ## user lmpcmds get executed here pair_style eam/alloy pair_coeff * * NiAlH_jea.eam.alloy Ni ## end of user lmmpcmds run 0
where xhi, yhi and zhi are the lattice vector lengths and xy, xz and yz are the tilt of the lattice vectors, all to be edited.
Notes
Units: The default lammps_header sets the units to Angstrom and eV and for compatibility with ASE Stress is in GPa.
The global energy is currently extracted from LAMMPS using extract_variable since lammps.lammps currently extract_global only accepts the following [‘dt’, ‘boxxlo’, ‘boxxhi’, ‘boxylo’, ‘boxyhi’, ‘boxzlo’, ‘boxzhi’, ‘natoms’, ‘nlocal’].
If an error occurs while lammps is in control it will crash Python. Check the output of the log file to find the lammps error.
If the are commands directly sent to the LAMMPS object this may change the energy value of the model. However the calculator will not know of it and still return the original energy value.
Basic calculator implementation.
- restart: str
Prefix for restart file. May contain a directory. Default is None: don’t restart.
- ignore_bad_restart_file: bool
Deprecated, please do not use. Passing more than one positional argument to Calculator() is deprecated and will stop working in the future. Ignore broken or missing restart file. By default, it is an error if the restart file is missing or broken.
- directory: str or PurePath
Working directory in which to read and write files and perform calculations.
- label: str
Name used for all files. Not supported by all calculators. May contain a directory, but please use the directory parameter for that instead.
- atoms: Atoms object
Optional Atoms object to which the calculator will be attached. When restarting, atoms will get its positions and unit-cell updated from file.