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# atomistics | ||
# atomistics - Interfaces for atomistic simulation codes and workflows | ||
[![Unittest](https://github.com/pyiron/atomistics/actions/workflows/unittests.yml/badge.svg)](https://github.com/pyiron/atomistics/actions/workflows/unittests.yml) | ||
[![Coverage Status](https://coveralls.io/repos/github/pyiron/atomistics/badge.svg?branch=main)](https://coveralls.io/github/pyiron/atomistics?branch=main) | ||
[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/pyiron/atomistics/HEAD?labpath=notebooks) | ||
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||
## Disclaimer | ||
The `atomistics` package is under development. | ||
The `atomistics` package consists of two primary components. On the one hand it provides interfaces to atomistic | ||
simulation codes - named `calculators`. The supported simulation codes in alphabetical order are: | ||
|
||
* [Abinit](https://www.abinit.org) - Plane wave density functional theory | ||
* [EMT](https://wiki.fysik.dtu.dk/ase/ase/calculators/emt.html) - Effective medium theory potential | ||
* [GPAW](https://wiki.fysik.dtu.dk/gpaw/) - Density functional theory Python code based on the projector-augmented wave method | ||
* [LAMMPS](https://www.lammps.org) - Molecular Dynamics | ||
* [Quantum Espresso](https://www.quantum-espresso.org) - Integrated suite of Open-Source computer codes for electronic-structure calculations | ||
* [Siesta](https://siesta-project.org) - Electronic structure calculations and ab initio molecular dynamics | ||
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||
For majority of these simulation codes the `atomistics` package use the [Atomic Simulation Environment](https://wiki.fysik.dtu.dk/ase/) | ||
to interface the underlying C/ C++ and Fortran Codes with the Python programming language. Still this approach limits | ||
the functionality of the simulation code to calculating the energy and forces, so by adding custom interfaces the | ||
`atomistics` package can support built-in features of the simulation code like structure optimization and molecular | ||
dynamics. | ||
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||
## Idea | ||
`atomistics` provides atomistic workflows for `pyiron_atomistics` and `pyiron_lammps`, but it can also be used as a standalone package in combination with any other workflow engine. | ||
On the other hand the `atomistics` package also provides `workflows` to calculate material properties on the atomistic | ||
scales, these include: | ||
|
||
## License and Acknowledgments | ||
`pyiron_lammps` is licensed under the BSD license. | ||
* Equation of State - to calculate equilibrium properties like the equilibrium energy, equilibrium volume, equilibrium bulk modulus and its pressure derivative. | ||
* Elastic Matrix - to calculate the elastic constants and elastic moduli. | ||
* Harmonic and Quasi-harmonic Approximation - to calculate the density of states, vibrational free energy and thermal expansion based on the finite displacements method implemented in [phonopy](https://phonopy.github.io/phonopy/). | ||
* Molecular Dynamics - to calculate finite temperature properties like thermal expansion including the anharmonic contributions. | ||
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If you use pyiron in your scientific work, [please consider citing](http://www.sciencedirect.com/science/article/pii/S0927025618304786): | ||
All these `workflows` can be coupled with all the simulation codes implemented in the `atomistics` package. | ||
In contrast to the [Atomic Simulation Environment](https://wiki.fysik.dtu.dk/ase/) which provides similar functionality | ||
the focus of the `atomistics` package is not to reimplement existing functionality but rather simplify the process | ||
of coupling existing simulation codes with existing workflows. Here the [phonopy](https://phonopy.github.io/phonopy/) | ||
workflow is a great example to enable the calculation of thermodynamic properties with the harmonic and quasi-harmonic | ||
approximation. | ||
|
||
## Example | ||
Use the equation of state to calculate the equilibrium properties like the equilibrium volume, equilibrium energy, | ||
equilibrium bulk modulus and its derivative using the [GPAW](https://wiki.fysik.dtu.dk/gpaw/) simulation code | ||
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||
``` | ||
@article{pyiron-paper, | ||
title = {pyiron: An integrated development environment for computational materials science}, | ||
journal = {Computational Materials Science}, | ||
volume = {163}, | ||
pages = {24 - 36}, | ||
year = {2019}, | ||
issn = {0927-0256}, | ||
doi = {https://doi.org/10.1016/j.commatsci.2018.07.043}, | ||
url = {http://www.sciencedirect.com/science/article/pii/S0927025618304786}, | ||
author = {Jan Janssen and Sudarsan Surendralal and Yury Lysogorskiy and Mira Todorova and Tilmann Hickel and Ralf Drautz and Jörg Neugebauer}, | ||
keywords = {Modelling workflow, Integrated development environment, Complex simulation protocols}, | ||
} | ||
from ase.build import bulk | ||
from atomistics.calculators import evaluate_with_ase | ||
from atomistics.workflows import EnergyVolumeCurveWorkflow | ||
from gpaw import GPAW, PW | ||
workflow = EnergyVolumeCurveWorkflow( | ||
structure=bulk("Al", a=4.05, cubic=True), | ||
num_points=11, | ||
fit_type='polynomial', | ||
fit_order=3, | ||
vol_range=0.05, | ||
axes=['x', 'y', 'z'], | ||
strains=None, | ||
) | ||
task_dict = workflow.generate_structures() | ||
print(task_dict) | ||
>>> {'calc_energy': OrderedDict([ | ||
>>> (0.95, Atoms(symbols='Al4', pbc=True, cell=[3.9813426685908118, 3.9813426685908118, 3.9813426685908118])), | ||
>>> (0.96, Atoms(symbols='Al4', pbc=True, cell=[3.9952635604153612, 3.9952635604153612, 3.9952635604153612])), | ||
>>> (0.97, Atoms(symbols='Al4', pbc=True, cell=[4.009088111958974, 4.009088111958974, 4.009088111958974])), | ||
>>> (0.98, Atoms(symbols='Al4', pbc=True, cell=[4.022817972936038, 4.022817972936038, 4.022817972936038])), | ||
>>> (0.99, Atoms(symbols='Al4', pbc=True, cell=[4.036454748321015, 4.036454748321015, 4.036454748321015])), | ||
>>> (1.0, Atoms(symbols='Al4', pbc=True, cell=[4.05, 4.05, 4.05])), | ||
>>> (1.01, Atoms(symbols='Al4', pbc=True, cell=[4.063455248345461, 4.063455248345461, 4.063455248345461])), | ||
>>> (1.02, Atoms(symbols='Al4', pbc=True, cell=[4.076821973718458, 4.076821973718458, 4.076821973718458])), | ||
>>> (1.03, Atoms(symbols='Al4', pbc=True, cell=[4.0901016179023415, 4.0901016179023415, 4.0901016179023415])), | ||
>>> (1.04, Atoms(symbols='Al4', pbc=True, cell=[4.1032955854717175, 4.1032955854717175, 4.1032955854717175])), | ||
>>> (1.05, Atoms(symbols='Al4', pbc=True, cell=[4.1164052451001565, 4.1164052451001565, 4.1164052451001565])) | ||
>>> ])} | ||
``` | ||
|
||
In the first step the `EnergyVolumeCurveWorkflow` object is initialized including all the parameters to generate | ||
the strained structures and afterwards fit the resulting energy volume curve. This allows the user to see all relevant | ||
parameters at one place. After the initialization the function `generate_structures()` is called without any | ||
additional parameters. This function returns the task dictionary `task_dict` which includes the tasks which should | ||
be executed by the calculator. In this case the task is to calculate the energy `calc_energy` of the eleven | ||
generated structures. Each structure is labeled by the ratio of compression or elongation. In the second step the | ||
`task_dict` is evaluate with the [GPAW](https://wiki.fysik.dtu.dk/gpaw/) simulation code using the | ||
`evaluate_with_ase()` function: | ||
``` | ||
result_dict = evaluate_with_ase( | ||
task_dict=task_dict, | ||
ase_calculator=GPAW( | ||
xc="PBE", | ||
mode=PW(300), | ||
kpts=(3, 3, 3) | ||
) | ||
) | ||
print(result_dict) | ||
>>> {'energy': { | ||
>>> 0.95: -14.895378072824752, | ||
>>> 0.96: -14.910819737657118, | ||
>>> 0.97: -14.922307241122466, | ||
>>> 0.98: -14.930392279321056, | ||
>>> 0.99: -14.935048569964911, | ||
>>> 1.0: -14.936666396364169, | ||
>>> 1.01: -14.935212782128556, | ||
>>> 1.02: -14.931045138839849, | ||
>>> 1.03: -14.924165445706581, | ||
>>> 1.04: -14.914703574005678, | ||
>>> 1.05: -14.902774559134226 | ||
>>> }} | ||
``` | ||
In analogy to the `task_dict` which defines the tasks to be executed by the simulation code the `result_dict` | ||
summarizes the results of the calculations. In this case the energies calculated for the specific strains. By ordering | ||
both the `task_dict` and the `result_dict` with the same labels, the `EnergyVolumeCurveWorkflow` object | ||
is able to match the calculation results to the corresponding structure. Finally, in the third step the `analyse_structures()` | ||
function takes the `result_dict` as an input and fits the Equation of State with the fitting parameters defined in | ||
the first step: | ||
``` | ||
fit_dict = workflow.analyse_structures(output_dict=result_dict) | ||
print(fit_dict) | ||
>>> {'poly_fit': array([-9.30297838e-05, 2.19434659e-02, -1.68388816e+00, 2.73605421e+01]), | ||
>>> 'fit_type': 'polynomial', | ||
>>> 'fit_order': 3, | ||
>>> 'volume_eq': 66.44252286131888, | ||
>>> 'energy_eq': -14.93670322204575, | ||
>>> 'bulkmodul_eq': 72.38919826304497, | ||
>>> 'b_prime_eq': 4.45383655040775, | ||
>>> 'least_square_error': 4.432974529908853e-09, | ||
>>> 'volume': [63.10861874999998, 63.77291999999998, ..., 69.75163125000002], | ||
>>> 'energy': [-14.895378072824752, -14.910819737657118, ..., -14.902774559134226] | ||
>>> } | ||
``` | ||
As a result the equilibrium parameters are returned plus the parameters of the polynomial and the set of volumes and | ||
energies which were fitted to achieve these results. The important step here is that while the interface between the | ||
first and the second as well as between the second and the third step is clearly defined independent of the specific | ||
workflow, the initial parameters for the workflow to initialize the `EnergyVolumeCurveWorkflow` object as well as | ||
the final output of the `fit_dict` are workflow specific. | ||
|
||
## Disclaimer | ||
While we try to develop a stable and reliable software library, the development remains a opensource project under the | ||
BSD 3-Clause License without any warranties: | ||
``` | ||
BSD 3-Clause License | ||
Copyright (c) 2023, Jan Janssen | ||
All rights reserved. | ||
Redistribution and use in source and binary forms, with or without | ||
modification, are permitted provided that the following conditions are met: | ||
* Redistributions of source code must retain the above copyright notice, this | ||
list of conditions and the following disclaimer. | ||
* Redistributions in binary form must reproduce the above copyright notice, | ||
this list of conditions and the following disclaimer in the documentation | ||
and/or other materials provided with the distribution. | ||
* Neither the name of the copyright holder nor the names of its | ||
contributors may be used to endorse or promote products derived from | ||
this software without specific prior written permission. | ||
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | ||
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | ||
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE | ||
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE | ||
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL | ||
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR | ||
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER | ||
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, | ||
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | ||
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | ||
``` | ||
|
||
## Documentation | ||
* [Installation](https://atomistics.readthedocs.io/en/latest/installation.html) | ||
* [conda-based Installation](https://atomistics.readthedocs.io/en/latest/installation.html#conda-based-installation) | ||
* [pypi-based Installation](https://atomistics.readthedocs.io/en/latest/installation.html#pypi-based-installation) | ||
* [Simulation Codes](https://atomistics.readthedocs.io/en/latest/simulationcodes.html) | ||
* [Abinit](https://atomistics.readthedocs.io/en/latest/simulationcodes.html#abinit) | ||
* [EMT](https://atomistics.readthedocs.io/en/latest/simulationcodes.html#emt) | ||
* [GPAW](https://atomistics.readthedocs.io/en/latest/simulationcodes.html#gpaw) | ||
* [LAMMPS](https://atomistics.readthedocs.io/en/latest/simulationcodes.html#lammps) | ||
* [Quantum Espresso](https://atomistics.readthedocs.io/en/latest/simulationcodes.html#quantum-espresso) | ||
* [Siesta](https://atomistics.readthedocs.io/en/latest/simulationcodes.html#siesta) | ||
* [Materials Properties](https://atomistics.readthedocs.io/en/latest/materialproperties.html) | ||
* [Elastic Properties](https://atomistics.readthedocs.io/en/docs/materialproperties.html#elastic-properties) | ||
* [Thermal Expansion](https://atomistics.readthedocs.io/en/docs/materialproperties.html#thermal-expansion) | ||
* [Phase Diagram](https://atomistics.readthedocs.io/en/docs/materialproperties.html#phase-diagram) | ||
* [Module Index](https://atomistics.readthedocs.io/en/latest/py-modindex.html) |
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channels: | ||
- conda-forge | ||
dependencies: | ||
- ase =3.22.1 | ||
- coverage | ||
- numpy =1.26.0 | ||
- scipy =1.11.3 | ||
- spglib =2.1.0 | ||
- phonopy =2.20.0 | ||
- structuretoolkit =0.0.11 | ||
- seekpath =2.1.0 | ||
- gpaw =23.9.1 | ||
- lammps =2023.08.02 | ||
- pandas =2.1.3 | ||
- pylammpsmpi =0.2.5 | ||
- jinja2 =3.1.2 |
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# install atomistics | ||
pip install . |
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