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test_pyscal.py
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test_pyscal.py
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# coding: utf-8
# Copyright (c) Max-Planck-Institut für Eisenforschung GmbH - Computational Materials Design (CM) Department
# Distributed under the terms of "New BSD License", see the LICENSE file.
import unittest
import numpy as np
import pyscal.core as pc
from pyiron.project import Project
from pyiron_base import ProjectHDFio
from pyiron.atomistics.job.atomistic import AtomisticGenericJob
from pyiron.atomistics.structure.atoms import Atoms, CrystalStructure
import os
from ase.build import bulk
from pyiron.atomistics.structure.atoms import ase_to_pyiron
import pyiron.atomistics.structure.pyscal as pas
class Testpyscal(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.execution_path = os.path.dirname(os.path.abspath(__file__))
cls.project = Project(os.path.join(cls.execution_path, "test_job"))
cls.job = AtomisticGenericJob(
project=ProjectHDFio(project=cls.project, file_name="test_job"),
job_name="test_job",
)
cls.job.structure = CrystalStructure(
element="Al", bravais_basis="fcc", lattice_constants=4
).repeat(4)
@classmethod
def tearDownClass(cls):
cls.execution_path = os.path.dirname(os.path.abspath(__file__))
project = Project(os.path.join(cls.execution_path, "test_job"))
project.remove_jobs_silently(recursive=True)
project.remove(enable=True)
def test_attributes(self):
self.assertIsInstance(self.job.structure, Atoms)
def test_simple_system(self):
"""
Test a simple ase to pyscal conversion
"""
sysp = pc.System()
sysp.read_inputfile(self.job.structure, format="ase")
self.assertEqual(len(sysp.atoms), 256)
def test_steinhardt_parameters(self):
"""
Test the calculation of Steinhardts parameters
"""
perfect_vals = [0.00, 0.00, 0.190, 0.00, 0.575, 0.00, 0.404, 0.00,
0.013, 0.00, 0.600]
qtest = np.random.randint(2, 13, size=2)
qs, _ = pas.get_steinhardt_parameter_structure(self.job.structure, cutoff=0, n_clusters=2, q=qtest)
for c, q in enumerate(qs):
self.assertLess(np.abs(np.mean(q) - perfect_vals[qtest[c]-2]), 1E-3)
def test_centrosymmetry(self):
csm = pas.analyse_centro_symmetry(self.job.structure, num_neighbors=12)
self.assertLess(np.mean(csm), 1E-5)
def test_cna(self):
cna = pas.analyse_cna_adaptive(self.job.structure)
self.assertEqual(cna['fcc'], len(self.job.structure))
rand = np.random.randint(0, len(self.job.structure))
cna = pas.analyse_cna_adaptive(self.job.structure, mode="numeric")
self.assertEqual(cna[rand], 1)
cna = pas.analyse_cna_adaptive(self.job.structure, mode="str")
self.assertEqual(cna[rand], "fcc")
def test_volume(self):
vols = pas.analyse_voronoi_volume(self.job.structure)
self.assertLess(np.abs(np.mean(vols) - 16.0), 1E-3)
class Testpyscalatoms(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.al_fcc = ase_to_pyiron(bulk("Al", cubic=True))
cls.fe_bcc = ase_to_pyiron(bulk("Fe", cubic=True))
cls.ti_hcp = ase_to_pyiron(bulk("Ti", orthorhombic=True))
cls.si_dia = ase_to_pyiron(bulk("Si", cubic=True))
def test_analyse_pyscal_centro_symmetry(self):
self.assertTrue(all([np.isclose(v, 0.0) for v in self.al_fcc.analyse_pyscal_centro_symmetry(num_neighbors=12)]))
self.assertTrue(all([np.isclose(v, 0.0) for v in self.fe_bcc.analyse_pyscal_centro_symmetry(num_neighbors=8)]))
self.assertTrue(all([np.isclose(v, 8.7025) for v in self.ti_hcp.analyse_pyscal_centro_symmetry(num_neighbors=12)]))
self.assertTrue(all([np.isclose(v, 14.742449) for v in self.si_dia.analyse_pyscal_centro_symmetry(num_neighbors=4)]))
self.assertEqual(len(self.al_fcc.analyse_pyscal_centro_symmetry()), len(self.al_fcc))
self.assertEqual(len(self.fe_bcc.analyse_pyscal_centro_symmetry()), len(self.fe_bcc))
self.assertEqual(len(self.ti_hcp.analyse_pyscal_centro_symmetry()), len(self.ti_hcp))
self.assertEqual(len(self.si_dia.analyse_pyscal_centro_symmetry()), len(self.si_dia))
def test_analyse_pyscal_voronoi_volume(self):
self.assertAlmostEqual(np.mean(self.al_fcc.analyse_pyscal_voronoi_volume()), 16.60753125)
self.assertAlmostEqual(np.mean(self.fe_bcc.analyse_pyscal_voronoi_volume()), 11.8199515)
self.assertAlmostEqual(np.mean(self.ti_hcp.analyse_pyscal_voronoi_volume()), 17.65294557)
self.assertAlmostEqual(np.mean(self.si_dia.analyse_pyscal_voronoi_volume()), 20.01287587)
self.assertEqual(len(self.al_fcc.analyse_pyscal_voronoi_volume()), len(self.al_fcc))
self.assertEqual(len(self.fe_bcc.analyse_pyscal_voronoi_volume()), len(self.fe_bcc))
self.assertEqual(len(self.ti_hcp.analyse_pyscal_voronoi_volume()), len(self.ti_hcp))
self.assertEqual(len(self.si_dia.analyse_pyscal_voronoi_volume()), len(self.si_dia))
def test_analyse_pyscal_cna_adaptive(self):
pyscal_keys = [
'others', 'fcc', 'hcp', 'bcc', 'ico',
]
ovito_keys = [
'CommonNeighborAnalysis.counts.OTHER',
'CommonNeighborAnalysis.counts.FCC',
'CommonNeighborAnalysis.counts.HCP',
'CommonNeighborAnalysis.counts.BCC',
'CommonNeighborAnalysis.counts.ICO'
]
res_dict_total = self.al_fcc.analyse_pyscal_cna_adaptive(mode="total", ovito_compatibility=False)
self.assertEqual(sum([k in res_dict_total.keys() for k in pyscal_keys]), len(pyscal_keys))
self.assertEqual(res_dict_total[pyscal_keys[1]], len(self.al_fcc))
res_dict_total = self.fe_bcc.analyse_pyscal_cna_adaptive(mode="total", ovito_compatibility=False)
self.assertEqual(sum([k in res_dict_total.keys() for k in pyscal_keys]), len(pyscal_keys))
self.assertEqual(res_dict_total[pyscal_keys[3]], len(self.fe_bcc))
res_dict_total = self.ti_hcp.analyse_pyscal_cna_adaptive(mode="total", ovito_compatibility=False)
self.assertEqual(sum([k in res_dict_total.keys() for k in pyscal_keys]), len(pyscal_keys))
self.assertEqual(res_dict_total[pyscal_keys[2]], len(self.ti_hcp))
res_dict_total = self.si_dia.analyse_pyscal_cna_adaptive(mode="total", ovito_compatibility=False)
self.assertEqual(sum([k in res_dict_total.keys() for k in pyscal_keys]), len(pyscal_keys))
self.assertEqual(res_dict_total[pyscal_keys[0]], len(self.si_dia))
res_numeric = self.al_fcc.analyse_pyscal_cna_adaptive(mode="numeric", ovito_compatibility=False)
self.assertEqual(len(res_numeric), len(self.al_fcc))
self.assertTrue(all([v == 1 for v in res_numeric]))
res_numeric = self.fe_bcc.analyse_pyscal_cna_adaptive(mode="numeric", ovito_compatibility=False)
self.assertEqual(len(res_numeric), len(self.fe_bcc))
self.assertTrue(all([v == 3 for v in res_numeric]))
res_numeric = self.ti_hcp.analyse_pyscal_cna_adaptive(mode="numeric", ovito_compatibility=False)
self.assertEqual(len(res_numeric), len(self.ti_hcp))
self.assertTrue(all([v == 2 for v in res_numeric]))
res_numeric = self.si_dia.analyse_pyscal_cna_adaptive(mode="numeric", ovito_compatibility=False)
self.assertEqual(len(res_numeric), len(self.si_dia))
self.assertTrue(all([v == 0 for v in res_numeric]))
res_str = self.al_fcc.analyse_pyscal_cna_adaptive(mode="str", ovito_compatibility=False)
self.assertEqual(len(res_str), len(self.al_fcc))
self.assertTrue(all([v == 'fcc' for v in res_str]))
res_str = self.fe_bcc.analyse_pyscal_cna_adaptive(mode="str", ovito_compatibility=False)
self.assertEqual(len(res_str), len(self.fe_bcc))
self.assertTrue(all([v == 'bcc' for v in res_str]))
res_str = self.ti_hcp.analyse_pyscal_cna_adaptive(mode="str", ovito_compatibility=False)
self.assertEqual(len(res_str), len(self.ti_hcp))
self.assertTrue(all([v == 'hcp' for v in res_str]))
res_str = self.si_dia.analyse_pyscal_cna_adaptive(mode="str", ovito_compatibility=False)
self.assertEqual(len(res_str), len(self.si_dia))
self.assertTrue(all([v == 'others' for v in res_str]))
res_dict_total = self.al_fcc.analyse_pyscal_cna_adaptive(mode="total", ovito_compatibility=True)
self.assertEqual(sum([k in res_dict_total.keys() for k in ovito_keys]), len(ovito_keys))
self.assertEqual(res_dict_total[ovito_keys[1]], len(self.al_fcc))
res_dict_total = self.fe_bcc.analyse_pyscal_cna_adaptive(mode="total", ovito_compatibility=True)
self.assertEqual(sum([k in res_dict_total.keys() for k in ovito_keys]), len(ovito_keys))
self.assertEqual(res_dict_total[ovito_keys[3]], len(self.fe_bcc))
res_dict_total = self.ti_hcp.analyse_pyscal_cna_adaptive(mode="total", ovito_compatibility=True)
self.assertEqual(sum([k in res_dict_total.keys() for k in ovito_keys]), len(ovito_keys))
self.assertEqual(res_dict_total[ovito_keys[2]], len(self.ti_hcp))
res_dict_total = self.si_dia.analyse_pyscal_cna_adaptive(mode="total", ovito_compatibility=True)
self.assertEqual(sum([k in res_dict_total.keys() for k in ovito_keys]), len(ovito_keys))
self.assertEqual(res_dict_total[ovito_keys[0]], len(self.si_dia))
res_numeric = self.al_fcc.analyse_pyscal_cna_adaptive(mode="numeric", ovito_compatibility=True)
self.assertEqual(len(res_numeric), len(self.al_fcc))
self.assertTrue(all([v == 1 for v in res_numeric]))
res_numeric = self.fe_bcc.analyse_pyscal_cna_adaptive(mode="numeric", ovito_compatibility=True)
self.assertEqual(len(res_numeric), len(self.fe_bcc))
self.assertTrue(all([v == 3 for v in res_numeric]))
res_numeric = self.ti_hcp.analyse_pyscal_cna_adaptive(mode="numeric", ovito_compatibility=True)
self.assertEqual(len(res_numeric), len(self.ti_hcp))
self.assertTrue(all([v == 2 for v in res_numeric]))
res_numeric = self.si_dia.analyse_pyscal_cna_adaptive(mode="numeric", ovito_compatibility=True)
self.assertEqual(len(res_numeric), len(self.si_dia))
self.assertTrue(all([v == 0 for v in res_numeric]))
res_str = self.al_fcc.analyse_pyscal_cna_adaptive(mode="str", ovito_compatibility=True)
self.assertEqual(len(res_str), len(self.al_fcc))
self.assertTrue(all([v == 'FCC' for v in res_str]))
res_str = self.fe_bcc.analyse_pyscal_cna_adaptive(mode="str", ovito_compatibility=True)
self.assertEqual(len(res_str), len(self.fe_bcc))
self.assertTrue(all([v == 'BCC' for v in res_str]))
res_str = self.ti_hcp.analyse_pyscal_cna_adaptive(mode="str", ovito_compatibility=True)
self.assertEqual(len(res_str), len(self.ti_hcp))
self.assertTrue(all([v == 'HCP' for v in res_str]))
res_str = self.si_dia.analyse_pyscal_cna_adaptive(mode="str", ovito_compatibility=True)
self.assertEqual(len(res_str), len(self.si_dia))
self.assertTrue(all([v == 'Other' for v in res_str]))
def test_analyse_pyscal_diamond_structure(self):
pyscal_keys = [
'others', 'fcc', 'hcp', 'bcc', 'ico',
'cubic diamond', 'cubic diamond 1NN', 'cubic diamond 2NN',
'hex diamond', 'hex diamond 1NN', 'hex diamond 2NN'
]
ovito_keys = [
'IdentifyDiamond.counts.CUBIC_DIAMOND',
'IdentifyDiamond.counts.CUBIC_DIAMOND_FIRST_NEIGHBOR',
'IdentifyDiamond.counts.CUBIC_DIAMOND_SECOND_NEIGHBOR',
'IdentifyDiamond.counts.HEX_DIAMOND',
'IdentifyDiamond.counts.HEX_DIAMOND_FIRST_NEIGHBOR',
'IdentifyDiamond.counts.HEX_DIAMOND_SECOND_NEIGHBOR',
'IdentifyDiamond.counts.OTHER'
]
res_dict_total = self.al_fcc.analyse_pyscal_diamond_structure(mode="total", ovito_compatibility=False)
self.assertEqual(sum([k in res_dict_total.keys() for k in pyscal_keys]), len(pyscal_keys))
self.assertEqual(res_dict_total[pyscal_keys[0]], len(self.al_fcc))
res_dict_total = self.fe_bcc.analyse_pyscal_diamond_structure(mode="total", ovito_compatibility=False)
self.assertEqual(sum([k in res_dict_total.keys() for k in pyscal_keys]), len(pyscal_keys))
self.assertEqual(res_dict_total[pyscal_keys[0]], len(self.fe_bcc))
res_dict_total = self.ti_hcp.analyse_pyscal_diamond_structure(mode="total", ovito_compatibility=False)
self.assertEqual(sum([k in res_dict_total.keys() for k in pyscal_keys]), len(pyscal_keys))
self.assertEqual(res_dict_total[pyscal_keys[0]], len(self.ti_hcp))
res_dict_total = self.si_dia.analyse_pyscal_diamond_structure(mode="total", ovito_compatibility=False)
self.assertEqual(sum([k in res_dict_total.keys() for k in pyscal_keys]), len(pyscal_keys))
self.assertEqual(res_dict_total[pyscal_keys[5]], len(self.si_dia))
res_numeric = self.al_fcc.analyse_pyscal_diamond_structure(mode="numeric", ovito_compatibility=False)
self.assertEqual(len(res_numeric), len(self.al_fcc))
self.assertTrue(all([v == 0 for v in res_numeric]))
res_numeric = self.fe_bcc.analyse_pyscal_diamond_structure(mode="numeric", ovito_compatibility=False)
self.assertEqual(len(res_numeric), len(self.fe_bcc))
self.assertTrue(all([v == 0 for v in res_numeric]))
res_numeric = self.ti_hcp.analyse_pyscal_diamond_structure(mode="numeric", ovito_compatibility=False)
self.assertEqual(len(res_numeric), len(self.ti_hcp))
self.assertTrue(all([v == 0 for v in res_numeric]))
res_numeric = self.si_dia.analyse_pyscal_diamond_structure(mode="numeric", ovito_compatibility=False)
self.assertEqual(len(res_numeric), len(self.si_dia))
self.assertTrue(all([v == 5 for v in res_numeric]))
res_str = self.al_fcc.analyse_pyscal_diamond_structure(mode="str", ovito_compatibility=False)
self.assertEqual(len(res_str), len(self.al_fcc))
self.assertTrue(all([v == 'others' for v in res_str]))
res_str = self.fe_bcc.analyse_pyscal_diamond_structure(mode="str", ovito_compatibility=False)
self.assertEqual(len(res_str), len(self.fe_bcc))
self.assertTrue(all([v == 'others' for v in res_str]))
res_str = self.ti_hcp.analyse_pyscal_diamond_structure(mode="str", ovito_compatibility=False)
self.assertEqual(len(res_str), len(self.ti_hcp))
self.assertTrue(all([v == 'others' for v in res_str]))
res_str = self.si_dia.analyse_pyscal_diamond_structure(mode="str", ovito_compatibility=False)
self.assertEqual(len(res_str), len(self.si_dia))
self.assertTrue(all([v == 'cubic diamond' for v in res_str]))
res_dict_total = self.al_fcc.analyse_pyscal_diamond_structure(mode="total", ovito_compatibility=True)
self.assertEqual(sum([k in res_dict_total.keys() for k in ovito_keys]), len(ovito_keys))
self.assertEqual(res_dict_total[ovito_keys[6]], len(self.al_fcc))
res_dict_total = self.fe_bcc.analyse_pyscal_diamond_structure(mode="total", ovito_compatibility=True)
self.assertEqual(sum([k in res_dict_total.keys() for k in ovito_keys]), len(ovito_keys))
self.assertEqual(res_dict_total[ovito_keys[6]], len(self.fe_bcc))
res_dict_total = self.ti_hcp.analyse_pyscal_diamond_structure(mode="total", ovito_compatibility=True)
self.assertEqual(sum([k in res_dict_total.keys() for k in ovito_keys]), len(ovito_keys))
self.assertEqual(res_dict_total[ovito_keys[6]], len(self.ti_hcp))
res_dict_total = self.si_dia.analyse_pyscal_diamond_structure(mode="total", ovito_compatibility=True)
self.assertEqual(sum([k in res_dict_total.keys() for k in ovito_keys]), len(ovito_keys))
self.assertEqual(res_dict_total[ovito_keys[0]], len(self.si_dia))
res_numeric = self.al_fcc.analyse_pyscal_diamond_structure(mode="numeric", ovito_compatibility=True)
self.assertEqual(len(res_numeric), len(self.al_fcc))
self.assertTrue(all([v == 6 for v in res_numeric]))
res_numeric = self.fe_bcc.analyse_pyscal_diamond_structure(mode="numeric", ovito_compatibility=True)
self.assertEqual(len(res_numeric), len(self.fe_bcc))
self.assertTrue(all([v == 6 for v in res_numeric]))
res_numeric = self.ti_hcp.analyse_pyscal_diamond_structure(mode="numeric", ovito_compatibility=True)
self.assertEqual(len(res_numeric), len(self.ti_hcp))
self.assertTrue(all([v == 6 for v in res_numeric]))
res_numeric = self.si_dia.analyse_pyscal_diamond_structure(mode="numeric", ovito_compatibility=True)
self.assertEqual(len(res_numeric), len(self.si_dia))
self.assertTrue(all([v == 0 for v in res_numeric]))
res_str = self.al_fcc.analyse_pyscal_diamond_structure(mode="str", ovito_compatibility=True)
self.assertEqual(len(res_str), len(self.al_fcc))
self.assertTrue(all([v == 'Other' for v in res_str]))
res_str = self.fe_bcc.analyse_pyscal_diamond_structure(mode="str", ovito_compatibility=True)
self.assertEqual(len(res_str), len(self.fe_bcc))
self.assertTrue(all([v == 'Other' for v in res_str]))
res_str = self.ti_hcp.analyse_pyscal_diamond_structure(mode="str", ovito_compatibility=True)
self.assertEqual(len(res_str), len(self.ti_hcp))
self.assertTrue(all([v == 'Other' for v in res_str]))
res_str = self.si_dia.analyse_pyscal_diamond_structure(mode="str", ovito_compatibility=True)
self.assertEqual(len(res_str), len(self.si_dia))
self.assertTrue(all([v == 'Cubic diamond' for v in res_str]))
if __name__ == "__main__":
unittest.main()