File: dos.py

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"""Check density of states tetrahedron code."""
import numpy as np
from ase.dft.dos import ltidos
from ase.dft.kpoints import monkhorst_pack

cell = np.eye(3)
shape = (11, 13, 9)
kpts = np.dot(monkhorst_pack(shape),
              np.linalg.inv(cell).T).reshape(shape + (3,))

# Free electron eigenvalues:
eigs = 0.5 * (kpts**2).sum(3)[..., np.newaxis]  # new axis for 1 band

energies = np.linspace(0.0001, eigs.max() + 0.0001, 500)

# Do 3-d, 2-d and 1-d:
dos3 = ltidos(cell, eigs, energies)
eigs = eigs[:, :, 4:5]
dos2 = ltidos(cell, eigs, energies)
eigs = eigs[5:6]
dos1 = ltidos(cell, eigs, energies)

# With weights:
dos1w = ltidos(cell, eigs, energies, np.ones_like(eigs))
assert abs(dos1 - dos1w).max() < 2e-14

# Analytic results:
ref3 = 4 * np.pi * (2 * energies)**0.5
ref2 = 2 * np.pi * np.ones_like(energies)
ref1 = 2 * (2 * energies)**-0.5

mask = np.bitwise_and(energies > 0.02, energies < 0.1)
dims = 1
for dos, ref in [(dos1, ref1), (dos2, ref2), (dos3, ref3)]:
    error = abs(1 - dos / ref)[mask].max()
    norm = dos.sum() * (energies[1] - energies[0])
    print(dims, norm)
    assert error < 0.2, error
    assert abs(norm - 1) < 0.11**dims, norm
    if 0:
        import matplotlib.pyplot as plt
        plt.plot(energies, dos)
        plt.plot(energies, ref)
        plt.show()
    dims += 1