Rectangular lattice SVD cut at gamma point, real frequency
(cherry picked from commit 3fd87de397b5a2228e377e525dabd3e64a641d62 [formerly 57a498625671d8fefccd688fde848ce484f0a6ef]) Former-commit-id: e1b8cab071a5ba2b4f0328aba6930981ba1b3293
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#!/usr/bin/env python3
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import math
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from qpms.argproc import ArgParser
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ap = ArgParser(['rectlattice2d', 'single_particle', 'single_lMax', 'omega_seq'])
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ap.add_argument("-o", "--output", type=str, required=False, help='output path (if not provided, will be generated automatically)')
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ap.add_argument("-O", "--plot-out", type=str, required=False, help="path to plot output (optional)")
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ap.add_argument("-P", "--plot", action='store_true', help="if -p not given, plot to a default path")
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ap.add_argument("-s", "--singular_values", type=int, default=10, help="Number of singular values to plot")
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a=ap.parse_args()
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import logging
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logging.basicConfig(format='%(asctime)s %(message)s', level=logging.INFO)
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px, py = a.period
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#Important! The particles are supposed to be of D2h/D4h symmetry
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thegroup = 'D4h' if px == py else 'D2h'
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particlestr = ("sph" if a.height is None else "cyl") + ("_r%gnm" % (a.radius*1e9))
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if a.height is not None: particlestr += "_h%gnm" % (a.height * 1e9)
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defaultprefix = "%s_p%gnmx%gnm_m%s_n%g_f(%g..%g..%g)eV_L%d_SVGamma" % (
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particlestr, px*1e9, py*1e9, str(a.material), a.refractive_index, *(a.eV_seq), a.lMax)
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logging.info("Default file prefix: %s" % defaultprefix)
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import numpy as np
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import qpms
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from qpms.cybspec import BaseSpec
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from qpms.cytmatrices import CTMatrix, TMatrixGenerator
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from qpms.qpms_c import Particle, pgsl_ignore_error
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from qpms.cymaterials import EpsMu, EpsMuGenerator, LorentzDrudeModel, lorentz_drude
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from qpms.cycommon import DebugFlags, dbgmsg_enable
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from qpms import FinitePointGroup, ScatteringSystem, BesselType, eV, hbar
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from qpms.cyunitcell import unitcell
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#from qpms.symmetries import point_group_info # TODO
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eh = eV/hbar
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# not used; TODO:
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irrep_labels = {"B2''":"$B_2''$",
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"B2'":"$B_2'$",
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"A1''":"$A_1''$",
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"A1'":"$A_1'$",
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"A2''":"$A_2''$",
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"B1''":"$B_1''$",
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"A2'":"$A_2'$",
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"B1'":"$B_1'$"}
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dbgmsg_enable(DebugFlags.INTEGRATION)
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a1 = ap.direct_basis[0]
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a2 = ap.direct_basis[1]
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#Particle positions
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orig_x = [0]
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orig_y = [0]
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orig_xy = np.stack(np.meshgrid(orig_x,orig_y),axis=-1)
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omegas = ap.omegas
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logging.info("%d frequencies from %g to %g eV" % (len(omegas), omegas[0]/eh, omegas[-1]/eh))
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bspec = BaseSpec(lMax = a.lMax)
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nelem = len(bspec)
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# The parameters here should probably be changed (needs a better qpms_c.Particle implementation)
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pp = Particle(orig_xy[0][0], tmgen=ap.tmgen, bspec=bspec)
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par = [pp]
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u = unitcell(a1, a2, par, refractive_index=a.refractive_index)
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eta = (np.pi / u.Area)**.5
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wavenumbers = np.empty(omegas.shape)
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SVs = np.empty(omegas.shape+(nelem,))
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beta = np.array([0.,0.])
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for i, omega in enumerate(omegas):
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wavenumbers[i] = ap.background_epsmu.k(omega).real # Currently, ScatteringSystem does not "remember" frequency nor wavenumber
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with pgsl_ignore_error(15): # avoid gsl crashing on underflow; maybe not needed
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ImTW = u.evaluate_ImTW(eta, omega, beta)
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SVs[i] = np.linalg.svd(ImTW, compute_uv = False)
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outfile = defaultprefix + ".npz" if a.output is None else a.output
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np.savez(outfile, meta=vars(a), omegas=omegas, wavenumbers=wavenumbers, SVs=SVs, unitcell_area=u.Area
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)
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logging.info("Saved to %s" % outfile)
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if a.plot or (a.plot_out is not None):
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import matplotlib
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matplotlib.use('pdf')
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from matplotlib import pyplot as plt
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fig = plt.figure()
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ax = fig.add_subplot(111)
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for i in range(a.singular_values):
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ax.plot(omegas/eh, SVs[:,-1-i])
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ax.set_xlabel('$\hbar \omega / \mathrm{eV}$')
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ax.set_ylabel('Singular values')
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plotfile = defaultprefix + ".pdf" if a.plot_out is None else a.plot_out
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fig.savefig(plotfile)
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exit(0)
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@ -26,6 +26,7 @@ class ArgParser:
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'rectlattice2d_periods': lambda ap: ap.add_argument("-p", "--period", type=float, nargs='+', required=True, help='square/rectangular lattice periods', metavar=('px','[py]')),
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'rectlattice2d_periods': lambda ap: ap.add_argument("-p", "--period", type=float, nargs='+', required=True, help='square/rectangular lattice periods', metavar=('px','[py]')),
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'rectlattice2d_counts': lambda ap: ap.add_argument("--size", type=int, nargs=2, required=True, help='rectangular array size (particle column, row count)', metavar=('NCOLS', 'NROWS')),
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'rectlattice2d_counts': lambda ap: ap.add_argument("--size", type=int, nargs=2, required=True, help='rectangular array size (particle column, row count)', metavar=('NCOLS', 'NROWS')),
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'single_frequency_eV': lambda ap: ap.add_argument("-f", "--eV", type=float, required=True, help='radiation angular frequency in eV'),
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'single_frequency_eV': lambda ap: ap.add_argument("-f", "--eV", type=float, required=True, help='radiation angular frequency in eV'),
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'seq_frequency_eV': lambda ap: ap.add_argument("-f", "--eV-seq", type=float, nargs=3, required=True, help='uniform radiation angular frequency sequence in eV', metavar=('FIRST', 'INCREMENT', 'LAST')),
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'single_material': lambda ap: ap.add_argument("-m", "--material", help='particle material (Au, Ag, ... for Lorentz-Drude or number for constant refractive index)', default='Au', required=True),
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'single_material': lambda ap: ap.add_argument("-m", "--material", help='particle material (Au, Ag, ... for Lorentz-Drude or number for constant refractive index)', default='Au', required=True),
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'single_radius': lambda ap: ap.add_argument("-r", "--radius", type=float, required=True, help='particle radius (sphere or cylinder)'),
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'single_radius': lambda ap: ap.add_argument("-r", "--radius", type=float, required=True, help='particle radius (sphere or cylinder)'),
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'single_height': lambda ap: ap.add_argument("-H", "--height", type=float, help='cylindrical particle height; if not provided, particle is assumed to be spherical'),
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'single_height': lambda ap: ap.add_argument("-H", "--height", type=float, help='cylindrical particle height; if not provided, particle is assumed to be spherical'),
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@ -45,6 +46,7 @@ class ArgParser:
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'single_particle': ("Single particle definition (shape [currently spherical or cylindrical]) and materials, incl. background)", ('background',), ('single_material', 'single_radius', 'single_height', 'single_lMax_extend'), ('_eval_single_tmgen',)),
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'single_particle': ("Single particle definition (shape [currently spherical or cylindrical]) and materials, incl. background)", ('background',), ('single_material', 'single_radius', 'single_height', 'single_lMax_extend'), ('_eval_single_tmgen',)),
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'single_lMax': ("Single particle lMax definition", (), ('single_lMax',), ()),
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'single_lMax': ("Single particle lMax definition", (), ('single_lMax',), ()),
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'single_omega': ("Single angular frequency", (), ('single_frequency_eV',), ('_eval_single_omega',)),
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'single_omega': ("Single angular frequency", (), ('single_frequency_eV',), ('_eval_single_omega',)),
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'omega_seq': ("Equidistant real frequency range", (), ('seq_frequency_eV',), ('_eval_omega_seq',)),
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'lattice2d': ("Specification of a generic 2d lattice (spanned by the x,y axes)", (), ('lattice2d_basis',), ('_eval_lattice2d',)),
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'lattice2d': ("Specification of a generic 2d lattice (spanned by the x,y axes)", (), ('lattice2d_basis',), ('_eval_lattice2d',)),
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'rectlattice2d': ("Specification of a rectangular 2d lattice; conflicts with lattice2d", (), ('rectlattice2d_periods',), ('_eval_rectlattice2d',)),
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'rectlattice2d': ("Specification of a rectangular 2d lattice; conflicts with lattice2d", (), ('rectlattice2d_periods',), ('_eval_rectlattice2d',)),
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'rectlattice2d_finite': ("Specification of a rectangular 2d lattice; conflicts with lattice2d", ('rectlattice2d',), ('rectlattice2d_counts',), ()),
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'rectlattice2d_finite': ("Specification of a rectangular 2d lattice; conflicts with lattice2d", ('rectlattice2d',), ('rectlattice2d_counts',), ()),
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@ -119,6 +121,13 @@ class ArgParser:
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from .constants import eV, hbar
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from .constants import eV, hbar
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self.omega = self.args.eV * eV / hbar
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self.omega = self.args.eV * eV / hbar
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def _eval_omega_seq(self): # feature: omega_seq
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import numpy as np
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from .constants import eV, hbar
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start, step, stop = self.args.eV_seq
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self.omegas = np.arange(start, stop, step)
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self.omegas *= eV/hbar
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def _eval_lattice2d(self): # feature: lattice2d
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def _eval_lattice2d(self): # feature: lattice2d
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l = len(self.args.basis_vectors)
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l = len(self.args.basis_vectors)
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if l != 2: raise ValueError('Two basis vectors must be specified (have %d)' % l)
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if l != 2: raise ValueError('Two basis vectors must be specified (have %d)' % l)
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