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# block2: Efficient MPO implementation of quantum chemistry DMRG | ||
# Copyright (C) 2022 Huanchen Zhai <[email protected]> | ||
# | ||
# This program is free software: you can redistribute it and/or modify | ||
# it under the terms of the GNU General Public License as published by | ||
# the Free Software Foundation, either version 3 of the License, or | ||
# (at your option) any later version. | ||
# | ||
# This program is distributed in the hope that it will be useful, | ||
# but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
# GNU General Public License for more details. | ||
# | ||
# You should have received a copy of the GNU General Public License | ||
# along with this program. If not, see <https://www.gnu.org/licenses/>. | ||
# | ||
# | ||
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""" | ||
Spin-free EOM-CCSD (EE/IP/EA) with equations derived on the fly. | ||
Authors: Huanchen Zhai | ||
Johannes Tölle Dec 4-6, 2022 | ||
""" | ||
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from rccsd import hbar, ex1, ex2, P, PT, SP, FC, fix_eri_permutations, MapStrStr | ||
import numpy as np | ||
import functools | ||
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exip1 = P("C1[i]") | ||
exip2 = P("C1[i] E1[j,b]") | ||
exea1 = P("D1[a]") | ||
exea2 = P("E1[j,b] D1[a]") | ||
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exee2_d = P("E1[k,c] E1[l,d]") | ||
exip2_d = P("C1[k] E1[l,d]") | ||
exea2_d = P("E1[l,d] D1[c]") | ||
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ree1 = P("SUM <ai> r[ia] E1[a,i]") | ||
ree2 = 0.5 * P("SUM <abij> r[ijab] E1[a,i] E1[b,j]") | ||
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rip1 = P("SUM <i> r[i] D1[i]") | ||
rip2 = P("SUM <bij> r[ijb] E1[b,j] D1[i]") | ||
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rea1 = P("SUM <a> r[a] C1[a]") | ||
rea2 = P("SUM <abj> r[jab] C1[a] E1[b,j]") | ||
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ree = SP(ree1 + ree2) | ||
rip = SP(rip1 + rip2) | ||
rea = SP(rea1 + rea2) | ||
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# eom-ee-ccsd | ||
eomee_r1_eq = FC(ex1 * (hbar ^ ree)) | ||
eomee_r2_eq = FC(ex2 * (hbar ^ ree)) | ||
eomee_r1_diag_eq = FC(ex1 * (hbar ^ ex1.conjugate())) | ||
eomee_r2_diag_eq = FC(ex2 * (hbar ^ exee2_d.conjugate())) | ||
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# eom-ip-ccsd | ||
eomip_r1_eq = FC(exip1 * (hbar ^ rip)) | ||
eomip_r2_eq = FC(exip2 * (hbar ^ rip)) | ||
eomip_r1_left_eq = FC(rip.conjugate() * (hbar ^ exip1.conjugate())) | ||
eomip_r2_left_eq = FC(rip.conjugate() * (hbar ^ exip2.conjugate())) | ||
eomip_r1_diag_eq = FC(exip1 * (hbar ^ exip1.conjugate())) | ||
eomip_r2_diag_eq = FC(exip2 * (hbar ^ exip2_d.conjugate())) | ||
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# eom-ea-ccsd | ||
eomea_r1_eq = FC(exea1 * (hbar ^ rea)) | ||
eomea_r2_eq = FC(exea2 * (hbar ^ rea)) | ||
eomea_r1_left_eq = FC(rea.conjugate() * (hbar ^ exea1.conjugate())) | ||
eomea_r2_left_eq = FC(rea.conjugate() * (hbar ^ exea2.conjugate())) | ||
eomea_r1_diag_eq = FC(exea1 * (hbar ^ exea1.conjugate())) | ||
eomea_r2_diag_eq = FC(exea2 * (hbar ^ exea2_d.conjugate())) | ||
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# need some rearrangements | ||
ijmap = MapStrStr({"i": "j", "j": "i"}) | ||
abmap = MapStrStr({"a": "b", "b": "a"}) | ||
ijbmap = MapStrStr({"k": "i", "l": "j", "d": "b"}) | ||
jabmap = MapStrStr({"l": "j", "c": "a", "d": "b"}) | ||
ijabmap = MapStrStr({"k": "i", "l": "j", "c": "a", "d": "b"}) | ||
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eomee_r1_eq = 0.5 * eomee_r1_eq | ||
eomee_r2_eq = SP((1.0 / 3.0) * (eomee_r2_eq + 0.5 * eomee_r2_eq.index_map(ijmap))) | ||
eomee_r1_diag_eq = 0.5 * eomee_r1_diag_eq | ||
eomee_r2_diag_eq = SP( | ||
(1.0 / 3.0) * (eomee_r2_diag_eq + 0.5 * eomee_r2_diag_eq.index_map(ijmap)) | ||
) | ||
eomee_r2_diag_eq = SP( | ||
P("1 - 0.5 delta[ij] delta[ab]") * eomee_r2_diag_eq.index_map(ijabmap) | ||
) | ||
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eomip_r1_eq = 0.5 * eomip_r1_eq | ||
eomip_r2_eq = SP((1.0 / 3.0) * (eomip_r2_eq + 0.5 * eomip_r2_eq.index_map(ijmap))) | ||
eomip_r1_left_eq = 0.5 * eomip_r1_left_eq | ||
eomip_r2_left_eq = SP( | ||
(1.0 / 3.0) * (eomip_r2_left_eq + 0.5 * eomip_r2_left_eq.index_map(ijmap)) | ||
) | ||
eomip_r1_diag_eq = 0.5 * eomip_r1_diag_eq | ||
eomip_r2_diag_eq = SP( | ||
(1.0 / 3.0) * (eomip_r2_diag_eq + 0.5 * eomip_r2_diag_eq.index_map(ijmap)) | ||
) | ||
eomip_r2_diag_eq = SP(eomip_r2_diag_eq.index_map(ijbmap)) | ||
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eomea_r1_eq = 0.5 * eomea_r1_eq | ||
eomea_r2_eq = SP((1.0 / 3.0) * (eomea_r2_eq + 0.5 * eomea_r2_eq.index_map(abmap))) | ||
eomea_r1_left_eq = 0.5 * eomea_r1_left_eq | ||
eomea_r2_left_eq = SP( | ||
(1.0 / 3.0) * (eomea_r2_left_eq + 0.5 * eomea_r2_left_eq.index_map(abmap)) | ||
) | ||
eomea_r1_diag_eq = 0.5 * eomea_r1_diag_eq | ||
eomea_r2_diag_eq = SP( | ||
(1.0 / 3.0) * (eomea_r2_diag_eq + 0.5 * eomea_r2_diag_eq.index_map(abmap)) | ||
) | ||
eomea_r2_diag_eq = SP(eomea_r2_diag_eq.index_map(jabmap)) | ||
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for eq in [ | ||
eomee_r1_eq, | ||
eomee_r2_eq, | ||
eomee_r1_diag_eq, | ||
eomee_r2_diag_eq, | ||
eomip_r1_eq, | ||
eomip_r2_eq, | ||
eomip_r1_left_eq, | ||
eomip_r2_left_eq, | ||
eomip_r1_diag_eq, | ||
eomip_r2_diag_eq, | ||
eomea_r1_eq, | ||
eomea_r2_eq, | ||
eomea_r1_left_eq, | ||
eomea_r2_left_eq, | ||
eomea_r1_diag_eq, | ||
eomea_r2_diag_eq, | ||
]: | ||
fix_eri_permutations(eq) | ||
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from pyscf.cc import eom_rccsd | ||
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def wick_eomccsd_diag(eom, eq_type, imds=None): | ||
if not hasattr(eom._cc, "eris"): | ||
eom._cc.eris = eom._cc.ao2mo(eom._cc.mo_coeff) | ||
t1, t2, eris = eom._cc.t1, eom._cc.t2, eom._cc.eris | ||
nocc, nvir = t1.shape | ||
if eq_type == "ee": | ||
hr1 = np.zeros((nocc, nvir), dtype=t1.dtype) | ||
hr2 = np.zeros((nocc, nocc, nvir, nvir), dtype=t2.dtype) | ||
eom_eq = eomee_r1_diag_eq.to_einsum(PT("hr1[ia]")) | ||
eom_eq += eomee_r2_diag_eq.to_einsum(PT("hr2[ijab]")) | ||
elif eq_type == "ip": | ||
hr1 = np.zeros((nocc,), dtype=t1.dtype) | ||
hr2 = np.zeros((nocc, nocc, nvir), dtype=t2.dtype) | ||
eom_eq = eomip_r1_diag_eq.to_einsum(PT("hr1[i]")) | ||
eom_eq += eomip_r2_diag_eq.to_einsum(PT("hr2[ijb]")) | ||
elif eq_type == "ea": | ||
hr1 = np.zeros((nvir,), dtype=t1.dtype) | ||
hr2 = np.zeros((nocc, nvir, nvir), dtype=t2.dtype) | ||
eom_eq = eomea_r1_diag_eq.to_einsum(PT("hr1[a]")) | ||
eom_eq += eomea_r2_diag_eq.to_einsum(PT("hr2[jab]")) | ||
exec( | ||
eom_eq, | ||
globals(), | ||
{ | ||
"fIE": eris.fock[:nocc, nocc:], | ||
"fEI": eris.fock[nocc:, :nocc], | ||
"fEE": eris.fock[nocc:, nocc:], | ||
"fII": eris.fock[:nocc, :nocc], | ||
"vIIII": np.array(eris.oooo), | ||
"vIEII": np.array(eris.ovoo), | ||
"vIIEE": np.array(eris.oovv), | ||
"vIEEI": np.array(eris.ovvo), | ||
"vIEIE": np.array(eris.ovov), | ||
"vIEEE": np.array(eris.ovvv), | ||
"vEEEE": np.array(eris.vvvv), | ||
"tIE": t1, | ||
"tIIEE": t2, | ||
"hr1": hr1, | ||
"hr2": hr2, | ||
"deltaII": np.eye(nocc), | ||
"deltaEE": np.eye(nvir), | ||
**{"ident%d" % d: np.ones((1,) * d) for d in [1, 2, 3]}, | ||
}, | ||
) | ||
if eq_type == "ee": | ||
return eom.amplitudes_to_vector(hr1, hr2), None, None | ||
else: | ||
return eom.amplitudes_to_vector(hr1, hr2) | ||
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def wick_eomccsd_matvec(eom, eq_type, vector, imds=None, diag=None): | ||
if not hasattr(eom._cc, "eris"): | ||
eom._cc.eris = eom._cc.ao2mo(eom._cc.mo_coeff) | ||
t1, t2, eris = eom._cc.t1, eom._cc.t2, eom._cc.eris | ||
r1, r2 = eom.vector_to_amplitudes(vector, eom.nmo, eom.nocc) | ||
nocc, nvir = t1.shape | ||
hr1 = np.zeros_like(r1) | ||
hr2 = np.zeros_like(r2) | ||
if eq_type == "ee": | ||
eom_eq = eomee_r1_eq.to_einsum(PT("hr1[ia]")) | ||
eom_eq += eomee_r2_eq.to_einsum(PT("hr2[ijab]")) | ||
r_amps = {"rIE": r1, "rIIEE": r2} | ||
elif eq_type == "ip": | ||
eom_eq = eomip_r1_eq.to_einsum(PT("hr1[i]")) | ||
eom_eq += eomip_r2_eq.to_einsum(PT("hr2[ijb]")) | ||
r_amps = {"rI": r1, "rIIE": r2} | ||
elif eq_type == "lip": | ||
eom_eq = eomip_r1_left_eq.to_einsum(PT("hr1[i]")) | ||
eom_eq += eomip_r2_left_eq.to_einsum(PT("hr2[ijb]")) | ||
r_amps = {"rI": r1, "rIIE": r2} | ||
elif eq_type == "ea": | ||
eom_eq = eomea_r1_eq.to_einsum(PT("hr1[a]")) | ||
eom_eq += eomea_r2_eq.to_einsum(PT("hr2[jab]")) | ||
r_amps = {"rE": r1, "rIEE": r2} | ||
elif eq_type == "lea": | ||
eom_eq = eomea_r1_left_eq.to_einsum(PT("hr1[a]")) | ||
eom_eq += eomea_r2_left_eq.to_einsum(PT("hr2[jab]")) | ||
r_amps = {"rE": r1, "rIEE": r2} | ||
exec( | ||
eom_eq, | ||
globals(), | ||
{ | ||
"fIE": eris.fock[:nocc, nocc:], | ||
"fEI": eris.fock[nocc:, :nocc], | ||
"fEE": eris.fock[nocc:, nocc:], | ||
"fII": eris.fock[:nocc, :nocc], | ||
"vIIII": np.array(eris.oooo), | ||
"vIEII": np.array(eris.ovoo), | ||
"vIIEE": np.array(eris.oovv), | ||
"vIEEI": np.array(eris.ovvo), | ||
"vIEIE": np.array(eris.ovov), | ||
"vIEEE": np.array(eris.ovvv), | ||
"vEEEE": np.array(eris.vvvv), | ||
"tIE": t1, | ||
"tIIEE": t2, | ||
"hr1": hr1, | ||
"hr2": hr2, | ||
"deltaII": np.eye(nocc), | ||
"deltaEE": np.eye(nvir), | ||
**r_amps, | ||
}, | ||
) | ||
return eom.amplitudes_to_vector(hr1, hr2) | ||
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class WickREOMEESinglet(eom_rccsd.EOMEESinglet): | ||
matvec = functools.partialmethod(wick_eomccsd_matvec, "ee") | ||
get_diag = functools.partialmethod(wick_eomccsd_diag, "ee") | ||
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class WickREOMIP(eom_rccsd.EOMIP): | ||
matvec = functools.partialmethod(wick_eomccsd_matvec, "ip") | ||
l_matvec = functools.partialmethod(wick_eomccsd_matvec, "lip") | ||
get_diag = functools.partialmethod(wick_eomccsd_diag, "ip") | ||
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class WickREOMEA(eom_rccsd.EOMEA): | ||
matvec = functools.partialmethod(wick_eomccsd_matvec, "ea") | ||
l_matvec = functools.partialmethod(wick_eomccsd_matvec, "lea") | ||
get_diag = functools.partialmethod(wick_eomccsd_diag, "ea") |
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