Table of Contents
Hartree-Fock exchange
The purpose of this section is to explain how to perform hybrid functional calculations (or Hartree-Fock exchange, HFX) with CP2K in condensed phase systems. It is based on the developments described in 10.1021/ct900494g and 10.1063/1.2931945, and its efficient extension (ADMM) described in 10.1021/ct1002225.
Hartree-Fock exchange in CP2K is based on four center electron repulsion integrals (ERI), these are computed with an external library (libint).
This approach has a computational cost that depends strongly on the nature of the basis. Unless combined with ADMM (see below), do not use MOLOPT basis sets with HFX. We use basis sets from HFX_BASIS
, which are suitable.
This tutorial is also based on the GPW
method and the calculations will be run using the GTH pseudopotentials.
Truncated Coulomb operator
To enable HFX in the condensed phase CP2K employs a truncated Coulomb operator for the exchange part. The physical picture is that we do not want to have 'self-exchange interactions' of an electron with its image in neighboring unit cells. As a rule of thumb, the maximum range (truncation radius) is L/2 where L is the smallest edge of the unit cell. The convergence of the exchange energy is exponential wrt. this radius. Typically, 5-6A provides good results, but this depends on the nature of the system, i.e. the band gap or the range of the maximally localized Wannier orbitals.
1st task : GGA restart wfn
We will perform a single point PBE-D3 calculation to generate an initial wavefunction (wfn) restart. HFX calculations benefit from this. Below there is an input file for a single point (energy) calculation with CP2K. Copy this input file to a directory where you will run the calculation, and in the same directory extract the file water.tar.gz, which contains the structure of a box containing 64 water molecules.
- water_pbed3.inp
&GLOBAL ! the project name is made part of most output files... useful to keep order PROJECT WATER ! various runtypes (energy, geo_opt, etc.) available. RUN_TYPE ENERGY ! amount of information printed to output IOLEVEL MEDIUM &END GLOBAL &FORCE_EVAL ! the electronic structure part of CP2K is named Quickstep METHOD Quickstep &DFT ! basis sets and pseudopotential files can be found in cp2k/data BASIS_SET_FILE_NAME HFX_BASIS POTENTIAL_FILE_NAME GTH_POTENTIALS ! Charge and multiplicity CHARGE 0 MULTIPLICITY 1 &MGRID ! PW cutoff ... depends on the element (basis) too small cutoffs lead to the eggbox effect. ! certain calculations (e.g. geometry optimization, vibrational frequencies, ! NPT and cell optimizations, need higher cutoffs) CUTOFF [Ry] 400 &END &QS ! use the GPW method (i.e. pseudopotential based calculations with the Gaussian and Plane Waves scheme). METHOD GPW ! default threshold for numerics ~ roughly numerical accuracy of the total energy per electron, ! sets reasonable values for all other thresholds. EPS_DEFAULT 1.0E-7 ! used for MD, the method used to generate the initial guess. EXTRAPOLATION ASPC &END &POISSON PERIODIC XYZ ! the default, gas phase systems should have 'NONE' and a wavelet solver &END &PRINT ! at the end of the SCF procedure generate cube files of the density &E_DENSITY_CUBE OFF &END E_DENSITY_CUBE ! compute eigenvalues and homo-lumo gap &MO_CUBES NLUMO 4 NHOMO 4 WRITE_CUBE .FALSE. &EACH MD 10 &END &END &END ! use the OT METHOD for robust and efficient SCF, suitable for all non-metallic systems. &SCF SCF_GUESS ATOMIC ! can be used to RESTART an interrupted calculation MAX_SCF 30 EPS_SCF 1.0E-6 ! accuracy of the SCF procedure, for OT typically 1.0E-6 - 1.0E-7, for diagonalization may have to be smaller &OT ! an accurate preconditioner suitable also for larger systems PRECONDITIONER FULL_SINGLE_INVERSE ! the most robust choice (DIIS might sometimes be faster, but not as stable). MINIMIZER DIIS &END OT &OUTER_SCF ! repeat the inner SCF cycle 10 times MAX_SCF 10 EPS_SCF 1.0E-6 ! must match the above &END ! do not store the wfn during MD &PRINT &RESTART ON &END &END &END SCF ! specify the exchange and correlation treatment &XC ! use a PBE functional &XC_FUNCTIONAL &PBE &END &END XC_FUNCTIONAL ! adding Grimme's D3 correction (by default without C9 terms) &VDW_POTENTIAL POTENTIAL_TYPE PAIR_POTENTIAL &PAIR_POTENTIAL PARAMETER_FILE_NAME dftd3.dat TYPE DFTD3 REFERENCE_FUNCTIONAL PBE R_CUTOFF [angstrom] 16 &END &END VDW_POTENTIAL &END XC &END DFT ! description of the system &SUBSYS &CELL ! unit cells that are orthorhombic are more efficient with CP2K ABC [angstrom] 12.42 12.42 12.42 &END CELL ! atom coordinates can be in the &COORD section, ! or provided as an external file. &TOPOLOGY COORD_FILE_NAME water.xyz COORD_FILE_FORMAT XYZ &END ! MOLOPT basis sets are fairly costly, ! but in the 'DZVP-MOLOPT-SR-GTH' available for all elements ! their contracted nature makes them suitable ! for condensed and gas phase systems alike. &KIND H BASIS_SET DZVP-GTH POTENTIAL GTH-PBE-q1 &END KIND &KIND O BASIS_SET DZVP-GTH POTENTIAL GTH-PBE-q6 &END KIND &END SUBSYS &END FORCE_EVAL
Run the input and rename the generated wfn file (WATER-RESTART.wfn
) to WATER-RESTART-GGA.wfn
.
Also make a note of the HOMO - LUMO gap [eV]
(the experimental water band-gap is of about 6.9 eV).
2nd task: PBE0-D3 water
To do a hybrid calculation, we just change the &XC section. Various examples can be found in the regtests, but here we employ a section equivalent to PBE0-D3. One can also find more functionals like meta-GGA etc library of exchange-correlation functionals (&LIBXC), and mix with different ratio of HF contribution to formulate various hybrid functionals.
Change the input to:
SCF_GUESS RESTART
in the&SCF
sectionWFN_RESTART_FILE_NAME WATER-RESTART-GGA.wfn
in the&DFT
section
And replace the &XC…
section with the following one:
! specify the exchange and correlation treatment &XC ! use a PBE0 functional &XC_FUNCTIONAL &PBE ! 75% GGA exchange SCALE_X 0.75 ! 100% GGA correlation SCALE_C 1.0 &END PBE &END XC_FUNCTIONAL &HF ! 25 % HFX exchange FRACTION 0.25 ! Important to improve scaling from O(N^4) to O(N) &SCREENING ! important parameter to get stable HFX calcs (contributions to hfx smaller than EPS_SCHWARZ are not considered) EPS_SCHWARZ 1.0E-6 ! needs a good (GGA) initial guess ! screening on the product between maximum of density matrix elements and ERI SCREEN_ON_INITIAL_P TRUE &END &INTERACTION_POTENTIAL ! for condensed phase systems POTENTIAL_TYPE TRUNCATED ! should be less than half the cell CUTOFF_RADIUS 6.0 ! data file needed with the truncated operator T_C_G_DATA ./t_c_g.dat &END &MEMORY ! In MB per MPI rank.. use as much as need to get in-core operation MAX_MEMORY 4000 EPS_STORAGE_SCALING 0.1 &END &END ! adding Grimme's D3 correction (by default without C9 terms) &VDW_POTENTIAL POTENTIAL_TYPE PAIR_POTENTIAL &PAIR_POTENTIAL PARAMETER_FILE_NAME dftd3.dat TYPE DFTD3 REFERENCE_FUNCTIONAL PBE0 R_CUTOFF [angstrom] 16 &END &END VDW_POTENTIAL &END XC
Topics:
EPS_PGF_ORB
controls the sparse pattern of the overlap matrix, any contribution of the density matrix smaller thanEPS_PGF_ORB
is treated as zero;EPS_SCHWARZ
parameter for Schwarz screening, where contributions to HFX smaller thanEPS_SCHWARZ
treated as zero. Typical values range between $10^{-6} and 10^{-9}$;SCREEN_ON_INITIAL_P
uses the density matrix initially available to SCF and starts to use screening on that;EPS_PGF_ORB
,EPS_SCHWARZ
,SCREEN_ON_INITIAL_P
andEPS_FILTER_MATRIX
are parameters to guarantee stable SCF.- Fraction of exchange (
SCALE_X
,FRACTION
).
Have a look at the output, in the section where CP2K is performing the SCF loop, using the OT method. The first iteration should look something like this:
----------------------------------- OT --------------------------------------- Step Update method Time Convergence Total energy Change ------------------------------------------------------------------------------ Trace(PS): 512.0000000000 Electronic density on regular grids: -511.9999881229 0.0000118771 Core density on regular grids: 511.9999857029 -0.0000142971 Total charge density on r-space grids: -0.0000024200 Total charge density g-space grids: -0.0000024200 HFX_MEM_INFO| Est. max. program size before HFX [MiB]: 388 *** WARNING in hfx_energy_potential.F:600 :: The Kohn Sham matrix is not *** *** 100% occupied. This may result in incorrect Hartree-Fock results. Try *** *** to decrease EPS_PGF_ORB and EPS_FILTER_MATRIX in the QS section. For *** *** more information see FAQ: https://www.cp2k.org/faq:hfx_eps_warning *** HFX_MEM_INFO| Number of cart. primitive ERI's calculated: 11551170770 HFX_MEM_INFO| Number of sph. ERI's calculated: 2681710894 HFX_MEM_INFO| Number of sph. ERI's stored in-core: 1115419808 HFX_MEM_INFO| Number of sph. ERI's stored on disk: 0 HFX_MEM_INFO| Number of sph. ERI's calculated on the fly: 0 HFX_MEM_INFO| Total memory consumption ERI's RAM [MiB]: 1075 HFX_MEM_INFO| Whereof max-vals [MiB]: 44 HFX_MEM_INFO| Total compression factor ERI's RAM: 7.92 HFX_MEM_INFO| Total memory consumption ERI's disk [MiB]: 0 HFX_MEM_INFO| Total compression factor ERI's disk: 0.00 HFX_MEM_INFO| Size of density/Fock matrix [MiB]: 10 HFX_MEM_INFO| Size of buffers [MiB]: 2 HFX_MEM_INFO| Number of periodic image cells considered: 27 HFX_MEM_INFO| Est. max. program size after HFX [MiB]: 664 1 OT DIIS 0.80E-01 121.7 0.00096329 -1102.1377186463 -1.10E+03
You can see from the output the appearance of a WARNING
that is related to the
tags EPS_PGF_ORB
and EPS_FILTER_MATRIX
. It is recommended to check and understand every warning in
the output and if it is OK to discard it or not. This particular warning is related to the stability of the SCF cycle. For more information see https://www.cp2k.org/faq:hfx_eps_warning.
Questions:
- Look at the output where the HOMO-LUMO gap has been printed out. How does this compare to the GGA result?
- Adjust the fraction of exchange (modify the input in two places!) to 20% and/or 30%, how does this influence the gap ?
- The most expensive part of the whole SCF cycle is represented by the first step, while the other steps are much faster. Why is that?
- Optional You can check if the SCF cycle is stable by decreasing the values of
EPS_PGF_ORB
,EPS_FILTER_MATRIX
as well asEPS_SCHWARZ
. Re-run the calculation and see how this affects theENERGY
. - Optional CP2K tries to store the ERI in-core and avoid to calculate them at each SCF step. Especially for large systems that can be run on large HCP machines it is important to run in-core operation and fit the calculations of the ERI into memory. To see the effect of not having enough memory on the time for the
SCF
cycle, modify the tag ofMAX_MEMORY
to 40 and rerun the calculation. How do the timings compare with those whereMAX_MEMORY
was larger?
MAX_MEMORY
or using more MPI processes.
Truncated Coulomb operator with long range correction
In HSE and other screened hybrid functionals, the 1/r exchange interaction potential can be separated into a long range and a short range part, where only the short range part is computed using exact exchange and the long-range part is computed using GGA exchange. This is what is done also when using a truncated Coulomb operator. This can be used to speedup the calculation, while retaining the benefits of HFX. The functional employed in this way smoothly goes from PBE to PBE0 as the CUTOFF_RADIUS
goes from 0 to Infinity.
3rd task
Add to the &XC_FUNCTIONAL section (i.e. in addition to &PBE) the following section:
&PBE_HOLE_T_C_LR CUTOFF_RADIUS 2.5 SCALE_X 0.25 &END
and employ the same CUTOFF_RADIUS
for the INTERACTION_POTENTIAL
.
Rerun the single point energy calculation and note the band gap.
- Is such a short range sufficient to have a sizable effect on the band gap ?
- is
HFX_MEM_INFO| Number of cart. primitive ERI's calculated
very different for calculations with 2.5 and 6.0A truncation radius? Remember to use the same cutoff radius under the&PBE_HOLE_T_C_LR
and&INTERACTION_POTENTIAL
sections.
Auxiliary Density Matrix Methods (ADMM)
ADMM is an approach to mitigate the cost of HFX for large basis sets. In particular, if MOLOPT basis sets are used, standard HFX becomes too expensive (CP2K can not deal efficiently with highly contracted AOs). In ADMM, an AUX_FIT_BASIS_SET
is introduced, which is used to create an auxiliary density matrix (ADM) by projection. HFX is evaluated for this ADM, while the error introduced by using an ADM is corrected for with a GGA exchange functional.
4rd task : introduce ADMM
Make the following changes to the input:
- insert an additional line
BASIS_SET_FILE_NAME BASIS_ADMM
. - insert for each
&KIND
a lineAUX_FIT_BASIS_SET cFIT3
- insert a secion
&AUXILIARY_DENSITY_MATRIX_METHOD
! use ADMM &AUXILIARY_DENSITY_MATRIX_METHOD ! recommended, i.e. use a smaller basis for HFX ! each kind will need an AUX_FIT_BASIS_SET. METHOD BASIS_PROJECTION ! recommended, this method is stable and allows for MD. ! can be expensive for large systems ADMM_PURIFICATION_METHOD MO_DIAG &END
Run the input, what's the HOMO - LUMO gap
?
Chasing charge localization in liquid water
The combination of truncated exchange and ADMM results in the most effective way to run AIMD with hybrid functionals. In some systems the difference between GGA DFT and hybrids is very large. One such systems is liquid water after ionization (i.e. charge +1), where only with hybrids the expected species (OH radicals) are formed. See 10.1063/1.3664746.
5th task : ionized water
adapt the admm input for water to reflect the ionized state:
! Spin polarization, charge and multiplicity LSD CHARGE 1 MULTIPLICITY 2
because the system is electronically very difficult initially, we'll reduce the convergence threshold EPS_SCF 1.0E-5
(twice).
Note that the WFN_RESTART_FILE_NAME
must point to a GGA calculation of the same charge and multiplicity (do this calculations first).
Run single point energy calculations varying the fraction of exchange from 0.25 to 0.50, does the mulliken spin population reproduce Fig. 2 in 10.1021/ct1002225 ?
For the fraction 0.5, run AIMD for about 50-100fs (if time permits), what happens with the water molecule on which the spin was localized ? Do you results agree with 10.1063/1.3664746 ?
Required files
No new files are required for this exercise. If you're stuck, you can use the following worked out examples.
- water_pbe0_cheating.inp
&GLOBAL ! the project name is made part of most output files... useful to keep order PROJECT WATER ! various runtypes (energy, geo_opt, etc.) available. RUN_TYPE ENERGY ! limit the runs to 30min WALLTIME 1800 ! reduce the amount of IO IOLEVEL MEDIUM &END GLOBAL &FORCE_EVAL ! the electronic structure part of CP2K is named Quickstep METHOD Quickstep &DFT ! basis sets and pseudopotential files can be found in cp2k/data BASIS_SET_FILE_NAME HFX_BASIS POTENTIAL_FILE_NAME GTH_POTENTIALS ! GGA restart to provide a good initial density matrix WFN_RESTART_FILE_NAME WATER-RESTART-GGA.wfn ! Charge and multiplicity CHARGE 1 MULTIPLICITY 2 &MGRID ! PW cutoff ... depends on the element (basis) too small cutoffs lead to the eggbox effect. ! certain calculations (e.g. geometry optimization, vibrational frequencies, ! NPT and cell optimizations, need higher cutoffs) CUTOFF [Ry] 400 &END &QS ! use the GPW method (i.e. pseudopotential based calculations with the Gaussian and Plane Waves scheme). METHOD GPW ! default threshold for numerics ~ roughly numerical accuracy of the total energy per electron, ! sets reasonable values for all other thresholds. EPS_DEFAULT 1.0E-10 ! used for MD, the method used to generate the initial guess. EXTRAPOLATION ASPC &END &POISSON PERIODIC XYZ ! the default, gas phase systems should have 'NONE' and a wavelet solver &END &PRINT ! at the end of the SCF procedure generate cube files of the density &E_DENSITY_CUBE OFF &END E_DENSITY_CUBE ! compute eigenvalues and homo-lumo gap each 10nd MD step &MO_CUBES NLUMO 4 NHOMO 4 WRITE_CUBE .FALSE. &EACH MD 10 &END &END &END ! use the OT METHOD for robust and efficient SCF, suitable for all non-metallic systems. &SCF SCF_GUESS RESTART ! can be used to RESTART an interrupted calculation MAX_SCF 30 EPS_SCF 1.0E-6 ! accuracy of the SCF procedure typically 1.0E-6 - 1.0E-7 &OT ! an accurate preconditioner suitable also for larger systems PRECONDITIONER FULL_SINGLE_INVERSE ! the most robust choice (DIIS might sometimes be faster, but not as stable). MINIMIZER DIIS &END OT &OUTER_SCF ! repeat the inner SCF cycle 10 times MAX_SCF 10 EPS_SCF 1.0E-6 ! must match the above &END ! do not store the wfn during MD &PRINT &RESTART ON &END &END &END SCF ! specify the exchange and correlation treatment &XC ! use a PBE0 functional &XC_FUNCTIONAL &PBE ! 75% GGA exchange SCALE_X 0.75 ! 100% GGA correlation SCALE_C 1.0 &END PBE &END XC_FUNCTIONAL &HF ! 25 % HFX exchange FRACTION 0.25 &SCREENING ! important parameter to get stable HFX calcs EPS_SCHWARZ 1.0E-6 ! needs a good (GGA) initial guess SCREEN_ON_INITIAL_P TRUE &END &INTERACTION_POTENTIAL ! for condensed phase systems POTENTIAL_TYPE TRUNCATED ! should be less than halve the cell CUTOFF_RADIUS 6.0 ! data file needed with the truncated operator T_C_G_DATA ./t_c_g.dat &END &MEMORY ! In MB per MPI rank.. use as much as need to get in-core operation MAX_MEMORY 4000 ! additional accuracy for storing compressed results EPS_STORAGE_SCALING 0.1 &END &END ! adding Grimme's D3 correction (by default without C9 terms) &VDW_POTENTIAL POTENTIAL_TYPE PAIR_POTENTIAL &PAIR_POTENTIAL PARAMETER_FILE_NAME dftd3.dat TYPE DFTD3 REFERENCE_FUNCTIONAL PBE0 R_CUTOFF [angstrom] 16 &END &END VDW_POTENTIAL &END XC &END DFT ! description of the system &SUBSYS &CELL ! unit cells that are orthorhombic are more efficient with CP2K ABC [angstrom] 12.42 12.42 12.42 &END CELL ! atom coordinates can be in the &COORD section, ! or provided as an external file. &TOPOLOGY COORD_FILE_NAME water.xyz COORD_FILE_FORMAT XYZ &END ! MOLOPT basis sets are fairly costly, ! but in the 'DZVP-MOLOPT-SR-GTH' available for all elements ! their contracted nature makes them suitable ! for condensed and gas phase systems alike. &KIND H BASIS_SET DZVP-GTH POTENTIAL GTH-PBE-q1 &END KIND &KIND O BASIS_SET DZVP-GTH POTENTIAL GTH-PBE-q6 &END KIND &END SUBSYS &END FORCE_EVAL ! how to propagate the system, selection via RUN_TYPE in the &GLOBAL section &MOTION &GEO_OPT OPTIMIZER BFGS ! Good choice for 'small' systems (use LBFGS for large systems) MAX_ITER 100 MAX_DR [bohr] 0.003 ! adjust target as needed &BFGS &END &END &MD ENSEMBLE NVT ! sampling the canonical ensemble, accurate properties might need NVE TEMPERATURE [K] 300 TIMESTEP [fs] 0.5 STEPS 1000 # GLE thermostat as generated at http://epfl-cosmo.github.io/gle4md # GLE provides an effective NVT sampling. &THERMOSTAT REGION MASSIVE TYPE GLE &GLE NDIM 5 A_SCALE [ps^-1] 1.00 A_LIST 1.859575861256e+2 2.726385349840e-1 1.152610045461e+1 -3.641457826260e+1 2.317337581602e+2 A_LIST -2.780952471206e-1 8.595159180871e-5 7.218904801765e-1 -1.984453934386e-1 4.240925758342e-1 A_LIST -1.482580813121e+1 -7.218904801765e-1 1.359090212128e+0 5.149889628035e+0 -9.994926845099e+0 A_LIST -1.037218912688e+1 1.984453934386e-1 -5.149889628035e+0 2.666191089117e+1 1.150771549531e+1 A_LIST 2.180134636042e+2 -4.240925758342e-1 9.994926845099e+0 -1.150771549531e+1 3.095839456559e+2 &END GLE &END THERMOSTAT &END &PRINT &TRAJECTORY &EACH MD 1 &END EACH &END TRAJECTORY &VELOCITIES OFF &END VELOCITIES &FORCES OFF &END FORCES &RESTART_HISTORY &EACH MD 500 &END EACH &END RESTART_HISTORY &RESTART BACKUP_COPIES 3 &EACH MD 1 &END EACH &END RESTART &END PRINT &END