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qmckl/org/qmckl_sherman_morrison_woodbury.org

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#+TITLE: Sherman-Morrison-Woodbury
#+SETUPFILE: ../tools/theme.setup
#+INCLUDE: ../tools/lib.org
Low- and high-level functions that use the Sherman-Morrison and
Woodbury matrix inversion formulas to update the inverse of a
non-singualr matrix
* Headers
#+begin_src elisp :noexport :results none :exports none
(org-babel-lob-ingest "../tools/lib.org")
#+end_src
#+begin_src c :comments link :tangle (eval c_test) :noweb yes
#include "qmckl.h"
#include "assert.h"
#ifdef HAVE_CONFIG_H
#include "config.h"
#endif
#include <math.h>
int main() {
qmckl_context context;
context = qmckl_context_create();
qmckl_exit_code rc;
#+end_src
* Helper Functions
Helper functions that are used by the Sherman-Morrison-Woodbury kernels.
These functions can only be used internally by higher level functions.
** ~qmckl_slagel_splitting~
:PROPERTIES:
:Name: qmckl_slagel_splitting
:CRetType: double
:FRetType: double precision
:END: ~qmckl_slagel_splitting~ is used internally to apply a list of rank-1 updates while splitting an update if necessary.
In case of a split it applies the first half of the update while putting the second half in waiting queue to be applied at the end.
For a given update $u_j$ we define a threshold value $\epsilon_j$, which is the minimum value of
$1+v_j^TS^{-1}u_j$ for a non-singular matrix $S$. If $1+v_j^TS^{-1}u_j \geq \epsilon_j$,
the update is applied as usual. Otherwise, $u_j$ will be redefined as $\frac{u_j}{2}$, and the other half
(to be applied at the end) will be defined using vectors $\frac{u_{j'}}{2}$ and $v_{j'}^T=v_{j'}^T$.
#+NAME: qmckl_slagel_splitting_args
| uint64_t | Dim | in | Leading dimension of Slater_inv |
| uint64_t | N_updates | in | Number of rank-1 updates to be applied to Slater_inv |
| double | Updates[N_updates*Dim] | in | Array containing the rank-1 updates |
| uint64_t | Updates_index[N_updates] | in | Array containing positions of the rank-1 updates |
| double | breakdown | in | Break-down parameter on which to fail or not |
| double | Slater_inv[Dim*Dim] | inout | Array containing the inverse Slater-matrix |
| double | later_updates[Dim * N_updates] | inout | Array containing the split updates for later |
| uint64_t | later_index[N_updates] | inout | Array containing the positions of the split updates for later |
| uint64_t | later | inout | Number of split updates for later |
*** Requirements
- ~Dim >= 2~
- ~N_updates >= 1~
- ~Updates~ is allocated with at least $1 \times 2 \times 8$ bytes
- ~Updates_index~ is allocated with at least $1 \times 8$ bytes
- ~breakdown~ is a small number such that $0 < breakdown << 1$
- ~Slater_inv~ is allocated with at least $Dim \times Dim \times 8$ bytes
- ~later_updates~ is allocated with at least $1 \times 2 \times 8$ bytes
- ~later_index~ is allocated with at least $1 \times 8$ bytes
- ~later >= 0~
*** C header
#+CALL: generate_c_header(table=qmckl_slagel_splitting_args,rettyp=get_value("CRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src c :tangle (eval h_func) :comments org
qmckl_exit_code qmckl_slagel_splitting_c (
const uint64_t Dim,
const uint64_t N_updates,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double* Slater_inv,
double* later_updates,
uint64_t* later_index,
uint64_t* later );
#+end_src
*** Source Fortran
*** Source C
#+begin_src c :tangle (eval c) :comments org
#include <stdbool.h>
#include <math.h>
#include "qmckl.h"
qmckl_exit_code qmckl_slagel_splitting_c(uint64_t Dim,
uint64_t N_updates,
const double *Updates,
const uint64_t *Updates_index,
const double breakdown,
double *Slater_inv,
double *later_updates,
uint64_t *later_index,
uint64_t *later) {
// #ifdef DEBUG // Leave commented out since debugging information is not yet implemented in QMCkl.
// std::cerr << "Called slagel_splitting with " << N_updates << " updates" << std::endl;
// #endif
double C[Dim];
double D[Dim];
uint64_t l = 0;
// For each update
while (l < N_updates) {
// C = S^{-1} x U_l
for (uint64_t i = 0; i < Dim; i++) {
C[i] = 0;
for (uint64_t j = 0; j < Dim; j++) {
C[i] += Slater_inv[i * Dim + j] * Updates[l * Dim + j];
}
}
// Denominator
double den = 1 + C[Updates_index[l] - 1];
if (fabs(den) < breakdown) {
// U_l = U_l / 2 (do the split)
for (uint64_t i = 0; i < Dim; i++) {
later_updates[*later * Dim + i] = Updates[l * Dim + i] / 2.0;
C[i] /= 2.0;
}
later_index[*later] = Updates_index[l];
(*later)++;
den = 1 + C[Updates_index[l] - 1];
}
double iden = 1 / den;
// D = v^T x S^{-1}
for (uint64_t j = 0; j < Dim; j++) {
D[j] = Slater_inv[(Updates_index[l] - 1) * Dim + j];
}
// S^{-1} = S^{-1} - C x D / den
for (uint64_t i = 0; i < Dim; i++) {
for (uint64_t j = 0; j < Dim; j++) {
double update = C[i] * D[j] * iden;
Slater_inv[i * Dim + j] -= update;
}
}
l += 1;
}
return QMCKL_SUCCESS;
}
#+end_src
*** Performance
This function performce better for cycles with 1 rank-1 update and with a high fail-rate.
** C interface :noexport:
#+CALL: generate_c_interface(table=qmckl_slagel_splitting_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval f) :comments org :exports none
integer(c_int32_t) function qmckl_slagel_splitting &
(Dim, N_updates, Updates, Updates_index, breakdown, Slater_inv, later_updates, later_index, later) &
bind(C) result(info)
use, intrinsic :: iso_c_binding
implicit none
integer (c_int64_t) , intent(in) , value :: Dim
integer (c_int64_t) , intent(in) , value :: N_updates
real (c_double ) , intent(in) :: Updates(N_updates*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(N_updates)
real (c_double ) , intent(in) , value :: breakdown
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
real (c_double ) , intent(inout) :: later_updates(Dim * N_updates)
integer (c_int64_t) , intent(inout) :: later_index(N_updates)
integer (c_int64_t) , intent(inout) :: later
integer(c_int32_t), external :: qmckl_slagel_splitting_c
info = qmckl_slagel_splitting_c &
(Dim, N_updates, Updates, Updates_index, breakdown, Slater_inv, later_updates, later_index, later)
end function qmckl_slagel_splitting
#+end_src
*** Test :noexport:
This kernel does not have an explicit test because it is only used internally by higher-level Sherman-Morrison-Woodbury kernels.
* Naïve Sherman-Morrison
** ~qmckl_sherman_morrison~
:PROPERTIES:
:Name: qmckl_sherman_morrison
:CRetType: qmckl_exit_code
:FRetType: qmckl_exit_code
:END:
This is the simplest of the available Sherman-Morrison-Woodbury
kernels. It applies rank-1 updates one by one in the order
that is given. It only checks if the denominator in the
Sherman-Morrison formula is not too close to zero when an update is evaluated.
It will exit with an error code of the denominator is too close to zero.
The formula that is applied is
\[
(S + uv^T)^{-1} = S^{-1} - \frac{S^{-1} uv^T S^{-1}}{1 + v^T S^{-1} u}
\]
where
$S$ is the Slater-matrix,
$u$ and $v^T$ are the column and row vectors containing the updates,
$S^{-1}$ is the inverse of the Slater-matrix.
#+NAME: qmckl_sherman_morrison_args
| qmckl_context | context | in | Global state |
| uint64_t | Dim | in | Leading dimension of Slater_inv |
| uint64_t | N_updates | in | Number of rank-1 updates to be applied to Slater_inv |
| double | Updates[N_updates*Dim] | in | Array containing the updates |
| uint64_t | Updates_index[N_updates] | in | Array containing the rank-1 updates |
| double | breakdown | in | Break-down parameter on which to fail or not |
| double | Slater_inv[Dim*Dim] | inout | Array containing the inverse of a Slater-matrix |
*** Requirements
- ~context~ is not ~QMCKL_NULL_CONTEXT~
- ~Dim >= 2~
- ~N_updates >= 1~
- ~Updates~ is allocated with at least $1 \times 2 \times 8$ bytes
- ~Updates_index~ is allocated with at least $1 \times 8$ bytes
- ~breakdown~ is a small number such that $0 < breakdown << 1$
- ~Slater_inv~ is allocated with at least $Dim \times Dim \times 8$ bytes
*** C header
#+CALL: generate_c_header(table=qmckl_sherman_morrison_args,rettyp=get_value("CRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src c :tangle (eval h_func) :comments org
qmckl_exit_code qmckl_sherman_morrison_c (
const qmckl_context context,
const uint64_t Dim,
const uint64_t N_updates,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double* Slater_inv );
#+end_src
*** Source Fortran
#+begin_src f90 :tangle (eval f)
integer function qmckl_sherman_morrison_f(context, Dim, N_updates, &
Updates, Updates_index, breakdown, Slater_inv) result(info)
use qmckl
implicit none
integer(qmckl_context) , intent(in) :: context
integer*8 , intent(in), value :: Dim, N_updates
integer*8 , intent(in) :: Updates_index(N_updates)
real*8 , intent(in) :: Updates(N_updates*Dim)
real*8 , intent(in) :: breakdown
real*8 , intent(inout) :: Slater_inv(Dim*Dim)
!logical, external :: qmckl_sherman_morrison_f
info = qmckl_sherman_morrison(context, Dim, N_updates, Updates, Updates_index, breakdown, Slater_inv)
end function qmckl_sherman_morrison_f
#+end_src
*** Source C
#+begin_src c :tangle (eval c) :comments org
#include <stdbool.h>
#include "qmckl.h"
qmckl_exit_code qmckl_sherman_morrison_c(const qmckl_context context,
const uint64_t Dim,
const uint64_t N_updates,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double * Slater_inv) {
// #ifdef DEBUG
// std::cerr << "Called qmckl_sherman_morrison with " << N_updates << " updates" << std::endl;
// #endif
double C[Dim];
double D[Dim];
uint64_t l = 0;
// For each update
while (l < N_updates) {
// C = A^{-1} x U_l
for (uint64_t i = 0; i < Dim; i++) {
C[i] = 0;
for (uint64_t j = 0; j < Dim; j++) {
C[i] += Slater_inv[i * Dim + j] * Updates[l * Dim + j];
}
}
// Denominator
double den = 1 + C[Updates_index[l] - 1];
if (fabs(den) < breakdown) {
return QMCKL_FAILURE;
}
double iden = 1 / den;
// D = v^T x A^{-1}
for (uint64_t j = 0; j < Dim; j++) {
D[j] = Slater_inv[(Updates_index[l] - 1) * Dim + j];
}
// A^{-1} = A^{-1} - C x D / den
for (uint64_t i = 0; i < Dim; i++) {
for (uint64_t j = 0; j < Dim; j++) {
double update = C[i] * D[j] * iden;
Slater_inv[i * Dim + j] -= update;
}
}
l += 1;
}
return QMCKL_SUCCESS;
}
#+end_src
*** Performance
This function performs better when there is only 1 rank-1 update in the update cycle and the fail-rate of rank-1 updates is high.
** C interface :noexport:
#+CALL: generate_c_interface(table=qmckl_sherman_morrison_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval f) :comments org :exports none
integer(c_int32_t) function qmckl_sherman_morrison &
(context, Dim, N_updates, Updates, Updates_index, breakdown, Slater_inv) &
bind(C) result(info)
use, intrinsic :: iso_c_binding
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
integer (c_int64_t) , intent(in) , value :: N_updates
real (c_double ) , intent(in) :: Updates(N_updates*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(N_updates)
real (c_double ) , intent(in) :: breakdown
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
integer(c_int32_t), external :: qmckl_sherman_morrison_c
info = qmckl_sherman_morrison_c &
(context, Dim, N_updates, Updates, Updates_index, breakdown, Slater_inv)
end function qmckl_sherman_morrison
#+end_src
#+CALL: generate_f_interface(table=qmckl_sherman_morrison_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval fh_func) :comments org :exports none
interface
integer(c_int32_t) function qmckl_sherman_morrison &
(context, Dim, N_updates, Updates, Updates_index, breakdown, Slater_inv) &
bind(C)
use, intrinsic :: iso_c_binding
import
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
integer (c_int64_t) , intent(in) , value :: N_updates
real (c_double ) , intent(in) :: Updates(N_updates*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(N_updates)
real (c_double ) , intent(in) :: breakdown
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
end function qmckl_sherman_morrison
end interface
#+end_src
*** Test :noexport:
The tests for the kernels are executed on datasets that are extracted from a run of QMC=Chem on Benzene (21 spin-up/21 spin down electrons) using 329 unique alpha determinants. The tests are run such that the kernels reject the computed inverse whenever the computed intermediate determinants or denominators are smaller than 1e-3. This is the default value in QMC=Chem. The tests will return QMCKL_SUCCESS whenever all the elements of the final matrix $R=S.S^-1 - 1$ are smaller than the given tolerance value of 1e-3, and will return QMCKL_FAILURE if the values are larger than this tolerance value.
#+begin_src c :tangle (eval c_test)
const uint64_t Dim = 21;
const double breakdown = 1e-3;
const double tolerance = 1e-3;
double res[441];
const uint64_t N_updates1 = 1;
const uint64_t Updates_index1[1] = {21};
const double Updates1[21] = {-0.0068946573883295389, -0.024496730417013196, -0.2336846236139537, -0.011720726499334019, 0.094674163497984229, 0.049728685989975902, 0.025834936182945929, 0.0586009658873081, -0.06664357893168929, -0.060625394340604558, 0.1100576994940636, -0.077925791963934898, -0.07255193404853344, 0.04257450252771329, -0.079073280096053591, 0.053145386278629192, 0.014488439075648779, -0.070511359721422195, -0.13172587938606731, -0.01733743725344538, 0.26186770945787408};
const double Slater1[441] = {-2.8945870399475102, 3.5455725193023699, 2.0470812320709202, -3.5464441776275599, -2.0474903583526598, -2.89596366882324, -0.61329728364944502, 0.70991641283035301, 0.45664468407630898, 0.59523195028305098, 0.26079276204109197, -0.027727147564291999, -0.35093706846237199, -0.095610238611698206, -0.130077064037323, 0.10946778208017301, 0.021800471469759899, 0.048480678349733401, -0.092234551906585693, -0.0160505045205355, 0.0065372241660952603, -0.78021097183227495, -0.95558542013168302, -0.55174458026885997, -0.95579683780670199, -0.55179446935653698, 0.78044348955154397, -0.115299895405769, -0.11754634231329, -0.0318448171019554, -0.00082233443390577999, 0.064001239836216001, 0.12740932404995001, -0.049412809312343597, -0.074464745819568606, 0.19851659238338501, -0.088878795504569993, 0.135610401630402, -0.13736967742443101, -0.101879440248013, 0.102390937507153, 0.061368178576231003, -0.00527230883017182, 0.00029381641070358499, 0.0072919740341603799, -0.00026352208806201799, 0.0068838247098028703, 0.0047294595278799499, 0.11728889495134399, -0.062190085649490398, -0.15969239175319699, -0.10645916312933, 0.112943567335606, -0.0015487050404772199, -0.045737843960523598, 0.13196058571338701, 0.038660705089569099, -0.050266433507204097, -0.13745591044426, -0.037740666419267703, 0.11781705915927899, 0.19417031109332999, -0.0186148826032877, -0.30874741077423101, -0.37815779447555498, 0.218254208564758, 0.378139227628708, -0.21839827299118, -0.30879178643226601, 0.025539221242070202, 0.112043909728527, 0.037676706910133403, 0.025347150862216901, -0.19991625845432301, 0.14163509011268599, 0.13326919078826899, 0.213842943310738, 0.131471157073975, 0.14626120030879999, -0.0118067460134625, 0.093547157943248693, 0.22439678013324699, 0.0082425400614738499, -0.00068585784174501896, -1.52881526947021, -1.9163775505148799e-05, -2.1623263359069802, -1.5540548702119799e-05, 2.16284847259521, -1.52953028678894, -0.26402890682220498, 0.024944067001342801, -0.37140902876853898, -0.044071510434150703, -0.29843890666961698, -0.043834518641233403, -0.177285701036453, -0.058585006743669503, -0.0183692276477814, -0.026075478643178902, -0.15623773634433699, -0.011319605633616401, 0.054057534784078598, -0.23151709139347099, 0.10071966797113401, -0.067333526909351293, 0.00043256155913695698, 0.095035225152969402, -0.00043632232700474598, 0.094624765217304202, 0.066768139600753798, 0.14448715746402699, -0.12090456485748299, -0.203432962298393, -0.21472349762916601, 0.154288679361343, 0.017385326325893399, -0.071518480777740506, 0.27918133139610302, 0.080454014241695404, -0.0361245274543762, 0.0566458702087402, -0.030157707631588, 0.25150132179260298, -0.082445412874221802, -0.017144737765192999, -2.2779068946838401, -2.3393469746224599e-05, -3.2218937873840301, -1.7939200915861899e-05, 3.22278833389282, -2.2791447639465301, -0.47945570945739702, 0.045197278261184699, -0.64478874206543002, -0.080234304070472703, -0.47389149665832497, 0.024908870458602898, -0.23455648124218001, -0.10695217549800901, -0.033054649829864502, -0.195749551057816, -0.040076982229948002, 0.094596333801746396, 0.098401188850402804, -0.059563819319009802, 0.028169330209493599, -0.0025739683769643298, -0.0020174346864223502, -0.0024467820767313199, -0.00204527890309691, 0.00013988610589876801, 0.00073755031917244196, 0.17339251935482, 0.099962860345840496, 0.14622049033641801, -0.088966980576515198, 0.040044382214546197, -0.14437201619148299, -1.5416861060657501e-05, -0.081159926950931494, -0.11909016221761699, 0.170753449201584, 0.031124599277973199, -0.052109345793724102, 0.121445283293724, 0.0289684906601906, 0.0189813487231731, -0.0043673445470631097, -0.00014539182302542001, 0.0061219600029289696, 0.000189467871678062, 0.0060523007996380303, 0.00425094133242965, 0.0905451029539108, 0.058540407568216303, -0.15191346406936601, 0.11511342227459, 0.15016922354698201, 0.10024280846118901, -0.11066282540559801, -0.15089659392833699, -0.021995550021529201, 0.10021472722291901, 0.019932290539145501, 0.070281185209751101, -0.120184391736984, -0.030551897361874601, -0.023023990914225599, -0.0097634727135300602, 0.0119331693276763, -0.0068263513967394803, 0.011701960116624799, -0.0068089049309492103, 0.0095072658732533507, 0.133816182613373, -0.15090283751487699, 0.070243604481220204, 0.077758952975273105, -0.071993313729763003, -0.0526336021721363, -0.033549431711435297, -0.029018172994255999, 0.10475520789623299, 0.047332767397165298, 0.17077720165252699, 0.057527918368577999, -0.043988067656755399, 0.11077278107404701, -0.0581490993499756, -0.71565270423889205, 2.80283820757177e-05, 1.0121610164642301, -2.41986454057042e-05, 1.0123220682144201, 0.71586799621581998, -0.045286595821380601, -0.0269623268395662, 0.0683262273669243, -0.047560662031173699, -0.062597043812274905, -0.0278066452592611, 0.045772761106491103, 0.063010454177856404, 0.0197743345052004, -0.025724532082676901, -0.20542661845684099, -0.0248414911329746, 0.058127623051405002, 0.30385830998420699, 0.12407322973012901, -0.00073456991231069001, 0.000104061764432117, -0.0010063005611300501, 0.00014142321015242501, 0.00095045292982831597, -0.00064003589795902404, 0.056538689881563201, -0.038196403533220298, 0.095246985554695102, 0.077704243361949907, 0.089713566005229894, 0.071932643651962294, 0.058404259383678402, 0.097089007496833801, -1.8242251826450202e-05, -0.070699930191039997, 0.0231548044830561, 0.036239527165889698, -0.064700096845626803, 0.035663921386003501, -0.0192963760346174, -0.0285779368132353, 2.2119384368579599e-07, -0.0404084548354149, 4.62594880445977e-06, 0.040473498404025997, -0.028664523735642398, 0.0818745791912079, -0.0072916029021143896, 0.171691119670868, 0.0142411412671208, 0.227563425898552, 0.20764905214309701, 0.23875248432159399, 0.019401129335165, 0.0041248365305364097, -0.273390233516693, 0.031942136585712398, 0.24207504093647, -0.016599044203758202, 0.0499182641506195, -0.067969180643558502, -0.083720728754997295, -0.102523192763329, -0.059237916022539097, -0.10253403335809699, -0.0591498985886574, 0.083691440522670704, 0.093738317489623996, 0.118414394557476, 0.119053602218628, -0.19025875627994501, -0.017257452011108398, 0.111288614571095, -0.14737996459007299, -0.106449924409389, 0.119639433920383, -0.0358475148677826, 0.16083629429340399, -0.135845571756363, -0.045223556458950001, 0.129632458090782, 0.134273305535316, -0.0016409500967711199, 0.0020083498675376199, 0.0011536112288013101, -0.0019761291332542901, -0.0011378186754882301, -0.0015965295024216199, 0.062009602785110501, -0.085591755807399694, -0.073869466781616197, -0.129948750138283, -0.025633471086621298, 0.092304252088069902, 0.11476875841617599, 0.0570255033671856, -0.098354063928127303, 0.048130486160516697, -0.075562968850135803, -0.087558984756469699, -0.061446368694305399, 0.073952160775661496, -0.16332066059112499, -0.086937576532363905, -5.2227896958356703e-05, -0.12295132130384399, -5.67086790397298e-05, 0.122932203114033, -0.086922481656074496, 0.092386581003665896, 0.0563923679292202, 0.16267444193363201, -0.103307262063026, 0.177027583122253, 0.119934171438217, 0.15235325694084201, -0.13730293512344399, -0.036718469113111503, -0.13380806148052199, -0.14056211709976199, 0.11525499820709199, 0.122316166758537, -0.211628392338753, 0.13097538053989399, -0.71328485012054399, -0.87364697456359897, -0.50431287288665805, -0.87368428707122803, -0.50450080633163497, 0.71341556310653698, -0.0728774294257164, -0.0137394573539495, -0.131415024399757, 0.120499663054943, -0.15048809349536901, 0.067258194088935894, -0.016238121315836899, 0.25341770052909901, 0.061544414609670597, -0.124150305986404, -0.023104058578610399, 0.161576017737389, -0.18417926132678999, -0.016373874619603199, -0.0025253379717469198, -0.00358590018004179, -3.1569013572152501e-06, 0.00505110481753945, -1.33700987134944e-05, 0.0050756097771227403, 0.0036168387159705201, 0.076649472117423997, -0.0148532707244158, -0.15424914658069599, -0.031277053058147403, 0.20174449682235701, 0.17827098071575201, -0.21435502171516399, 0.043405968695879003, 0.0060502337291836704, 0.23922684788703899, 0.022777535021305102, 0.22072769701480899, 0.035028267651796299, -0.037091828882694203, -0.088090680539608002, -0.0137155568227172, -0.00072690693195909305, 0.019026592373848, 0.00073597067967057196, 0.018235495314001999, 0.012611641548574, 0.14907942712307001, 0.10721461474895499, -0.205590710043907, 0.18899101018905601, 0.14405034482479101, 0.0080890702083706908, -0.049517802894115399, -0.23817741870880099, -0.062822751700878102, -0.056222390383482, 0.079762905836105305, -0.057780988514423398, -0.208331778645515, -0.11229432374239, 0.015691248700022701, -0.13207408785819999, -0.00012266315752640399, -0.18668732047080999, -0.000116608949610963, 0.18647037446498901, -0.13181127607822399, 0.17992316186428101, 0.0310163982212543, 0.194987177848816, -0.051282022148370701, 0.079243704676628099, -0.16229276359081299, -0.029616238549351699, -0.065854735672473894, -0.025143278762698201, 0.277732163667679, -0.117880158126354, -0.184251189231873, 0.0632317289710045, -0.16761179268360099, 0.0069939070381224199, -0.0068073021247982996, -0.0083365431055426598, 0.0048150913789868398, 0.0083073899149894697, -0.0047997133806347804, -0.0067770029418170504, 0.077614806592464405, 0.12953585386276201, -0.063416801393032102, 0.138088583946228, -0.10224375873804099, 0.130568191409111, 0.164952263236046, 0.026345754042267799, 0.13718618452549, 0.084768116474151597, 0.096043966710567502, -0.054612904787063599, 0.138456135988235, -0.071488708257675199, 0.070078171789646093};
double Slater_inv1[441] = {-0.0525082963130096, -192.960477122746, -167.343357271998, 1.69063377058866, -1378.4882402189, 239.360652372684, 874.40192183061697, -513.31846478968203, 807.35483045933495, -19.026422090297299, -17.824591748935202, 165.6645926386, -332.909289060628, -18.6107453916377, -11.6439930601979, 317.18559450822198, 214.12532640356201, -430.80943299473, -344.65005510575799, 740.81014093255203, -84.923325284754696, 0.064335245989650805, 234.71397330210399, 205.1186636226, -3.4153770027768502, 1680.13890084581, -293.40065007215702, -1065.8419078679401, 624.86259814866003, -989.76729197131897, 23.298249286417001, 21.573213707404399, -202.41174445438401, 405.86421806904502, 22.922945938042901, 14.236362125535999, -386.65825218682801, -261.06337565261498, 528.20337075570103, 421.94063881187702, -902.75507799084596, 105.03985525163, 0.044200668381308601, -138.85152101714399, -121.27002019292, 2.0061662585667599, -992.69022926063894, 173.24384564131401, 629.63518796071799, -369.68832373377103, 582.99742710801104, -13.474468953452901, -12.4187314531643, 119.002229516372, -239.76386110607999, -13.4968690647037, -8.1499663302329708, 228.499936475189, 154.09732894897101, -311.21651724011002, -248.26815844269399, 533.37480106787098, -61.991136485706697, -0.0765497914729725, 240.772681546397, 209.115172008988, -2.12401058528051, 1722.15420882834, -299.07379390801702, -1092.4670851015201, 641.09661184520598, -1007.44097957056, 23.333413806919001, 21.9897514440317, -206.53257016044699, 415.81861108697302, 23.3743606050752, 14.107639254523001, -396.52477956346598, -267.77854087146301, 537.68662188870303, 429.83533323670702, -925.65731644586003, 106.070284414301, -0.037109975520249097, -136.738457148886, -118.917063549582, 1.19704609156923, -977.22998951029899, 169.63000196416201, 620.01253859081601, -364.02043006288699, 570.85982682561803, -13.451266756380299, -12.146454471873501, 117.435790064483, -235.687342903548, -13.183975346097, -8.2288378293500593, 224.66974233421601, 151.73703725446899, -304.613662218336, -243.40661913323399, 525.55077671846004, -60.142862384234697, -0.062476778936209301, 195.74640208908301, 170.54051550313201, -2.8328765312753998, 1399.12576024585, -244.28628529648901, -887.63077081451104, 520.884480704167, -823.92607500410702, 19.0479002693959, 18.195743596123101, -168.030291787452, 337.586201042798, 18.991146825575299, 11.5224539224244, -321.78784999564101, -217.23371709456501, 439.82292557372398, 351.28300986264401, -752.091241883468, 87.457548717202599, 4.3572379528639997e-05, -23.790404094575401, -19.504220922406098, 0.26595531593048999, -161.34910319146201, 30.163156787264001, 102.337776116854, -58.672051676794297, 103.227708063905, -0.22802366652163999, -2.2306129106953398, 21.778747237132102, -40.783330246607299, -1.38732280869919, -0.75357165711863805, 39.269880423319599, 26.312297182321299, -55.061514171221297, -43.569942636118199, 85.973367077774896, -10.016061028885201, 4.0427159001010801e-05, 28.392374743152502, 26.373254860492299, -0.36980926031100297, 209.22398819265001, -37.9473984838014, -132.76472733653301, 77.720615205630693, -127.924723556082, 0.29745864731730998, 2.7793514223195599, -29.019189334306802, 53.826499495808498, 4.2582570650914597, 0.51526747227423098, -50.914050124737102, -31.724328055085401, 68.0683646567051, 55.266627392249198, -110.63482872154501, 14.1152956761065, 0.00055720168222872903, -2.6345228739497299, -3.4087974363069198, 0.048641237778327802, -18.3623844122964, 3.8195276251277801, 11.6411523542838, -5.8812824661877396, 15.735088038012799, -0.058858662594294599, -0.23845780430312999, 6.5124119812799099, -6.1494099868393697, 0.340564236694477, -0.880332042883611, 5.7252222161672197, 2.8545094725865199, -8.3447036743893506, -8.0497901808946395, 9.3503553819376606, -1.76541796469797, 0.00098753020434672305, -4.6360828892267198, -4.7638931470942598, 0.052453544062221497, -34.4916331053766, 7.7511206271403301, 21.997597399118899, -10.6934789694381, 32.345600850876203, -0.10706305963427901, -0.54284354835464799, 12.037079682564, -12.6961140374279, -1.7388931639227301, -1.8407110220006899, 10.3197626100112, 5.2986332905796001, -16.735105713526099, -14.146077371772099, 15.8344011098352, -1.6714914906603899, -4.8622590537520702e-05, 21.991930004831101, 18.4929481874854, -0.23309077760739899, 151.30678790823001, -25.711826077506299, -96.044580982176896, 55.801793853982701, -88.373121372798394, 0.202838254384864, 1.86718437434255, -20.278044655055201, 40.151563308198597, 1.3977678891012399, 0.324629892441265, -37.6766500842932, -24.340233848932201, 47.6840523743628, 38.2032083073968, -79.164159949210401, 8.7548536140586801, -0.00061993571816668601, -0.395895385274183, -1.4644468265008701, -0.0046318612148825598, -4.9913109472233304, 1.48540197873744, 3.26672618350988, -0.95752411931703396, 8.9569370743490193, -0.062041348029879102, -0.080157437015122804, 8.0102582504767295, -5.9688675669055504, 0.67530938859376199, 1.27437097858607, 5.0084164430027203, 0.35632315612076498, -3.3504197552733501, -4.6662276852701501, -0.607157596121083, 0.48644342530280699, -0.00097211385626449695, 4.8383102174293198, 5.4067550135312503, -0.10295717451613901, 29.4184191533957, -9.4450875338250793, -18.800441303291901, 8.5840933132932609, -37.118301659976296, 0.106267952523929, 0.66461896188866798, -11.4398182377096, 13.0631130369628, -0.68992479801260798, 1.9745973431694701, -10.3210596342876, -5.2304303953711804, 18.385374172705902, 17.020178998151501, -12.315621520081001, 3.7778248703987298, -0.00031338187670125201, 12.870239622711001, 12.0022872209785, -0.16605346741786001, 96.046941246958397, -16.9389614709639, -60.935799758442698, 35.1352737141356, -61.591085318216102, 0.111297136966112, 1.23095348877198, -10.067914675180299, 24.0397569908422, 1.55026659084186, 0.71351574089035996, -23.902604464805101, -14.335678342218401, 32.573495764200203, 25.978026199263301, -50.506323253986302, 6.2999821545807402, 0.00078010309855064104, -5.4500389454791298, -2.8881970061941198, 0.034137151949219097, -36.693158530832299, 5.3229408635849698, 23.065511761726999, -18.654750377009499, 16.655427409154399, 0.0120347437456702, -0.40190064848770302, -4.3952667136196499, -3.2283315530947299, 0.535114819933451, -1.6695636399303999, 4.8387109899640901, 5.9387464984757097, -9.2525260067921593, -7.0534068376986703, 24.6079478080533, -1.24249543569277, -0.00048592251459139902, 2.8352295963632699, 2.97576788056818, -0.061903426111554402, 15.662499828725799, -6.3594611155842697, -10.0297611955082, 4.4512302388898801, -22.9014624835775, 0.0522795583755256, 0.46237084970893699, -5.9599628993498204, 6.3134697655201197, -0.35523986461548501, 1.1938822885348901, -6.1222818696018599, -3.0697099757554498, 13.1385066502153, 10.0165667609847, -5.6534055293581504, 2.2982459946613698, 5.71641932114923e-05, -1.95937881355126, -3.1686710464991501, 0.0078900256254279908, -20.7802266137845, 1.9052049215289899, 13.243728372567, -7.2010122960325198, -1.78569599703996, -0.0023099999984344298, -0.181452511231602, 1.49235850994062, -3.4781928086271598, -0.25097197027097001, 0.034267435208927201, 2.9589361689912899, 2.1880246525605398, 0.40946783452396801, 1.85119165819145, 10.9769363093921, -0.49737197226351498, 0.00057014015696656801, -11.992703942957201, -9.1707599397024797, 0.13131957021746299, -80.913738884742898, 12.2802670275716, 51.275110674413497, -30.8846663544597, 40.768216707846101, -0.056350552707040001, -0.906909874969271, 4.5662724440002496, -16.493313057723601, -1.3954832548549501, -1.1309540462973, 17.671878079289101, 13.348292143643, -21.057182826114602, -17.2839203520208, 44.417018731905799, -5.1700529859646398, 0.00070585484241785499, -3.84393110623766, -3.8217546887026601, 0.042692631956155899, -33.103657623136797, 7.29987823117549, 21.1351246026951, -8.9046379168685696, 25.840620537279499, -0.077726091155589205, -0.51813471867742, 9.6014602253082906, -12.721891663249099, -1.51539376366047, -1.54216689848713, 11.448584843886, 4.4017938077693604, -13.490798207962101, -12.3088359993453, 13.904387711973399, -1.27899798343336, -4.8529590100271397e-05, 1.5144453784960501, 2.3396824932439499, -0.0087660084169081508, 9.4873136503254205, -1.65331055509645, -5.9367044032646401, 5.0146643904078898, -0.269092370588084, 0.0089905796176170498, 0.14805840549764701, -0.89101366694270501, 3.0317998491567302, 0.22142707740346401, 0.0064304970181167601, -3.4235077646052301, -1.69328028781498, 0.48844632252065601, -0.57157344288643996, -5.8659323559885497, 0.45402791645044299, 3.1177001030445297e-05, -2.4386266852651501, -0.31040563209251798, 0.0039504037521311498, -21.849203607580201, -0.45787097219896, 13.8161508224212, -9.4311122174081508, -5.4786114733527702, -0.0069717560537701602, 0.0049075772339915403, 1.65968311111433, -4.9313027452898597, -0.39825841496395797, 0.056303363068839998, 4.9803632483141103, 2.7343202713150898, 2.3452757571679799, 3.3498732374241098, 12.4790131924658, -0.41615992378439798};
const uint64_t N_updates2 = 2;
const uint64_t Updates_index2[2] = {20, 21};
const double Updates2[42] = {-0.012056605890393198, 0.072118259966373, -0.14986032247543299, -0.023892195895314251, 0.2306191368843431, 0.070976656861603302, 0.059228850266663378, -0.0081594046205282003, 0.03775668889284136, -0.32248186320066397, -0.30175055470317586, -0.048578753136098399, -0.050512738234829151, 0.074964269995690003, 0.022375471889972701, 0.20063611492514641, -0.013817949220538101, 0.034675425849854905, 0.14269321411848099, 0.16303040878847203, 0.20520395040512121, 0.027209745720028898, -0.019752152264117806, 0.24686626344919221, 0.021544795483350802, 0.0053255971870385145, -0.074287162162363515, 0.0020896954229101539, -0.0015901625156403004, 0.045653678011149175, -0.095019596163183437, 0.015724316006526361, 0.057632524985820083, 0.0043175870669074383, -0.075611688196659296, -0.2787729352712634, 0.071667610667645931, -0.0016040895134210986, -0.018613442778587338, 0.16365851461887351, 0.018654582090675831, -0.43227782845497098};
const double Slater2[441] = {-2.8945870399475102, 3.5455725193023699, 2.0470812320709202, -3.5464441776275599, -2.0474903583526598, -2.89596366882324, -0.61329728364944502, 0.70991641283035301, 0.45664468407630898, 0.59523195028305098, 0.26079276204109197, -0.027727147564291999, -0.35093706846237199, -0.095610238611698206, -0.130077064037323, 0.10946778208017301, 0.021800471469759899, 0.048480678349733401, -0.092234551906585693, -0.028107110410928698, 0.013431881554424799, -0.78021097183227495, -0.95558542013168302, -0.55174458026885997, -0.95579683780670199, -0.55179446935653698, 0.78044348955154397, -0.115299895405769, -0.11754634231329, -0.0318448171019554, -0.00082233443390577999, 0.064001239836216001, 0.12740932404995001, -0.049412809312343597, -0.074464745819568606, 0.19851659238338501, -0.088878795504569993, 0.135610401630402, -0.13736967742443101, -0.101879440248013, 0.174509197473526, 0.085864908993244199, -0.00527230883017182, 0.00029381641070358499, 0.0072919740341603799, -0.00026352208806201799, 0.0068838247098028703, 0.0047294595278799499, 0.11728889495134399, -0.062190085649490398, -0.15969239175319699, -0.10645916312933, 0.112943567335606, -0.0015487050404772199, -0.045737843960523598, 0.13196058571338701, 0.038660705089569099, -0.050266433507204097, -0.13745591044426, -0.037740666419267703, 0.11781705915927899, 0.044309988617896999, 0.215069741010666, -0.30874741077423101, -0.37815779447555498, 0.218254208564758, 0.378139227628708, -0.21839827299118, -0.30879178643226601, 0.025539221242070202, 0.112043909728527, 0.037676706910133403, 0.025347150862216901, -0.19991625845432301, 0.14163509011268599, 0.13326919078826899, 0.213842943310738, 0.131471157073975, 0.14626120030879999, -0.0118067460134625, 0.093547157943248693, 0.22439678013324699, -0.015649655833840401, 0.011034868657589, -1.52881526947021, -1.9163775505148799e-05, -2.1623263359069802, -1.5540548702119799e-05, 2.16284847259521, -1.52953028678894, -0.26402890682220498, 0.024944067001342801, -0.37140902876853898, -0.044071510434150703, -0.29843890666961698, -0.043834518641233403, -0.177285701036453, -0.058585006743669503, -0.0183692276477814, -0.026075478643178902, -0.15623773634433699, -0.011319605633616401, 0.054057534784078598, -0.00089795450912788499, 0.0060455044731497799, -0.067333526909351293, 0.00043256155913695698, 0.095035225152969402, -0.00043632232700474598, 0.094624765217304202, 0.066768139600753798, 0.14448715746402699, -0.12090456485748299, -0.203432962298393, -0.21472349762916601, 0.154288679361343, 0.017385326325893399, -0.071518480777740506, 0.27918133139610302, 0.080454014241695404, -0.0361245274543762, 0.0566458702087402, -0.030157707631588, 0.25150132179260298, -0.0114687560126185, -0.066873423755168901, -2.2779068946838401, -2.3393469746224599e-05, -3.2218937873840301, -1.7939200915861899e-05, 3.22278833389282, -2.2791447639465301, -0.47945570945739702, 0.045197278261184699, -0.64478874206543002, -0.080234304070472703, -0.47389149665832497, 0.024908870458602898, -0.23455648124218001, -0.10695217549800901, -0.033054649829864502, -0.195749551057816, -0.040076982229948002, 0.094596333801746396, 0.098401188850402804, -0.000334969052346423, 0.0023343940265476699, -0.0025739683769643298, -0.0020174346864223502, -0.0024467820767313199, -0.00204527890309691, 0.00013988610589876801, 0.00073755031917244196, 0.17339251935482, 0.099962860345840496, 0.14622049033641801, -0.088966980576515198, 0.040044382214546197, -0.14437201619148299, -1.5416861060657501e-05, -0.081159926950931494, -0.11909016221761699, 0.170753449201584, 0.031124599277973199, -0.052109345793724102, 0.121445283293724, 0.020809086039662399, -0.039619617164135, -0.0043673445470631097, -0.00014539182302542001, 0.0061219600029289696, 0.000189467871678062, 0.0060523007996380303, 0.00425094133242965, 0.0905451029539108, 0.058540407568216303, -0.15191346406936601, 0.11511342227459, 0.15016922354698201, 0.10024280846118901, -0.11066282540559801, -0.15089659392833699, -0.021995550021529201, 0.10021472722291901, 0.019932290539145501, 0.070281185209751101, -0.120184391736984, 0.0072047915309667596, 0.043619588017463698, -0.0097634727135300602, 0.0119331693276763, -0.0068263513967394803, 0.011701960116624799, -0.0068089049309492103, 0.0095072658732533507, 0.133816182613373, -0.15090283751487699, 0.070243604481220204, 0.077758952975273105, -0.071993313729763003, -0.0526336021721363, -0.033549431711435297, -0.029018172994255999, 0.10475520789623299, 0.047332767397165298, 0.17077720165252699, 0.057527918368577999, -0.043988067656755399, -0.21170908212661699, 0.0024762949906289599, -0.71565270423889205, 2.80283820757177e-05, 1.0121610164642301, -2.41986454057042e-05, 1.0123220682144201, 0.71586799621581998, -0.045286595821380601, -0.0269623268395662, 0.0683262273669243, -0.047560662031173699, -0.062597043812274905, -0.0278066452592611, 0.045772761106491103, 0.063010454177856404, 0.0197743345052004, -0.025724532082676901, -0.20542661845684099, -0.0248414911329746, 0.058127623051405002, 0.00210775528103113, 0.0140155302360654, -0.00073456991231069001, 0.000104061764432117, -0.0010063005611300501, 0.00014142321015242501, 0.00095045292982831597, -0.00064003589795902404, 0.056538689881563201, -0.038196403533220298, 0.095246985554695102, 0.077704243361949907, 0.089713566005229894, 0.071932643651962294, 0.058404259383678402, 0.097089007496833801, -1.8242251826450202e-05, -0.070699930191039997, 0.0231548044830561, 0.036239527165889698, -0.064700096845626803, -0.012914831750094899, 0.058629415929317502, -0.0285779368132353, 2.2119384368579599e-07, -0.0404084548354149, 4.62594880445977e-06, 0.040473498404025997, -0.028664523735642398, 0.0818745791912079, -0.0072916029021143896, 0.171691119670868, 0.0142411412671208, 0.227563425898552, 0.20764905214309701, 0.23875248432159399, 0.019401129335165, 0.0041248365305364097, -0.273390233516693, 0.031942136585712398, 0.24207504093647, -0.016599044203758202, -0.00059447408420965097, 0.00458275340497494, -0.083720728754997295, -0.102523192763329, -0.059237916022539097, -0.10253403335809699, -0.0591498985886574, 0.083691440522670704, 0.093738317489623996, 0.118414394557476, 0.119053602218628, -0.19025875627994501, -0.017257452011108398, 0.111288614571095, -0.14737996459007299, -0.106449924409389, 0.119639433920383, -0.0358475148677826, 0.16083629429340399, -0.135845571756363, -0.045223556458950001, 0.204596728086472, 0.091698803007602706, -0.0016409500967711199, 0.0020083498675376199, 0.0011536112288013101, -0.0019761291332542901, -0.0011378186754882301, -0.0015965295024216199, 0.062009602785110501, -0.085591755807399694, -0.073869466781616197, -0.129948750138283, -0.025633471086621298, 0.092304252088069902, 0.11476875841617599, 0.0570255033671856, -0.098354063928127303, 0.048130486160516697, -0.075562968850135803, -0.087558984756469699, -0.061446368694305399, 0.096327632665634197, -0.084247380495071397, -0.086937576532363905, -5.2227896958356703e-05, -0.12295132130384399, -5.67086790397298e-05, 0.122932203114033, -0.086922481656074496, 0.092386581003665896, 0.0563923679292202, 0.16267444193363201, -0.103307262063026, 0.177027583122253, 0.119934171438217, 0.15235325694084201, -0.13730293512344399, -0.036718469113111503, -0.13380806148052199, -0.14056211709976199, 0.11525499820709199, 0.122316166758537, -0.0109922774136066, 0.077829994261264801, -0.71328485012054399, -0.87364697456359897, -0.50431287288665805, -0.87368428707122803, -0.50450080633163497, 0.71341556310653698, -0.0728774294257164, -0.0137394573539495, -0.131415024399757, 0.120499663054943, -0.15048809349536901, 0.067258194088935894, -0.016238121315836899, 0.25341770052909901, 0.061544414609670597, -0.124150305986404, -0.023104058578610399, 0.161576017737389, -0.18417926132678999, -0.0301918238401413, -0.017013777047395699, -0.00358590018004179, -3.1569013572152501e-06, 0.00505110481753945, -1.33700987134944e-05, 0.0050756097771227403, 0.0036168387159705201, 0.076649472117423997, -0.0148532707244158, -0.15424914658069599, -0.031277053058147403, 0.20174449682235701, 0.17827098071575201, -0.21435502171516399, 0.043405968695879003, 0.0060502337291836704, 0.23922684788703899, 0.022777535021305102, 0.22072769701480899, 0.035028267651796299, -0.0024164030328393, -0.017579320818185799, -0.0137155568227172, -0.00072690693195909305, 0.019026592373848, 0.00073597067967057196, 0.018235495314001999, 0.012611641548574, 0.14907942712307001, 0.10721461474895499, -0.205590710043907, 0.18899101018905601, 0.14405034482479101, 0.0080890702083706908, -0.049517802894115399, -0.23817741870880099, -0.062822751700878102, -0.056222390383482, 0.079762905836105305, -0.057780988514423398, -0.208331778645515, 0.030398890376091, 0.14741712808609, -0.13207408785819999, -0.00012266315752640399, -0.18668732047080999, -0.000116608949610963, 0.18647037446498901, -0.13181127607822399, 0.17992316186428101, 0.0310163982212543, 0.194987177848816, -0.051282022148370701, 0.079243704676628099, -0.16229276359081299, -0.029616238549351699, -0.065854735672473894, -0.025143278762698201, 0.277732163667679, -0.117880158126354, -0.184251189231873, 0.0632317289710045, -0.0045813838951289697, 0.024331344291567799, -0.0068073021247982996, -0.0083365431055426598, 0.0048150913789868398, 0.0083073899149894697, -0.0047997133806347804, -0.0067770029418170504, 0.077614806592464405, 0.12953585386276201, -0.063416801393032102, 0.138088583946228, -0.10224375873804099, 0.130568191409111, 0.164952263236046, 0.026345754042267799, 0.13718618452549, 0.084768116474151597, 0.096043966710567502, -0.054612904787063599, 0.138456135988235, 0.13371524214744601, -0.19178953766822801};
double Slater_inv2[441] = {-0.064091478343647895, 713.06177859755496, -52.018444001735702, 0.22294142549212401, 6739.1399551272798, 409.47332011602299, -4258.7085329747897, 2990.6198857571399, 2842.82174111627, -16.4362076124787, -19.6479024764561, -450.95698589104001, 1499.21617070053, 129.354086480939, -32.5623649949015, -1533.16729952379, -801.75588044433505, -1302.1490458327801, -1589.22747455529, -3895.5139631694801, 69.692448899038894, 0.078717515330272506, -890.24945003874404, 61.925371835460197, -1.59301536151858, -8399.1221177311709, -504.62121099099301, 5307.6897279898503, -3725.8058949477299, -3517.1067799943698, 20.0821069369808, 23.8371292623433, 563.21704392130198, -1868.99615781019, -160.79773282728499, 40.209679175758602, 1910.8342353503599, 1000.30652221449, 1610.10305651065, 1967.2714135880001, 4853.9412977750599, -86.938972564264105, 0.035772543187836597, 520.38606836760005, -37.3576026553948, 0.93824771966655895, 4913.8375731575898, 297.02078853525001, -3105.3054726097698, 2179.8383098375198, 2064.03863882426, -11.5897837400758, -13.7454041271756, -329.662381563542, 1093.32256576446, 94.164922311323394, -23.370538453071202, -1117.8490893585799, -585.07554862150903, -945.21841098621996, -1153.8443875258399, -2840.0954494666398, 50.509996472385303, -0.062171023850398299, -883.91684171449401, 65.956744158981707, -0.30209264289181997, -8354.6527651622891, -510.24292797392201, 5279.5127573481996, -3708.5126037463401, -3534.1651244869099, 20.118054506627601, 24.253115792914802, 558.90980701110504, -1858.4878939499599, -160.30158683160701, 40.074632460370502, 1900.40832678587, 993.28424539653497, 1619.3228924922901, 1974.7898591375399, 4829.6374496633298, -85.861801422967005, -0.045296585245108302, 503.608089249118, -37.409231418514402, 0.15972971393766999, 4760.0409737735199, 289.86000580815897, -3007.9000554557201, 2112.4472365954498, 2009.46047743586, -11.620588884143499, -13.435110153350299, -318.37193513541001, 1059.1982996055399, 91.392671066014998, -23.013250839168599, -1083.0984474979, -566.25418012298701, -920.44766441625598, -1123.03275109381, -2751.24966532286, 49.134449946833101, -0.050574070850706303, -735.268788752521, 52.034324888924203, -1.3246973887217, -6942.4299970826296, -419.091569409214, 4387.0782989889804, -3079.7112127626101, -2915.54203952635, 16.3862338355292, 20.069350976326799, 465.60100478088498, -1545.0790688177201, -133.05534575663401, 33.017866331913801, 1579.60766417078, 826.67092177544703, 1335.1987409164999, 1630.19252491066, 4012.1274550981102, -71.423354704319806, -0.00110547248442243, 66.086472294581398, -8.0640571635796796, 0.120361096092389, 643.91485283159295, 47.038233657028698, -406.863770451839, 288.91657765213398, 305.14483180816802, 0.028924090527909001, -2.4114842655012301, -39.3897517070086, 140.96244082771301, 13.290701732299899, -2.82866188450281, -144.284041440354, -74.462522726873601, -141.49789272768501, -167.03129270601499, -373.94726486427999, 5.3217330886365399, 0.00169058806401361, -100.681182204012, 9.9438606966790992, -0.16071917417936801, -947.22789644116904, -62.1819544991477, 598.507402482923, -421.456732120239, -417.90099350750501, -0.071547956877298299, 3.03910354158063, 58.825827638175099, -207.18138234350499, -16.8210784946065, 3.4953362885853601, 212.690544720802, 112.99993227712, 192.20097004017899, 232.57136070342199, 549.86422579734096, -7.9115450643297303, 0.00031167490112610501, 16.5702800434129, -0.96427444933400797, 0.017530807484877599, 153.70562899881901, 7.4253775224466096, -97.164535381519997, 68.391115404813903, 58.880541272935403, -0.00395431753418613, -0.27710621824447701, -6.5580129619132999, 32.685848366303901, 3.4769501442949502, -1.3237352902339601, -33.496400026660503, -18.678955342199799, -26.814344384641199, -34.430890540207301, -88.9250347843996, 1.51194685980572, 0.00045214452900354401, 37.241126324245002, 0.56653388165982099, -0.0153845901652373, 340.71285233348101, 15.613889705904301, -215.25964333041301, 151.26187968817001, 126.42681477968, 0.012659113756634199, -0.62711870198964903, -16.4637553538752, 71.986464894089806, 5.1001819045344803, -2.8075780414188398, -75.205305646206597, -41.656360989756003, -57.009250230864701, -71.671627817787495, -198.46090263475699, 5.47499644859007, 0.00085034576532286798, -48.324269416315303, 9.5426055788579802, -0.11918347900064399, -478.70065330731398, -38.914234951661598, 302.33505716911202, -216.13813506153201, -246.345286296176, 0.0018122457897085001, 2.0086911418790101, 27.577828210674401, -102.039313769876, -10.0857520350279, 1.94810040129421, 105.928854388454, 54.502095992205597, 115.30853907215899, 134.79460379303401, 280.65999252254602, -3.2448445639062502, -0.00017551641849241999, -35.157826546458601, -5.8891909991296698, 0.051680022896045397, -316.44550618039898, -5.0414187570711899, 200.212034255265, -135.39535162931199, -69.139114300097802, -0.16142175154882901, -0.0102013166269541, 31.668569875843001, -76.263188383823703, -5.0017512656630601, 2.0769594366589001, 76.002080804042095, 39.333282449810902, 30.0808204248134, 43.085264407243301, 177.27763312527699, -5.4457981556032404, -0.000306806291909659, -47.201229402180303, -1.2172052207398101, -0.0186567796198484, -436.83683166616999, -19.215912540534301, 276.031946309869, -192.67292600019499, -154.03017691774701, -0.042507166509503203, 0.76934514300024204, 23.977306301563999, -92.169363151535805, -9.1886362611435199, 3.1760937062011898, 95.958352522850603, 53.119118943843198, 68.432833843960694, 88.505438350444805, 253.98266241440601, -5.1028992571309599, 0.00043306496689241199, -45.515914649852498, 4.5704850382447297, -0.071472003061512898, -427.071656721686, -27.901412337784699, 269.85362292975498, -190.66655819995299, -192.761246218769, -0.0556222307934695, 1.3484518181471401, 29.668595531405, -94.026613967410796, -7.9849268838018501, 2.0615436543321501, 95.338384205774105, 51.130038963438999, 88.724620902414898, 106.181452502913, 248.269046435468, -3.6638133123307002, 0.00067386198047795695, 2.86001067576094, -1.83043518435104, 0.020675455904269301, 37.761848158240802, 6.8832167853114203, -24.015453768006701, 13.4834243521102, 35.324760224278002, 0.035792229507666501, -0.41862408163183901, -10.0509290141389, 13.5759504464113, 1.8922504612450599, -1.8614272588155001, -12.132753308102799, -3.3789310584400698, -17.244465911049499, -18.4686894621614, -17.916485915275999, 0.17564274753793899, -4.5499005275636101e-05, -31.614155756215101, -1.4091932535724401, -0.0060978442331452703, -292.99139921717801, -12.827598964788001, 185.144804328112, -128.77786179229901, -100.295349372036, -0.046207312260184701, 0.53169799203163903, 17.4856359712815, -63.3488322133691, -5.98125785658572, 1.9892546441005501, 64.233075829740997, 35.5568060355128, 46.269165313517597, 57.338723422189801, 170.63201646028199, -3.5806585828097099, 8.4039919523263399e-05, -4.0615650791823299, -3.4362521652092002, 0.011295419555382699, -39.6150470544694, 1.5105032334831401, 25.1537606371501, -15.330979335618601, -6.5084614221869197, -0.0083199111964546105, -0.17722199841012101, 2.9230666468463902, -7.7291578970740504, -0.59428543237974696, 0.082803013560185101, 7.2521932229389696, 4.54510970987024, 2.43118215251519, 4.7389061057811901, 21.734306554021401, -0.85611719611089199, -0.00025843236821193301, 52.817220161181702, -0.92129495231099501, 0.0263320504370466, 499.75948842769702, 24.448830234480202, -315.90847327586999, 219.760367065808, 186.369999846479, 0.12893364165019799, -1.03733562237538, -39.542133782410801, 114.562973083925, 9.1887926425616406, -2.6272948799917999, -114.688259732943, -59.320103692053301, -83.386175100226296, -106.311499516864, -287.23025749328701, 5.8899806135276798, 0.00029561730769906699, 28.2443444301325, 0.262667708054178, -0.0092881180472059802, 254.39556062397901, 13.3246994983259, -160.662465459228, 115.19312959924299, 97.930045120340793, 0.0140106353296333, -0.58271028141190895, -12.237212046379099, 52.1658593813167, 3.7250252932039301, -2.2830256115872798, -54.084720909199703, -31.577318042678201, -44.3507306279147, -56.3876021769941, -150.29869271905301, 4.1969751871532797, -3.5190977196700897e-05, 0.47111547837818402, 2.2068800929897598, -0.0070758873430103201, 0.13945915693743799, -1.8492037922933, -0.025671220257021801, 0.97970429288930505, -2.6130342276240199, 0.0060078182170399397, 0.15015803890865601, -0.18094310755408499, 0.92201583351316796, 0.051038179907958503, 0.030519047562509002, -1.2927339475995701, -0.52344231597663404, 1.4918374263167999, 0.861619645390301, -0.52697347953005502, 0.27598012654535198, -0.00073600321123188305, 57.569266190747499, 7.3278228968032701, -0.093258163105288297, 515.79957938656798, 10.8090738278263, -326.16130596512397, 222.642609875217, 129.33494256044199, 0.16458397773696601, -0.115854395362115, -39.1805516577625, 116.41448940344399, 9.4017853746533593, -1.32916748411286, -117.572672890536, -64.549778160481395, -55.365507632190301, -79.081290004649304, -294.59516563799099, 9.8243907421444003};
const uint64_t N_updates3 = 3;
const uint64_t Updates_index3[3] = {12, 13, 21};
const double Updates3[63] = {-0.32320992089807998, -0.1768221333622936, -0.044189138920046375, -0.0083658993244170032, -0.13345118239521958, -0.088903807103633908, -0.25946535170078289, 0.14435659933042233, -0.21090563386678701, 0.019084170460701003, 0.073579406365752206, -0.013528384268283893, 0.031103432178496981, -0.25866857916116798, 0.022464506328106093, 0.032419085502625011, -0.083496315404772786, -0.392626002430916, -0.057606873102486092, 0.1326765250414613, 0.034384071826935009, 0.25532682985067379, -0.025051936507225009, 0.17769842967391061, 0.080573752522469011, 0.11870069429278349, 0.35069981217384349, 0.127604305744171, -0.081144510089870836, -0.04023376852273898, 0.0045312587171792984, 0.017237693071365301, 0.0386847481131554, -0.21935135498642899, 0.040930040180683996, -0.057743255048990395, -0.289656192064286, 0.26965582184493592, 0.257760990411043, -0.1886596158146856, -0.036238497123122194, -0.1386065091937782, 0.0015524076297879202, -0.1212832294404507, 0.028310360386967659, -0.005844349274411801, 0.0046449899673459971, 0.044258039444684996, 0.0025386139750480999, 0.0354412645101548, 0.064816890284419101, 0.1017611473798752, -0.25162110477685901, -0.0285851191729307, -0.024413086473941803, -0.22420015186071351, 0.059393912553786996, 0.04153373837471, 0.01215143408626318, 0.203658737242222, -0.0020150262862444011, -0.037645858246833121, 0.0714646056294439};
const double Slater3[441] = {-2.8945870399475102, 3.5455725193023699, 2.0470812320709202, -3.5464441776275599, -2.0474903583526598, -2.89596366882324, -0.61329728364944502, 0.70991641283035301, 0.45664468407630898, 0.59523195028305098, 0.26079276204109197, -0.35093706846237199, -0.095610238611698206, -0.130077064037323, 0.10946778208017301, 0.021800471469759899, 0.048480678349733401, -0.092234551906585693, -0.0160505045205355, -0.028107110410928698, 0.0080896317958831804, -0.78021097183227495, -0.95558542013168302, -0.55174458026885997, -0.95579683780670199, -0.55179446935653698, 0.78044348955154397, -0.115299895405769, -0.11754634231329, -0.0318448171019554, -0.00082233443390577999, 0.064001239836216001, -0.049412809312343597, -0.074464745819568606, 0.19851659238338501, -0.088878795504569993, 0.135610401630402, -0.13736967742443101, -0.101879440248013, 0.102390937507153, 0.174509197473526, -0.0599150508642197, -0.00527230883017182, 0.00029381641070358499, 0.0072919740341603799, -0.00026352208806201799, 0.0068838247098028703, 0.0047294595278799499, 0.11728889495134399, -0.062190085649490398, -0.15969239175319699, -0.10645916312933, 0.112943567335606, -0.045737843960523598, 0.13196058571338701, 0.038660705089569099, -0.050266433507204097, -0.13745591044426, -0.037740666419267703, 0.11781705915927899, 0.19417031109332999, 0.044309988617896999, 0.0096954777836799604, -0.30874741077423101, -0.37815779447555498, 0.218254208564758, 0.378139227628708, -0.21839827299118, -0.30879178643226601, 0.025539221242070202, 0.112043909728527, 0.037676706910133403, 0.025347150862216901, -0.19991625845432301, 0.13326919078826899, 0.213842943310738, 0.131471157073975, 0.14626120030879999, -0.0118067460134625, 0.093547157943248693, 0.22439678013324699, 0.0082425400614738499, -0.015649655833840401, -0.00653020711615682, -1.52881526947021, -1.9163775505148799e-05, -2.1623263359069802, -1.5540548702119799e-05, 2.16284847259521, -1.52953028678894, -0.26402890682220498, 0.024944067001342801, -0.37140902876853898, -0.044071510434150703, -0.29843890666961698, -0.177285701036453, -0.058585006743669503, -0.0183692276477814, -0.026075478643178902, -0.15623773634433699, -0.011319605633616401, 0.054057534784078598, -0.23151709139347099, -0.00089795450912788499, 0.10536465793848, -0.067333526909351293, 0.00043256155913695698, 0.095035225152969402, -0.00043632232700474598, 0.094624765217304202, 0.066768139600753798, 0.14448715746402699, -0.12090456485748299, -0.203432962298393, -0.21472349762916601, 0.154288679361343, -0.071518480777740506, 0.27918133139610302, 0.080454014241695404, -0.0361245274543762, 0.0566458702087402, -0.030157707631588, 0.25150132179260298, -0.082445412874221802, -0.0114687560126185, 0.027113301679492, -2.2779068946838401, -2.3393469746224599e-05, -3.2218937873840301, -1.7939200915861899e-05, 3.22278833389282, -2.2791447639465301, -0.47945570945739702, 0.045197278261184699, -0.64478874206543002, -0.080234304070472703, -0.47389149665832497, -0.23455648124218001, -0.10695217549800901, -0.033054649829864502, -0.195749551057816, -0.040076982229948002, 0.094596333801746396, 0.098401188850402804, -0.059563819319009802, -0.000334969052346423, 0.030707944184541699, -0.0025739683769643298, -0.0020174346864223502, -0.0024467820767313199, -0.00204527890309691, 0.00013988610589876801, 0.00073755031917244196, 0.17339251935482, 0.099962860345840496, 0.14622049033641801, -0.088966980576515198, 0.040044382214546197, -1.5416861060657501e-05, -0.081159926950931494, -0.11909016221761699, 0.170753449201584, 0.031124599277973199, -0.052109345793724102, 0.121445283293724, 0.0289684906601906, 0.020809086039662399, 0.0544226132333279, -0.0043673445470631097, -0.00014539182302542001, 0.0061219600029289696, 0.000189467871678062, 0.0060523007996380303, 0.00425094133242965, 0.0905451029539108, 0.058540407568216303, -0.15191346406936601, 0.11511342227459, 0.15016922354698201, -0.11066282540559801, -0.15089659392833699, -0.021995550021529201, 0.10021472722291901, 0.019932290539145501, 0.070281185209751101, -0.120184391736984, -0.030551897361874601, 0.0072047915309667596, 0.041792899370193502, -0.0097634727135300602, 0.0119331693276763, -0.0068263513967394803, 0.011701960116624799, -0.0068089049309492103, 0.0095072658732533507, 0.133816182613373, -0.15090283751487699, 0.070243604481220204, 0.077758952975273105, -0.071993313729763003, -0.033549431711435297, -0.029018172994255999, 0.10475520789623299, 0.047332767397165298, 0.17077720165252699, 0.057527918368577999, -0.043988067656755399, 0.11077278107404701, -0.21170908212661699, 0.043612048029899597, -0.71565270423889205, 2.80283820757177e-05, 1.0121610164642301, -2.41986454057042e-05, 1.0123220682144201, 0.71586799621581998, -0.045286595821380601, -0.0269623268395662, 0.0683262273669243, -0.047560662031173699, -0.062597043812274905, 0.045772761106491103, 0.063010454177856404, 0.0197743345052004, -0.025724532082676901, -0.20542661845684099, -0.0248414911329746, 0.058127623051405002, 0.30385830998420699, 0.00210775528103113, -0.12754787504673001, -0.00073456991231069001, 0.000104061764432117, -0.0010063005611300501, 0.00014142321015242501, 0.00095045292982831597, -0.00064003589795902404, 0.056538689881563201, -0.038196403533220298, 0.095246985554695102, 0.077704243361949907, 0.089713566005229894, 0.058404259383678402, 0.097089007496833801, -1.8242251826450202e-05, -0.070699930191039997, 0.0231548044830561, 0.036239527165889698, -0.064700096845626803, 0.035663921386003501, -0.012914831750094899, -0.0478814952075481, -0.0285779368132353, 2.2119384368579599e-07, -0.0404084548354149, 4.62594880445977e-06, 0.040473498404025997, -0.028664523735642398, 0.0818745791912079, -0.0072916029021143896, 0.171691119670868, 0.0142411412671208, 0.227563425898552, 0.23875248432159399, 0.019401129335165, 0.0041248365305364097, -0.273390233516693, 0.031942136585712398, 0.24207504093647, -0.016599044203758202, 0.0499182641506195, -0.00059447408420965097, -0.092382267117500305, -0.083720728754997295, -0.102523192763329, -0.059237916022539097, -0.10253403335809699, -0.0591498985886574, 0.083691440522670704, 0.093738317489623996, 0.118414394557476, 0.119053602218628, -0.19025875627994501, -0.017257452011108398, -0.14737996459007299, -0.106449924409389, 0.119639433920383, -0.0358475148677826, 0.16083629429340399, -0.135845571756363, -0.045223556458950001, 0.129632458090782, 0.204596728086472, -0.089926846325397505, -0.0016409500967711199, 0.0020083498675376199, 0.0011536112288013101, -0.0019761291332542901, -0.0011378186754882301, -0.0015965295024216199, 0.062009602785110501, -0.085591755807399694, -0.073869466781616197, -0.129948750138283, -0.025633471086621298, 0.11476875841617599, 0.0570255033671856, -0.098354063928127303, 0.048130486160516697, -0.075562968850135803, -0.087558984756469699, -0.061446368694305399, 0.073952160775661496, 0.096327632665634197, -0.10392674803733799, -0.086937576532363905, -5.2227896958356703e-05, -0.12295132130384399, -5.67086790397298e-05, 0.122932203114033, -0.086922481656074496, 0.092386581003665896, 0.0563923679292202, 0.16267444193363201, -0.103307262063026, 0.177027583122253, 0.15235325694084201, -0.13730293512344399, -0.036718469113111503, -0.13380806148052199, -0.14056211709976199, 0.11525499820709199, 0.122316166758537, -0.211628392338753, -0.0109922774136066, 0.17250911891460399, -0.71328485012054399, -0.87364697456359897, -0.50431287288665805, -0.87368428707122803, -0.50450080633163497, 0.71341556310653698, -0.0728774294257164, -0.0137394573539495, -0.131415024399757, 0.120499663054943, -0.15048809349536901, -0.016238121315836899, 0.25341770052909901, 0.061544414609670597, -0.124150305986404, -0.023104058578610399, 0.161576017737389, -0.18417926132678999, -0.016373874619603199, -0.0301918238401413, 0.00962609611451626, -0.00358590018004179, -3.1569013572152501e-06, 0.00505110481753945, -1.33700987134944e-05, 0.0050756097771227403, 0.0036168387159705201, 0.076649472117423997, -0.0148532707244158, -0.15424914658069599, -0.031277053058147403, 0.20174449682235701, -0.21435502171516399, 0.043405968695879003, 0.0060502337291836704, 0.23922684788703899, 0.022777535021305102, 0.22072769701480899, 0.035028267651796299, -0.037091828882694203, -0.0024164030328393, 0.115568056702614, -0.0137155568227172, -0.00072690693195909305, 0.019026592373848, 0.00073597067967057196, 0.018235495314001999, 0.012611641548574, 0.14907942712307001, 0.10721461474895499, -0.205590710043907, 0.18899101018905601, 0.14405034482479101, -0.049517802894115399, -0.23817741870880099, -0.062822751700878102, -0.056222390383482, 0.079762905836105305, -0.057780988514423398, -0.208331778645515, -0.11229432374239, 0.030398890376091, 0.0136762224137783, -0.13207408785819999, -0.00012266315752640399, -0.18668732047080999, -0.000116608949610963, 0.18647037446498901, -0.13181127607822399, 0.17992316186428101, 0.0310163982212543, 0.194987177848816, -0.051282022148370701, 0.079243704676628099, -0.029616238549351699, -0.065854735672473894, -0.025143278762698201, 0.277732163667679, -0.117880158126354, -0.184251189231873, 0.0632317289710045, -0.16761179268360099, -0.0045813838951289697, -0.030651951208710702, -0.0068073021247982996, -0.0083365431055426598, 0.0048150913789868398, 0.0083073899149894697, -0.0047997133806347804, -0.0067770029418170504, 0.077614806592464405, 0.12953585386276201, -0.063416801393032102, 0.138088583946228, -0.10224375873804099, 0.164952263236046, 0.026345754042267799, 0.13718618452549, 0.084768116474151597, 0.096043966710567502, -0.054612904787063599, 0.138456135988235, -0.071488708257675199, 0.13371524214744601, 0.14154277741908999};
// WB3
double Slater_inv3_1[441] = {-0.056658742514349103, -9.5006825962797503, -18.307026635935799, -0.36744251865365501, 31.610841135834299, 39.084671241308698, -19.703711132730799, 18.666497646833299, 121.964198363159, -17.598444551917201, -2.9520245875548698, 24.935160344122199, 13.992695020707, 4.6612706754314903, -3.6234738869455199, -28.604054847833801, 9.5739197944338503, -62.128443913882499, -67.232459151277695, -11.803301377693099, -3.8508731471217099, 0.069411805979426894, 10.8007994955779, 22.458394727678201, -0.89282708659453403, -39.476164388726097, -47.5420201141931, 24.536662733275399, -23.351558477080602, -146.60044409871099, 21.549928185153298, 3.32891560872004, -30.5549979706051, -17.384760133954, -5.4401084934617003, 4.3730845094487396, 35.2040348414587, -11.414817838980399, 74.926509290741393, 80.145978783950099, 14.6842509146363, 5.7893824160342398, 0.041199702875412497, -6.4779318938824302, -13.2989719358296, 0.51508213587065199, 23.9434304832055, 27.923633944040301, -14.994539048994801, 13.545190256632999, 84.658750799602501, -12.440996315879, -1.6347815496642299, 17.4053340515119, 10.4563880132908, 3.2716511123291698, -2.32038524814726, -20.901080430435499, 6.5092932119827198, -43.310144838525801, -46.266317618221201, -9.0209731319320596, -3.3217327746699499, -0.071364036152653701, 11.529909516191401, 22.9175425489932, 0.44722818276140403, -39.897585842875301, -48.876557451246697, 24.801523764393401, -23.690956189203401, -151.28132599138999, 21.549304148995901, 3.4094704881876998, -30.687597458642099, -17.659848105023201, -5.7069215817131997, 4.0886157921745996, 35.564950307785701, -12.1803912964186, 77.135406641174299, 83.318689013925706, 14.819424258558801, 4.7782939163062803, -0.040051226770134098, -6.7134150132482402, -13.312257348225099, -0.26126985985289403, 22.204441530888801, 27.729627986407898, -13.7012421876807, 13.0503428483308, 85.297842345116607, -12.439369240025201, -1.60848061970372, 17.698309764178902, 10.1798985121263, 3.3110252774145601, -2.5466287558690199, -20.410023365852201, 6.7633439222022202, -43.4149505982517, -46.886928763683102, -7.88950712988734, -2.6927901019362199, -0.058248999176268398, 9.0508747193022892, 18.587941141225699, -0.73447131422595202, -35.308936282117699, -39.940782969048001, 21.9119312895712, -20.076960036338601, -123.935102576568, 17.592669318251101, 3.0259816420954402, -24.782453059479, -15.379073099754899, -4.67601503080067, 3.33242427220405, 30.0344780145867, -9.0772191462285008, 63.391820359557002, 67.760837774760006, 13.3701295015636, 4.8413052345891403, -0.00048534604109837199, -1.8238859168577699, 0.56645976558050504, -0.011652978445607001, 3.3511865791586, 2.0262681174419299, -2.14462816857628, 1.8811114733258301, 1.72516289469276, -0.0410444803602956, -0.17992011162600399, 4.6474809764852196, 0.32638302042170703, 1.28068103014527, 0.42381953652975901, -1.62158383882094, 1.84081037263479, -1.2636267813034701, -0.97726719185308597, -0.84319863660797401, 0.57245121780013697, 0.00072965273109526496, -0.74868100456805098, 0.61375144696985096, -0.013670796650539699, -10.880212250529199, -2.2389072194253701, 6.8446360871752603, -3.8338819099152301, -0.83708262317409499, 0.055638693619984997, 0.16395892268443801, -6.4020540512225601, -0.87619791103918299, 0.67273193621704896, -0.96217527481654197, 3.5322304037025498, 0.74780382069687101, 0.457651060635482, 2.4127372990709501, 5.8207812126355103, 0.41153697505715597, 0.00047300381075295099, -0.24273841428794099, 0.62931133864105804, -0.0075433586410305498, -3.8733549821913198, -2.7042122832831499, 2.4066006453807001, -1.90501007795962, -11.4961539239149, -0.025181201641384401, 0.20951155742128399, 4.41315756942062, -2.02827911285326, 0.53245648205106699, -0.57146100385840204, 1.6986603412216601, 0.20698230514139301, 5.5487259477006203, 4.3923373342920504, 2.6422104099671002, 0.12108516249854701, 0.00082691786224778699, 0.113024111733347, 2.7966391201096901, -0.052696331353419397, -4.8718908471754601, -4.3479524721016301, 3.1326652654405498, -2.1520186098021998, -17.7293360378548, -0.043482158450766098, 0.29115918226676102, 7.9265874331542596, -4.4255647905147004, -1.3335239860704799, -1.2720331573702599, 2.2195046250833101, 0.037526349197067099, 8.8672908187991606, 8.6317273115312592, 1.83700699526623, 1.8931859854467199, 0.000439374179950941, 1.8174276372186899, -0.095470042913778502, 0.0240432915091328, 0.33095163979973902, 0.419313643627721, -0.26508090252151401, 0.40758512406775099, 6.2032604963961004, 0.0299978360553445, -0.0350221248964512, -4.5247535085126103, 2.4252753636201798, -1.0443273705703999, -0.77183418222125399, -0.15673357470618601, -1.86654030909075, -2.3976989367798298, -1.56808861204302, 0.340202658594777, -1.0312623606052, -0.00063346566713256398, -0.661487272350328, -0.31969668820761499, -0.0207136433303984, -9.5617277834137209, -0.76548087353469296, 6.1338905273463604, -3.6493438141085299, -1.93160595722129, -0.054328540468196101, 0.063300925950509901, 8.0421985164502203, -6.7317743058458301, 0.56920882928816896, 1.39543139815216, 5.8217064803946901, 0.664937044390989, 2.0166407848672301, 0.66314768899536403, 2.4978865189964501, 0.90776612934725198, -0.00080526074137288, 0.866074714994297, -3.1810443538305599, 0.016712052067642799, 8.8525588583729107, 4.9029982933499703, -5.6387712154483003, 4.6377500718450797, 24.5361964752293, 0.036812637615073897, -0.307516025692601, -7.7158500239832, 6.5793196290456004, -0.90848412347546603, 1.2781649114678699, -4.0662241638244598, -0.85073071123983601, -12.848505169556301, -11.568586481641701, -3.9619743954566902, -0.100174674295188, 0.00069201116604256595, -0.421899716446686, -0.59032673715943695, 0.00276476648616889, 5.2753594946225197, 3.1708842333983198, -3.5051204501630502, -1.5506563388697101, 13.474253171986501, 0.038327175723695497, -0.21097106418518499, -8.0266607832375794, 6.6217101288174902, 1.26803738570163, -1.6239859547120901, -5.0491300215678701, 0.316141906166655, -6.8977435746728997, -6.9768951380000299, 1.3337978430772699, 0.27199695684951902, -0.00038359474997356102, 0.72100151176486804, -2.5365266414467098, 0.014980427848668199, 6.4663011480631196, 3.0354904137032901, -4.11275562441097, 3.6805173953314201, 18.1353313216757, 0.0085443837305102504, -0.16921638348780199, -3.85900106683119, 3.0428583654892001, -0.42146305418508101, 0.73140085261157395, -3.0095115595924198, -0.74724977432843798, -7.5689235578938199, -9.1654977643928905, -2.6018219553374502, -0.138580489522561, 3.1034344981670402e-05, 0.57346844296584099, -3.2816001969233399, 0.0098861018626169896, 2.7223870822496599, 3.19376385336182, -1.6094836478010499, 3.2093742171519399, 7.7061355268378202, 0.00180174673425388, -0.239342015844032, -0.17647999921287399, 1.7270571869450699, 0.18584316968323999, -0.066662651903874603, -2.3139065344532099, -0.65593666316055899, -3.9145254849983999, -3.4618799405385898, -2.6291335069492199, -0.23750024714478199, 0.00031371845096864198, -0.27014711720045598, -0.259122675110673, 0.0083797376871939597, 10.324015180961201, 0.62494833390683702, -6.5624316442850503, 3.9711776808922599, 2.31246521547006, 0.030498354639596902, -0.030734962225840101, -4.3487398562952402, 5.7898821592163596, 0.12407032656822101, -0.67808345005445703, -4.5636059941770499, 0.27242993392548098, -0.151105792955298, -2.1330095124199899, -4.5785158627476203, -0.23182086620430201, 0.00056545552199213298, 0.069522397061161395, 2.96885317382849, -0.051806865055980901, -9.7375846906152006, -3.7168685914889101, 6.2375373511235503, -2.6577205028209501, -20.3171172054412, -0.021304232202155899, 0.23708001500731801, 6.1434851687025596, -6.0140190081509104, -1.2111808932828501, -1.0189029621818799, 4.9024564940572102, 0.071576063751164501, 10.0372849796479, 8.8217235588703602, 3.2002119174291299, 1.88033862253058, -9.2381558436834005e-06, 0.209953576303675, 0.59897227695759403, 0.015408836716403701, 0.72667814261222297, 1.04253074219921, -0.36639952244782897, 2.1938545786385899, 10.5511658202853, -0.0060583673747924196, -0.040276481247202303, 0.19563265784432399, 0.695642528811383, 0.092195243295609006, -0.11700648378234201, -1.12128461392435, -0.24506719194217999, -5.08663676195245, -5.4127332500372898, -1.5233052074208899, -0.39207349407666497, -6.8044267141740398e-05, 1.4457806883519999, 3.6350558224209202, -0.050692260884422198, 6.5385777171092396, -6.1735157165659498, -4.2016623917464404, 0.71692866600594696, -26.888355558432, 0.028941180562419198, 0.41559738160577497, -1.41973334424801, 2.2623160579408399, 0.052440836591797699, 0.30315007284467799, -2.1595166526410599, -1.58941085218909, 13.577357339870201, 12.5510397413387, -2.28593652323275, 1.6131542987429599, 2.4964374967303e-05, 0.93824074473311303, -2.4541545673520901, 0.034536963170488502, 13.190305707504599, 4.9824580626416397, -8.2907707221262701, 7.2636404959165102, 24.581904470708601, -0.0158179845091273, -0.31398696530982101, -0.31358040502335599, 2.3904278510213701, 0.29019959630452602, -0.27262779401736098, -2.5076564852846102, -1.07562902654376, -12.0644593562773, -12.129759160663401, -8.6137752723124397, -0.85889008520979604};
// SM+spl
double Slater_inv3_2[441] = {-0.056658742514349103, -9.5006825962797503, -18.307026635935799, -0.36744251865365501, 31.610841135834299, 39.084671241308698, -19.703711132730799, 18.666497646833299, 121.964198363159, -17.598444551917201, -2.9520245875548698, 24.935160344122199, 13.992695020707, 4.6612706754314903, -3.6234738869455199, -28.604054847833801, 9.5739197944338503, -62.128443913882499, -67.232459151277695, -11.803301377693099, -3.8508731471217099, 0.069411805979426894, 10.8007994955779, 22.458394727678201, -0.89282708659453403, -39.476164388726097, -47.5420201141931, 24.536662733275399, -23.351558477080602, -146.60044409871099, 21.549928185153298, 3.32891560872004, -30.5549979706051, -17.384760133954, -5.4401084934617003, 4.3730845094487396, 35.2040348414587, -11.414817838980399, 74.926509290741393, 80.145978783950099, 14.6842509146363, 5.7893824160342398, 0.041199702875412497, -6.4779318938824302, -13.2989719358296, 0.51508213587065199, 23.9434304832055, 27.923633944040301, -14.994539048994801, 13.545190256632999, 84.658750799602501, -12.440996315879, -1.6347815496642299, 17.4053340515119, 10.4563880132908, 3.2716511123291698, -2.32038524814726, -20.901080430435499, 6.5092932119827198, -43.310144838525801, -46.266317618221201, -9.0209731319320596, -3.3217327746699499, -0.071364036152653701, 11.529909516191401, 22.9175425489932, 0.44722818276140403, -39.897585842875301, -48.876557451246697, 24.801523764393401, -23.690956189203401, -151.28132599138999, 21.549304148995901, 3.4094704881876998, -30.687597458642099, -17.659848105023201, -5.7069215817131997, 4.0886157921745996, 35.564950307785701, -12.1803912964186, 77.135406641174299, 83.318689013925706, 14.819424258558801, 4.7782939163062803, -0.040051226770134098, -6.7134150132482402, -13.312257348225099, -0.26126985985289403, 22.204441530888801, 27.729627986407898, -13.7012421876807, 13.0503428483308, 85.297842345116607, -12.439369240025201, -1.60848061970372, 17.698309764178902, 10.1798985121263, 3.3110252774145601, -2.5466287558690199, -20.410023365852201, 6.7633439222022202, -43.4149505982517, -46.886928763683102, -7.88950712988734, -2.6927901019362199, -0.058248999176268398, 9.0508747193022892, 18.587941141225699, -0.73447131422595202, -35.308936282117699, -39.940782969048001, 21.9119312895712, -20.076960036338601, -123.935102576568, 17.592669318251101, 3.0259816420954402, -24.782453059479, -15.379073099754899, -4.67601503080067, 3.33242427220405, 30.0344780145867, -9.0772191462285008, 63.391820359557002, 67.760837774760006, 13.3701295015636, 4.8413052345891403, -0.00048534604109837199, -1.8238859168577699, 0.56645976558050504, -0.011652978445607001, 3.3511865791586, 2.0262681174419299, -2.14462816857628, 1.8811114733258301, 1.72516289469276, -0.0410444803602956, -0.17992011162600399, 4.6474809764852196, 0.32638302042170703, 1.28068103014527, 0.42381953652975901, -1.62158383882094, 1.84081037263479, -1.2636267813034701, -0.97726719185308597, -0.84319863660797401, 0.57245121780013697, 0.00072965273109526496, -0.74868100456805098, 0.61375144696985096, -0.013670796650539699, -10.880212250529199, -2.2389072194253701, 6.8446360871752603, -3.8338819099152301, -0.83708262317409499, 0.055638693619984997, 0.16395892268443801, -6.4020540512225601, -0.87619791103918299, 0.67273193621704896, -0.96217527481654197, 3.5322304037025498, 0.74780382069687101, 0.457651060635482, 2.4127372990709501, 5.8207812126355103, 0.41153697505715597, 0.00047300381075295099, -0.24273841428794099, 0.62931133864105804, -0.0075433586410305498, -3.8733549821913198, -2.7042122832831499, 2.4066006453807001, -1.90501007795962, -11.4961539239149, -0.025181201641384401, 0.20951155742128399, 4.41315756942062, -2.02827911285326, 0.53245648205106699, -0.57146100385840204, 1.6986603412216601, 0.20698230514139301, 5.5487259477006203, 4.3923373342920504, 2.6422104099671002, 0.12108516249854701, 0.00082691786224778699, 0.113024111733347, 2.7966391201096901, -0.052696331353419397, -4.8718908471754601, -4.3479524721016301, 3.1326652654405498, -2.1520186098021998, -17.7293360378548, -0.043482158450766098, 0.29115918226676102, 7.9265874331542596, -4.4255647905147004, -1.3335239860704799, -1.2720331573702599, 2.2195046250833101, 0.037526349197067099, 8.8672908187991606, 8.6317273115312592, 1.83700699526623, 1.8931859854467199, 0.000439374179950941, 1.8174276372186899, -0.095470042913778502, 0.0240432915091328, 0.33095163979973902, 0.419313643627721, -0.26508090252151401, 0.40758512406775099, 6.2032604963961004, 0.0299978360553445, -0.0350221248964512, -4.5247535085126103, 2.4252753636201798, -1.0443273705703999, -0.77183418222125399, -0.15673357470618601, -1.86654030909075, -2.3976989367798298, -1.56808861204302, 0.340202658594777, -1.0312623606052, -0.00063346566713256398, -0.661487272350328, -0.31969668820761499, -0.0207136433303984, -9.5617277834137209, -0.76548087353469296, 6.1338905273463604, -3.6493438141085299, -1.93160595722129, -0.054328540468196101, 0.063300925950509901, 8.0421985164502203, -6.7317743058458301, 0.56920882928816896, 1.39543139815216, 5.8217064803946901, 0.664937044390989, 2.0166407848672301, 0.66314768899536403, 2.4978865189964501, 0.90776612934725198, -0.00080526074137288, 0.866074714994297, -3.1810443538305599, 0.016712052067642799, 8.8525588583729107, 4.9029982933499703, -5.6387712154483003, 4.6377500718450797, 24.5361964752293, 0.036812637615073897, -0.307516025692601, -7.7158500239832, 6.5793196290456004, -0.90848412347546603, 1.2781649114678699, -4.0662241638244598, -0.85073071123983601, -12.848505169556301, -11.568586481641701, -3.9619743954566902, -0.100174674295188, 0.00069201116604256595, -0.421899716446686, -0.59032673715943695, 0.00276476648616889, 5.2753594946225197, 3.1708842333983198, -3.5051204501630502, -1.5506563388697101, 13.474253171986501, 0.038327175723695497, -0.21097106418518499, -8.0266607832375794, 6.6217101288174902, 1.26803738570163, -1.6239859547120901, -5.0491300215678701, 0.316141906166655, -6.8977435746728997, -6.9768951380000299, 1.3337978430772699, 0.27199695684951902, -0.00038359474997356102, 0.72100151176486804, -2.5365266414467098, 0.014980427848668199, 6.4663011480631196, 3.0354904137032901, -4.11275562441097, 3.6805173953314201, 18.1353313216757, 0.0085443837305102504, -0.16921638348780199, -3.85900106683119, 3.0428583654892001, -0.42146305418508101, 0.73140085261157395, -3.0095115595924198, -0.74724977432843798, -7.5689235578938199, -9.1654977643928905, -2.6018219553374502, -0.138580489522561, 3.1034344981670402e-05, 0.57346844296584099, -3.2816001969233399, 0.0098861018626169896, 2.7223870822496599, 3.19376385336182, -1.6094836478010499, 3.2093742171519399, 7.7061355268378202, 0.00180174673425388, -0.239342015844032, -0.17647999921287399, 1.7270571869450699, 0.18584316968323999, -0.066662651903874603, -2.3139065344532099, -0.65593666316055899, -3.9145254849983999, -3.4618799405385898, -2.6291335069492199, -0.23750024714478199, 0.00031371845096864198, -0.27014711720045598, -0.259122675110673, 0.0083797376871939597, 10.324015180961201, 0.62494833390683702, -6.5624316442850503, 3.9711776808922599, 2.31246521547006, 0.030498354639596902, -0.030734962225840101, -4.3487398562952402, 5.7898821592163596, 0.12407032656822101, -0.67808345005445703, -4.5636059941770499, 0.27242993392548098, -0.151105792955298, -2.1330095124199899, -4.5785158627476203, -0.23182086620430201, 0.00056545552199213298, 0.069522397061161395, 2.96885317382849, -0.051806865055980901, -9.7375846906152006, -3.7168685914889101, 6.2375373511235503, -2.6577205028209501, -20.3171172054412, -0.021304232202155899, 0.23708001500731801, 6.1434851687025596, -6.0140190081509104, -1.2111808932828501, -1.0189029621818799, 4.9024564940572102, 0.071576063751164501, 10.0372849796479, 8.8217235588703602, 3.2002119174291299, 1.88033862253058, -9.2381558436834005e-06, 0.209953576303675, 0.59897227695759403, 0.015408836716403701, 0.72667814261222297, 1.04253074219921, -0.36639952244782897, 2.1938545786385899, 10.5511658202853, -0.0060583673747924196, -0.040276481247202303, 0.19563265784432399, 0.695642528811383, 0.092195243295609006, -0.11700648378234201, -1.12128461392435, -0.24506719194217999, -5.08663676195245, -5.4127332500372898, -1.5233052074208899, -0.39207349407666497, -6.8044267141740398e-05, 1.4457806883519999, 3.6350558224209202, -0.050692260884422198, 6.5385777171092396, -6.1735157165659498, -4.2016623917464404, 0.71692866600594696, -26.888355558432, 0.028941180562419198, 0.41559738160577497, -1.41973334424801, 2.2623160579408399, 0.052440836591797699, 0.30315007284467799, -2.1595166526410599, -1.58941085218909, 13.577357339870201, 12.5510397413387, -2.28593652323275, 1.6131542987429599, 2.4964374967303e-05, 0.93824074473311303, -2.4541545673520901, 0.034536963170488502, 13.190305707504599, 4.9824580626416397, -8.2907707221262701, 7.2636404959165102, 24.581904470708601, -0.0158179845091273, -0.31398696530982101, -0.31358040502335599, 2.3904278510213701, 0.29019959630452602, -0.27262779401736098, -2.5076564852846102, -1.07562902654376, -12.0644593562773, -12.129759160663401, -8.6137752723124397, -0.85889008520979604};
const uint64_t N_updates5 = 5;
const uint64_t Updates_index5[5] = {17, 18, 19, 20, 21};
const double Updates5[105] = {-0.026680206879973502, 0.27298007905483301, -0.099715244024992294, -0.1053539039567112, -0.1449181307107206, 0.086803577840328203, -0.13467331603169441, 0.083233945071697304, -0.050348894670605604, 0.113249283283949, -0.18058512732386639, -0.013084722682833599, -0.2101329043507576, 0.29668186604976698, 0.011996015906333896, -0.25581711530685397, -0.18468007631599939, -0.19795016199350388, 0.13754389435052872, 0.066371031105519007, 0.1506568714976311, 0.1407152302563191, -0.035490237176418013, -0.15555772557854669, -0.13084962218999829, -0.065377140417695004, -0.28165902942419097, -0.0038048550486564081, -0.17355462908744812, 0.1904655769467351, 0.1015159860253334, -0.082969114184379605, 0.1009396240115165, 0.25867408514022822, -0.090622015297412997, -0.0261126160621643, -0.0070611685514450073, 0.34575527906417902, 0.1856994293630127, 0.1505507901310916, -0.24748291820287749, -0.1930690407752986, -0.10824421048164369, -0.2003080397844319, -0.050228431820869016, 0.2341227037832137, -0.1714876033365724, 0.32784904539585158, 0.040038149803876807, 0.12709141941741103, -0.088602993637323102, -0.1617441214621064, -0.237361330538988, -0.029239896684885004, 0.039443209767341697, -0.15546871721744498, -0.0127334967255592, -0.093294814229011994, -0.16617536172270789, 0.081297293305397006, -0.11561803519725759, -0.088157065212726496, 0.043941155076026403, -0.043334499001503005, -0.072291933000086989, 0.25947313755750623, -0.00654759816825385, -0.23022028384730242, -0.0992842186242342, -0.059074921417050084, 0.009816635400056898, -0.018885548226535299, 0.28729220479726802, 0.30690228054299934, 0.058271216228604303, 0.050839929841458791, -0.091462507843971003, 0.21059621125459649, -0.19497598148882408, 0.012118805199861502, -0.040971436537802185, -0.0676504261791709, -0.16150601254776081, 0.076545581221580811, -0.44388696737587502, 0.026131823658942982, -0.11532356310635784, 0.038358195684850299, 0.16635001881513747, 0.035624274984002099, 0.039094586856663179, 0.12423532153479717, 0.13070272840559499, 0.027002811431885002, -0.22131750034168385, 0.1172939799726007, -0.034513717517256695, 0.19796614628285178, 0.087915631011128009, 0.1338309701532128, -0.086308442056179102, -0.014136113226413699, 0.06877816375345, 0.11613245680928279, -0.16100704949349121};
const double Slater5[441] = {-2.8945870399475102, 3.5455725193023699, 2.0470812320709202, -3.5464441776275599, -2.0474903583526598, -2.89596366882324, -0.61329728364944502, 0.70991641283035301, 0.45664468407630898, 0.59523195028305098, 0.26079276204109197, -0.027727147564291999, -0.35093706846237199, -0.095610238611698206, -0.130077064037323, 0.10946778208017301, 0.021800471469759899, 0.048480678349733401, -0.092234551906585693, -0.0160505045205355, -0.42026260495185902, -0.78021097183227495, -0.95558542013168302, -0.55174458026885997, -0.95579683780670199, -0.55179446935653698, 0.78044348955154397, -0.115299895405769, -0.11754634231329, -0.0318448171019554, -0.00082233443390577999, 0.064001239836216001, 0.12740932404995001, -0.049412809312343597, -0.074464745819568606, 0.19851659238338501, -0.088878795504569993, 0.135610401630402, -0.13736967742443101, -0.101879440248013, 0.102390937507153, -0.12476679682731601, -0.00527230883017182, 0.00029381641070358499, 0.0072919740341603799, -0.00026352208806201799, 0.0068838247098028703, 0.0047294595278799499, 0.11728889495134399, -0.062190085649490398, -0.15969239175319699, -0.10645916312933, 0.112943567335606, -0.0015487050404772199, -0.045737843960523598, 0.13196058571338701, 0.038660705089569099, -0.050266433507204097, -0.13745591044426, -0.037740666419267703, 0.11781705915927899, 0.19417031109332999, -0.0079971449449658394, -0.30874741077423101, -0.37815779447555498, 0.218254208564758, 0.378139227628708, -0.21839827299118, -0.30879178643226601, 0.025539221242070202, 0.112043909728527, 0.037676706910133403, 0.025347150862216901, -0.19991625845432301, 0.14163509011268599, 0.13326919078826899, 0.213842943310738, 0.131471157073975, 0.14626120030879999, -0.0118067460134625, 0.093547157943248693, 0.22439678013324699, 0.0082425400614738499, 0.0250354297459126, -1.52881526947021, -1.9163775505148799e-05, -2.1623263359069802, -1.5540548702119799e-05, 2.16284847259521, -1.52953028678894, -0.26402890682220498, 0.024944067001342801, -0.37140902876853898, -0.044071510434150703, -0.29843890666961698, -0.043834518641233403, -0.177285701036453, -0.058585006743669503, -0.0183692276477814, -0.026075478643178902, -0.15623773634433699, -0.011319605633616401, 0.054057534784078598, -0.23151709139347099, -0.0016308756312355399, -0.067333526909351293, 0.00043256155913695698, 0.095035225152969402, -0.00043632232700474598, 0.094624765217304202, 0.066768139600753798, 0.14448715746402699, -0.12090456485748299, -0.203432962298393, -0.21472349762916601, 0.154288679361343, 0.017385326325893399, -0.071518480777740506, 0.27918133139610302, 0.080454014241695404, -0.0361245274543762, 0.0566458702087402, -0.030157707631588, 0.25150132179260298, -0.082445412874221802, -0.017600754275918, -2.2779068946838401, -2.3393469746224599e-05, -3.2218937873840301, -1.7939200915861899e-05, 3.22278833389282, -2.2791447639465301, -0.47945570945739702, 0.045197278261184699, -0.64478874206543002, -0.080234304070472703, -0.47389149665832497, 0.024908870458602898, -0.23455648124218001, -0.10695217549800901, -0.033054649829864502, -0.195749551057816, -0.040076982229948002, 0.094596333801746396, 0.098401188850402804, -0.059563819319009802, -0.0045592403039336196, -0.0025739683769643298, -0.0020174346864223502, -0.0024467820767313199, -0.00204527890309691, 0.00013988610589876801, 0.00073755031917244196, 0.17339251935482, 0.099962860345840496, 0.14622049033641801, -0.088966980576515198, 0.040044382214546197, -0.14437201619148299, -1.5416861060657501e-05, -0.081159926950931494, -0.11909016221761699, 0.170753449201584, 0.031124599277973199, -0.052109345793724102, 0.121445283293724, 0.0289684906601906, 0.120766848325729, -0.0043673445470631097, -0.00014539182302542001, 0.0061219600029289696, 0.000189467871678062, 0.0060523007996380303, 0.00425094133242965, 0.0905451029539108, 0.058540407568216303, -0.15191346406936601, 0.11511342227459, 0.15016922354698201, 0.10024280846118901, -0.11066282540559801, -0.15089659392833699, -0.021995550021529201, 0.10021472722291901, 0.019932290539145501, 0.070281185209751101, -0.120184391736984, -0.030551897361874601, 0.10763206332922, -0.0097634727135300602, 0.0119331693276763, -0.0068263513967394803, 0.011701960116624799, -0.0068089049309492103, 0.0095072658732533507, 0.133816182613373, -0.15090283751487699, 0.070243604481220204, 0.077758952975273105, -0.071993313729763003, -0.0526336021721363, -0.033549431711435297, -0.029018172994255999, 0.10475520789623299, 0.047332767397165298, 0.17077720165252699, 0.057527918368577999, -0.043988067656755399, 0.11077278107404701, -0.11803108453750601, -0.71565270423889205, 2.80283820757177e-05, 1.0121610164642301, -2.41986454057042e-05, 1.0123220682144201, 0.71586799621581998, -0.045286595821380601, -0.0269623268395662, 0.0683262273669243, -0.047560662031173699, -0.062597043812274905, -0.0278066452592611, 0.045772761106491103, 0.063010454177856404, 0.0197743345052004, -0.025724532082676901, -0.20542661845684099, -0.0248414911329746, 0.058127623051405002, 0.30385830998420699, -0.0018243347294628601, -0.00073456991231069001, 0.000104061764432117, -0.0010063005611300501, 0.00014142321015242501, 0.00095045292982831597, -0.00064003589795902404, 0.056538689881563201, -0.038196403533220298, 0.095246985554695102, 0.077704243361949907, 0.089713566005229894, 0.071932643651962294, 0.058404259383678402, 0.097089007496833801, -1.8242251826450202e-05, -0.070699930191039997, 0.0231548044830561, 0.036239527165889698, -0.064700096845626803, 0.035663921386003501, 0.140344902873039, -0.0285779368132353, 2.2119384368579599e-07, -0.0404084548354149, 4.62594880445977e-06, 0.040473498404025997, -0.028664523735642398, 0.0818745791912079, -0.0072916029021143896, 0.171691119670868, 0.0142411412671208, 0.227563425898552, 0.20764905214309701, 0.23875248432159399, 0.019401129335165, 0.0041248365305364097, -0.273390233516693, 0.031942136585712398, 0.24207504093647, -0.016599044203758202, 0.0499182641506195, 0.011294623836875, -0.083720728754997295, -0.102523192763329, -0.059237916022539097, -0.10253403335809699, -0.0591498985886574, 0.083691440522670704, 0.093738317489623996, 0.118414394557476, 0.119053602218628, -0.19025875627994501, -0.017257452011108398, 0.111288614571095, -0.14737996459007299, -0.106449924409389, 0.119639433920383, -0.0358475148677826, 0.16083629429340399, -0.135845571756363, -0.045223556458950001, 0.129632458090782, 0.0101170120760798, -0.0016409500967711199, 0.0020083498675376199, 0.0011536112288013101, -0.0019761291332542901, -0.0011378186754882301, -0.0015965295024216199, 0.062009602785110501, -0.085591755807399694, -0.073869466781616197, -0.129948750138283, -0.025633471086621298, 0.092304252088069902, 0.11476875841617599, 0.0570255033671856, -0.098354063928127303, 0.048130486160516697, -0.075562968850135803, -0.087558984756469699, -0.061446368694305399, 0.073952160775661496, -0.030968701466917999, -0.086937576532363905, -5.2227896958356703e-05, -0.12295132130384399, -5.67086790397298e-05, 0.122932203114033, -0.086922481656074496, 0.092386581003665896, 0.0563923679292202, 0.16267444193363201, -0.103307262063026, 0.177027583122253, 0.119934171438217, 0.15235325694084201, -0.13730293512344399, -0.036718469113111503, -0.13380806148052199, -0.14056211709976199, 0.11525499820709199, 0.122316166758537, -0.211628392338753, -0.030221903696656199, -0.71328485012054399, -0.87364697456359897, -0.50431287288665805, -0.87368428707122803, -0.50450080633163497, 0.71341556310653698, -0.0728774294257164, -0.0137394573539495, -0.131415024399757, 0.120499663054943, -0.15048809349536901, 0.067258194088935894, -0.016238121315836899, 0.25341770052909901, 0.061544414609670597, -0.124150305986404, -0.023104058578610399, 0.161576017737389, -0.18417926132678999, -0.016373874619603199, -0.061180751770734801, -0.00358590018004179, -3.1569013572152501e-06, 0.00505110481753945, -1.33700987134944e-05, 0.0050756097771227403, 0.0036168387159705201, 0.076649472117423997, -0.0148532707244158, -0.15424914658069599, -0.031277053058147403, 0.20174449682235701, 0.17827098071575201, -0.21435502171516399, 0.043405968695879003, 0.0060502337291836704, 0.23922684788703899, 0.022777535021305102, 0.22072769701480899, 0.035028267651796299, -0.037091828882694203, -0.054775215685367598, -0.0137155568227172, -0.00072690693195909305, 0.019026592373848, 0.00073597067967057196, 0.018235495314001999, 0.012611641548574, 0.14907942712307001, 0.10721461474895499, -0.205590710043907, 0.18899101018905601, 0.14405034482479101, 0.0080890702083706908, -0.049517802894115399, -0.23817741870880099, -0.062822751700878102, -0.056222390383482, 0.079762905836105305, -0.057780988514423398, -0.208331778645515, -0.11229432374239, 0.0132825700566173, -0.13207408785819999, -0.00012266315752640399, -0.18668732047080999, -0.000116608949610963, 0.18647037446498901, -0.13181127607822399, 0.17992316186428101, 0.0310163982212543, 0.194987177848816, -0.051282022148370701, 0.079243704676628099, -0.16229276359081299, -0.029616238549351699, -0.065854735672473894, -0.025143278762698201, 0.277732163667679, -0.117880158126354, -0.184251189231873, 0.0632317289710045, -0.16761179268360099, 0.0096404440701007808, -0.0068073021247982996, -0.0083365431055426598, 0.0048150913789868398, 0.0083073899149894697, -0.0047997133806347804, -0.0067770029418170504, 0.077614806592464405, 0.12953585386276201, -0.063416801393032102, 0.138088583946228, -0.10224375873804099, 0.130568191409111, 0.164952263236046, 0.026345754042267799, 0.13718618452549, 0.084768116474151597, 0.096043966710567502, -0.054612904787063599, 0.138456135988235, -0.071488708257675199, -0.0153317032381892};
// WB2+spl: 2,2,1
double Slater_inv5_1[441] = {-0.054189244668834902, -105.426713929607, -88.458496476283003, 1.5333775291907901, -306.17152423250297, 211.834723659242, 189.348181800731, -164.85602878397, 1001.02895803198, -19.086531171244101, -14.1862411100869, 93.929906236367501, -177.880045125896, -6.7382862272631598, -14.511503830974201, 198.86948709278099, 116.24375034946701, -509.187787693936, -474.82187536023201, 185.49468275501101, -68.704359475869197, 0.066396729468773799, 128.61396390514599, 107.279152808508, -3.2214077352586501, 377.39638500462598, -258.32727230254102, -233.50899542599601, 202.73053181330999, -1222.6711957145401, 23.374193247961198, 17.0231928902612, -115.31992914359, 218.34781344598201, 8.5868800406738099, 17.706454078785399, -244.13052330624399, -142.42769283244499, 622.15335091370196, 579.15535219316803, -228.72024346964599, 85.262861528059901, 0.042977214694503003, -75.818887039648899, -63.4429496117761, 1.89037149893251, -221.440571714557, 152.54192851849001, 136.92110635753301, -119.073716594494, 720.98982202338402, -13.516656591400601, -9.7291496308540406, 67.372278162472895, -128.19425354399101, -4.9638472213270699, -10.200417492010599, 143.31769471617801, 83.615852083439094, -366.86654819753397, -341.426964056759, 133.98241248588599, -50.230799667840699, -0.074440153582489205, 131.003888225851, 110.340015781723, -1.92534262087524, 381.482058581253, -264.51148724341499, -236.035513173862, 204.43864191351099, -1249.3967405711001, 23.404380739562701, 17.427737318703301, -116.737852869633, 221.189913802663, 8.4677080090305399, 17.684126766935599, -247.44394443997601, -145.031902348194, 635.53348480709997, 592.58164589603302, -230.87850923206801, 85.694308069456397, -0.038299262589364599, -74.702005824131604, -63.171412849899497, 1.0859859506457199, -217.148397050222, 150.25957665606299, 134.431598757773, -117.013550651343, 708.34335491195498, -13.4940069422526, -9.5788103819957797, 66.593490547156307, -125.80391712960601, -4.7671091217963504, -10.2632044954116, 140.809682960885, 82.366527572926103, -360.28206877713399, -335.74815599116999, 131.925760239261, -48.660685665615503, -0.060749768867194, 106.92546569584999, 88.790343162838894, -2.6692288353747702, 312.16097467403699, -214.903931604847, -193.215823966269, 167.781122174079, -1018.10641886182, 19.107519450141002, 14.388719322765001, -95.267373183568594, 180.40857560667001, 6.9728512293157801, 14.4102075774752, -201.83015329787199, -117.917199027973, 518.09179195913805, 482.46342773412402, -189.25708821193001, 70.869624357767506, -0.000187411047696029, -11.9846117540694, -9.5726690972884096, 0.23970985157893901, -31.525734707294099, 26.424001662617101, 19.629541977294, -12.8111861333484, 126.186955595279, -0.21994779537689901, -1.75278408990554, 12.699562562401301, -19.050321348645301, 0.28466729039388, -1.07057307471916, 20.675591706275501, 13.1048598424623, -64.121267975873096, -59.394985304548896, 16.918592992744401, -7.70362909966763, 0.00036065684724530402, 12.9068309168011, 12.002712393435401, -0.33194601220397202, 40.326484701927001, -31.878253347415502, -25.170560077575001, 17.9905011861023, -156.05779622500401, 0.28522581276215098, 2.06069522309385, -17.151275363286, 25.397351917205899, 2.08581286823873, 0.91118057859336898, -26.515090998756101, -14.4035822159035, 78.890023885294596, 75.240667711773398, -20.769502289340899, 10.973365712218101, 0.00054214253230406803, -2.29504518628212, -2.1312244512866698, 0.047562978801466302, -10.6318457557031, 3.0591772010668401, 6.6375862982055702, -4.4363733110097296, 16.291945106274301, -0.062929125223047597, -0.16835581689436099, 6.0820271877694996, -5.8351950377758204, 0.35401259185447298, -0.90070453596893996, 6.0382685793059503, 2.4785619931575602, -8.4908203096171402, -8.6197966065449307, 5.8804527059182696, -1.67757738078734, 0.00096800508899916803, -2.4934502646428101, -4.5195305250493698, 0.052900907147883501, -6.5403147654399101, 8.5375829900159896, 4.1350660479474399, -1.63386715634978, 39.5635438458416, -0.11054656518749099, -0.56905231469759199, 10.2311793759502, -8.8014973731182806, -1.42214511908425, -1.9356586876592501, 7.4277556761303396, 2.8985267278915199, -19.981167223464801, -18.310196540769098, 1.3631485584979499, -1.4104996470922699, 0.000167515045034934, 10.6237721447983, 9.6125946891096099, -0.20829092726741699, 28.481388931713699, -22.584157610136199, -17.8392407006579, 11.6781776869203, -110.705963174229, 0.192721307745398, 1.4471736958685699, -11.629464509211299, 19.0388155304672, -0.23390314175395899, 0.62505732559282601, -19.284349111137399, -11.6199046959709, 56.562315732201498, 53.440734762614099, -13.464260193464, 6.5494922727750904, -0.00064712664753083498, 0.51012013976619996, -0.40601608060218902, -0.010304898323864499, -1.9162384482042301, 0.67040773560745603, 1.4195140953666501, 1.89175006728124, 8.4997123797302105, -0.053837688493721801, -0.0081694468687663092, 7.5841687069424202, -3.9864241641726901, 0.82441242748559596, 1.28841942280286, 2.4602644684099202, -0.65833650503714802, -2.93422340475106, -4.7994849299481297, -3.1153746742144999, 0.76509679552570997, -0.00094253467883977896, 4.5884404541075803, 2.5577714145483599, -0.100362327319965, 18.711173319888399, -7.5191542625802104, -11.814804467633101, 7.51205003788884, -36.605280961279099, 0.11460812693040601, 0.498461399643222, -10.903564320961401, 13.2948947844546, -0.64349351510306596, 1.9974412451213299, -11.727821769419799, -4.9603602940684901, 17.916362650168399, 17.291804112001799, -7.9761250950845, 3.6407278735208699, -0.000183321670183587, 6.4691421816769399, 6.0512576241625498, -0.15162968127745899, 23.395366108183801, -14.5381852262701, -14.606223833564799, 10.199271998597199, -73.975176230999594, 0.109352036334604, 0.939662287060122, -5.0493506777824901, 12.432450504307001, 0.66340082972807302, 0.89171490853171798, -14.301193838340501, -7.1767924210601599, 37.417730343433, 34.621199008384998, -12.2257905481279, 5.0337643040644098, 0.00077853683475417402, -4.0437466042030499, -3.2232682351578399, 0.038202731665628202, -12.153196028398099, 6.5027616010011799, 7.2973627140258399, -12.054113026894999, 23.6623418919025, 0.0029087480524890102, -0.465988240269751, -5.8215678299339997, -0.92982871489462304, 0.72875377435640498, -1.76856112702097, 3.9100682853776498, 4.3638012685037904, -12.532035664209801, -10.8596693966264, 12.5729914998231, -1.17795314966104, -0.00047116201805309901, 2.7712702890005598, 1.4259517039641101, -0.060855532638316702, 9.8783846948200704, -5.3156162802238898, -6.24217543532784, 4.0955113938692902, -22.6133771249789, 0.0576846298115802, 0.37261538596098298, -5.69311024324454, 6.6165547759347501, -0.31572322723037299, 1.2076815066994999, -7.13883450856141, -3.0036796657518701, 12.888731168100399, 10.144844547714699, -3.4202567509716602, 2.2424073656324301, 0.00046719815518450402, -6.1786048720593501, -4.9366254575058903, 0.121293000821164, -13.5354546658637, 11.122151465656, 8.2996176249675795, -7.8492497139147304, 53.792699096533298, -0.056207389907105297, -0.72284563910330601, -0.034988476570927102, -5.8914910450597402, -0.57259031868870103, -1.3110690999933601, 8.9888650972260002, 6.8430482968640902, -26.406527264610599, -25.8419474444987, 8.95444342115516, -4.1168180484580699, 0.00068908057573134802, -2.0076563509740999, -3.65231424825159, 0.042894239647239998, -9.7520285174303201, 7.9819862061298199, 6.2214414143151, -1.1841920217922099, 31.911005041941699, -0.080053013664620296, -0.54185675163812796, 8.0781654837979193, -9.3493294125201594, -1.24083642122091, -1.6208022544009499, 8.8607449463367196, 2.3445831189331501, -16.218420387174199, -15.8119148955707, 1.7389982134136399, -1.0509978817476, -3.48584361237575e-05, 0.61330220442703598, 2.33052219623813, -0.0057796507046079101, 5.3801162861110896, -1.7460100802854299, -3.4260231079769401, 1.85323155008146, -1.34565392401789, 0.0020702237459098, 0.147768044797361, -0.43649104760725999, 0.997972495465969, 0.056933085588242997, 0.0077486424610570597, -0.89070134502194598, -0.68148789029708001, 0.89518325797891696, 0.16523545732706499, -2.8298454160600501, 0.26096748561569599, -3.9951230141139501e-05, 2.6625953366596802, 0.159171360187916, -0.0080654609832386693, 14.485659114429501, 0.26188806209423798, -8.9564367313419204, 9.5170929366304993, 3.6594343436186199, 0.017879567938259198, 0.0042052494877241001, -1.4377710841437801, 5.8763150360799203, 0.47441391996743998, -0.014783250610591801, -7.06163381200634, -2.9885184999935599, -1.42889911045556, -2.4433038426403901, -9.8958894810457991, 0.55194555716779503, -5.7250805560848302e-05, 0.98372766353792995, 3.2392588139392098, -0.0119630481344816, 0.14153713576169, -2.73924503033615, 0.060309030316031902, 2.34167965625057, -3.8604817562043001, 0.012593073725828199, 0.22349082635471901, -0.35749918018293803, 2.0835157939561699, 0.13368765195851301, 0.0515445449292352, -2.95655438325227, -1.09680637412728, 2.2418386652533302, 1.2169977713442901, -1.20005576483735, 0.48385142427875799};
// WB3+splL 3,1,1
double Slater_inv5_2[441] = {-0.054189244668834902, -105.426713929607, -88.458496476283003, 1.5333775291907901, -306.17152423250297, 211.834723659242, 189.348181800731, -164.85602878397, 1001.02895803198, -19.086531171244101, -14.1862411100869, 93.929906236367501, -177.880045125896, -6.7382862272631598, -14.511503830974201, 198.86948709278099, 116.24375034946701, -509.187787693936, -474.82187536023201, 185.49468275501101, -68.704359475869197, 0.066396729468773799, 128.61396390514599, 107.279152808508, -3.2214077352586501, 377.39638500462598, -258.32727230254102, -233.50899542599601, 202.73053181330999, -1222.6711957145401, 23.374193247961198, 17.0231928902612, -115.31992914359, 218.34781344598201, 8.5868800406738099, 17.706454078785399, -244.13052330624399, -142.42769283244499, 622.15335091370196, 579.15535219316803, -228.72024346964599, 85.262861528059901, 0.042977214694503003, -75.818887039648899, -63.4429496117761, 1.89037149893251, -221.440571714557, 152.54192851849001, 136.92110635753301, -119.073716594494, 720.98982202338402, -13.516656591400601, -9.7291496308540406, 67.372278162472895, -128.19425354399101, -4.9638472213270699, -10.200417492010599, 143.31769471617801, 83.615852083439094, -366.86654819753397, -341.426964056759, 133.98241248588599, -50.230799667840699, -0.074440153582489205, 131.003888225851, 110.340015781723, -1.92534262087524, 381.482058581253, -264.51148724341499, -236.035513173862, 204.43864191351099, -1249.3967405711001, 23.404380739562701, 17.427737318703301, -116.737852869633, 221.189913802663, 8.4677080090305399, 17.684126766935599, -247.44394443997601, -145.031902348194, 635.53348480709997, 592.58164589603302, -230.87850923206801, 85.694308069456397, -0.038299262589364599, -74.702005824131604, -63.171412849899497, 1.0859859506457199, -217.148397050222, 150.25957665606299, 134.431598757773, -117.013550651343, 708.34335491195498, -13.4940069422526, -9.5788103819957797, 66.593490547156307, -125.80391712960601, -4.7671091217963504, -10.2632044954116, 140.809682960885, 82.366527572926103, -360.28206877713399, -335.74815599116999, 131.925760239261, -48.660685665615503, -0.060749768867194, 106.92546569584999, 88.790343162838894, -2.6692288353747702, 312.16097467403699, -214.903931604847, -193.215823966269, 167.781122174079, -1018.10641886182, 19.107519450141002, 14.388719322765001, -95.267373183568594, 180.40857560667001, 6.9728512293157801, 14.4102075774752, -201.83015329787199, -117.917199027973, 518.09179195913805, 482.46342773412402, -189.25708821193001, 70.869624357767506, -0.000187411047696029, -11.9846117540694, -9.5726690972884096, 0.23970985157893901, -31.525734707294099, 26.424001662617101, 19.629541977294, -12.8111861333484, 126.186955595279, -0.21994779537689901, -1.75278408990554, 12.699562562401301, -19.050321348645301, 0.28466729039388, -1.07057307471916, 20.675591706275501, 13.1048598424623, -64.121267975873096, -59.394985304548896, 16.918592992744401, -7.70362909966763, 0.00036065684724530402, 12.9068309168011, 12.002712393435401, -0.33194601220397202, 40.326484701927001, -31.878253347415502, -25.170560077575001, 17.9905011861023, -156.05779622500401, 0.28522581276215098, 2.06069522309385, -17.151275363286, 25.397351917205899, 2.08581286823873, 0.91118057859336898, -26.515090998756101, -14.4035822159035, 78.890023885294596, 75.240667711773398, -20.769502289340899, 10.973365712218101, 0.00054214253230406803, -2.29504518628212, -2.1312244512866698, 0.047562978801466302, -10.6318457557031, 3.0591772010668401, 6.6375862982055702, -4.4363733110097296, 16.291945106274301, -0.062929125223047597, -0.16835581689436099, 6.0820271877694996, -5.8351950377758204, 0.35401259185447298, -0.90070453596893996, 6.0382685793059503, 2.4785619931575602, -8.4908203096171402, -8.6197966065449307, 5.8804527059182696, -1.67757738078734, 0.00096800508899916803, -2.4934502646428101, -4.5195305250493698, 0.052900907147883501, -6.5403147654399101, 8.5375829900159896, 4.1350660479474399, -1.63386715634978, 39.5635438458416, -0.11054656518749099, -0.56905231469759199, 10.2311793759502, -8.8014973731182806, -1.42214511908425, -1.9356586876592501, 7.4277556761303396, 2.8985267278915199, -19.981167223464801, -18.310196540769098, 1.3631485584979499, -1.4104996470922699, 0.000167515045034934, 10.6237721447983, 9.6125946891096099, -0.20829092726741699, 28.481388931713699, -22.584157610136199, -17.8392407006579, 11.6781776869203, -110.705963174229, 0.192721307745398, 1.4471736958685699, -11.629464509211299, 19.0388155304672, -0.23390314175395899, 0.62505732559282601, -19.284349111137399, -11.6199046959709, 56.562315732201498, 53.440734762614099, -13.464260193464, 6.5494922727750904, -0.00064712664753083498, 0.51012013976619996, -0.40601608060218902, -0.010304898323864499, -1.9162384482042301, 0.67040773560745603, 1.4195140953666501, 1.89175006728124, 8.4997123797302105, -0.053837688493721801, -0.0081694468687663092, 7.5841687069424202, -3.9864241641726901, 0.82441242748559596, 1.28841942280286, 2.4602644684099202, -0.65833650503714802, -2.93422340475106, -4.7994849299481297, -3.1153746742144999, 0.76509679552570997, -0.00094253467883977896, 4.5884404541075803, 2.5577714145483599, -0.100362327319965, 18.711173319888399, -7.5191542625802104, -11.814804467633101, 7.51205003788884, -36.605280961279099, 0.11460812693040601, 0.498461399643222, -10.903564320961401, 13.2948947844546, -0.64349351510306596, 1.9974412451213299, -11.727821769419799, -4.9603602940684901, 17.916362650168399, 17.291804112001799, -7.9761250950845, 3.6407278735208699, -0.000183321670183587, 6.4691421816769399, 6.0512576241625498, -0.15162968127745899, 23.395366108183801, -14.5381852262701, -14.606223833564799, 10.199271998597199, -73.975176230999594, 0.109352036334604, 0.939662287060122, -5.0493506777824901, 12.432450504307001, 0.66340082972807302, 0.89171490853171798, -14.301193838340501, -7.1767924210601599, 37.417730343433, 34.621199008384998, -12.2257905481279, 5.0337643040644098, 0.00077853683475417402, -4.0437466042030499, -3.2232682351578399, 0.038202731665628202, -12.153196028398099, 6.5027616010011799, 7.2973627140258399, -12.054113026894999, 23.6623418919025, 0.0029087480524890102, -0.465988240269751, -5.8215678299339997, -0.92982871489462304, 0.72875377435640498, -1.76856112702097, 3.9100682853776498, 4.3638012685037904, -12.532035664209801, -10.8596693966264, 12.5729914998231, -1.17795314966104, -0.00047116201805309901, 2.7712702890005598, 1.4259517039641101, -0.060855532638316702, 9.8783846948200704, -5.3156162802238898, -6.24217543532784, 4.0955113938692902, -22.6133771249789, 0.0576846298115802, 0.37261538596098298, -5.69311024324454, 6.6165547759347501, -0.31572322723037299, 1.2076815066994999, -7.13883450856141, -3.0036796657518701, 12.888731168100399, 10.144844547714699, -3.4202567509716602, 2.2424073656324301, 0.00046719815518450402, -6.1786048720593501, -4.9366254575058903, 0.121293000821164, -13.5354546658637, 11.122151465656, 8.2996176249675795, -7.8492497139147304, 53.792699096533298, -0.056207389907105297, -0.72284563910330601, -0.034988476570927102, -5.8914910450597402, -0.57259031868870103, -1.3110690999933601, 8.9888650972260002, 6.8430482968640902, -26.406527264610599, -25.8419474444987, 8.95444342115516, -4.1168180484580699, 0.00068908057573134802, -2.0076563509740999, -3.65231424825159, 0.042894239647239998, -9.7520285174303201, 7.9819862061298199, 6.2214414143151, -1.1841920217922099, 31.911005041941699, -0.080053013664620296, -0.54185675163812796, 8.0781654837979193, -9.3493294125201594, -1.24083642122091, -1.6208022544009499, 8.8607449463367196, 2.3445831189331501, -16.218420387174199, -15.8119148955707, 1.7389982134136399, -1.0509978817476, -3.48584361237575e-05, 0.61330220442703598, 2.33052219623813, -0.0057796507046079101, 5.3801162861110896, -1.7460100802854299, -3.4260231079769401, 1.85323155008146, -1.34565392401789, 0.0020702237459098, 0.147768044797361, -0.43649104760725999, 0.997972495465969, 0.056933085588242997, 0.0077486424610570597, -0.89070134502194598, -0.68148789029708001, 0.89518325797891696, 0.16523545732706499, -2.8298454160600501, 0.26096748561569599, -3.9951230141139501e-05, 2.6625953366596802, 0.159171360187916, -0.0080654609832386693, 14.485659114429501, 0.26188806209423798, -8.9564367313419204, 9.5170929366304993, 3.6594343436186199, 0.017879567938259198, 0.0042052494877241001, -1.4377710841437801, 5.8763150360799203, 0.47441391996743998, -0.014783250610591801, -7.06163381200634, -2.9885184999935599, -1.42889911045556, -2.4433038426403901, -9.8958894810457991, 0.55194555716779503, -5.7250805560848302e-05, 0.98372766353792995, 3.2392588139392098, -0.0119630481344816, 0.14153713576169, -2.73924503033615, 0.060309030316031902, 2.34167965625057, -3.8604817562043001, 0.012593073725828199, 0.22349082635471901, -0.35749918018293803, 2.0835157939561699, 0.13368765195851301, 0.0515445449292352, -2.95655438325227, -1.09680637412728, 2.2418386652533302, 1.2169977713442901, -1.20005576483735, 0.48385142427875799};
// WB3,2+spl: 3,2
double Slater_inv5_3[441] = {-0.054189244668834902, -105.426713929607, -88.458496476283003, 1.5333775291907901, -306.17152423250297, 211.834723659242, 189.348181800731, -164.85602878397, 1001.02895803198, -19.086531171244101, -14.1862411100869, 93.929906236367501, -177.880045125896, -6.7382862272631598, -14.511503830974201, 198.86948709278099, 116.24375034946701, -509.187787693936, -474.82187536023201, 185.49468275501101, -68.704359475869197, 0.066396729468773799, 128.61396390514599, 107.279152808508, -3.2214077352586501, 377.39638500462598, -258.32727230254102, -233.50899542599601, 202.73053181330999, -1222.6711957145401, 23.374193247961198, 17.0231928902612, -115.31992914359, 218.34781344598201, 8.5868800406738099, 17.706454078785399, -244.13052330624399, -142.42769283244499, 622.15335091370196, 579.15535219316803, -228.72024346964599, 85.262861528059901, 0.042977214694503003, -75.818887039648899, -63.4429496117761, 1.89037149893251, -221.440571714557, 152.54192851849001, 136.92110635753301, -119.073716594494, 720.98982202338402, -13.516656591400601, -9.7291496308540406, 67.372278162472895, -128.19425354399101, -4.9638472213270699, -10.200417492010599, 143.31769471617801, 83.615852083439094, -366.86654819753397, -341.426964056759, 133.98241248588599, -50.230799667840699, -0.074440153582489205, 131.003888225851, 110.340015781723, -1.92534262087524, 381.482058581253, -264.51148724341499, -236.035513173862, 204.43864191351099, -1249.3967405711001, 23.404380739562701, 17.427737318703301, -116.737852869633, 221.189913802663, 8.4677080090305399, 17.684126766935599, -247.44394443997601, -145.031902348194, 635.53348480709997, 592.58164589603302, -230.87850923206801, 85.694308069456397, -0.038299262589364599, -74.702005824131604, -63.171412849899497, 1.0859859506457199, -217.148397050222, 150.25957665606299, 134.431598757773, -117.013550651343, 708.34335491195498, -13.4940069422526, -9.5788103819957797, 66.593490547156307, -125.80391712960601, -4.7671091217963504, -10.2632044954116, 140.809682960885, 82.366527572926103, -360.28206877713399, -335.74815599116999, 131.925760239261, -48.660685665615503, -0.060749768867194, 106.92546569584999, 88.790343162838894, -2.6692288353747702, 312.16097467403699, -214.903931604847, -193.215823966269, 167.781122174079, -1018.10641886182, 19.107519450141002, 14.388719322765001, -95.267373183568594, 180.40857560667001, 6.9728512293157801, 14.4102075774752, -201.83015329787199, -117.917199027973, 518.09179195913805, 482.46342773412402, -189.25708821193001, 70.869624357767506, -0.000187411047696029, -11.9846117540694, -9.5726690972884096, 0.23970985157893901, -31.525734707294099, 26.424001662617101, 19.629541977294, -12.8111861333484, 126.186955595279, -0.21994779537689901, -1.75278408990554, 12.699562562401301, -19.050321348645301, 0.28466729039388, -1.07057307471916, 20.675591706275501, 13.1048598424623, -64.121267975873096, -59.394985304548896, 16.918592992744401, -7.70362909966763, 0.00036065684724530402, 12.9068309168011, 12.002712393435401, -0.33194601220397202, 40.326484701927001, -31.878253347415502, -25.170560077575001, 17.9905011861023, -156.05779622500401, 0.28522581276215098, 2.06069522309385, -17.151275363286, 25.397351917205899, 2.08581286823873, 0.91118057859336898, -26.515090998756101, -14.4035822159035, 78.890023885294596, 75.240667711773398, -20.769502289340899, 10.973365712218101, 0.00054214253230406803, -2.29504518628212, -2.1312244512866698, 0.047562978801466302, -10.6318457557031, 3.0591772010668401, 6.6375862982055702, -4.4363733110097296, 16.291945106274301, -0.062929125223047597, -0.16835581689436099, 6.0820271877694996, -5.8351950377758204, 0.35401259185447298, -0.90070453596893996, 6.0382685793059503, 2.4785619931575602, -8.4908203096171402, -8.6197966065449307, 5.8804527059182696, -1.67757738078734, 0.00096800508899916803, -2.4934502646428101, -4.5195305250493698, 0.052900907147883501, -6.5403147654399101, 8.5375829900159896, 4.1350660479474399, -1.63386715634978, 39.5635438458416, -0.11054656518749099, -0.56905231469759199, 10.2311793759502, -8.8014973731182806, -1.42214511908425, -1.9356586876592501, 7.4277556761303396, 2.8985267278915199, -19.981167223464801, -18.310196540769098, 1.3631485584979499, -1.4104996470922699, 0.000167515045034934, 10.6237721447983, 9.6125946891096099, -0.20829092726741699, 28.481388931713699, -22.584157610136199, -17.8392407006579, 11.6781776869203, -110.705963174229, 0.192721307745398, 1.4471736958685699, -11.629464509211299, 19.0388155304672, -0.23390314175395899, 0.62505732559282601, -19.284349111137399, -11.6199046959709, 56.562315732201498, 53.440734762614099, -13.464260193464, 6.5494922727750904, -0.00064712664753083498, 0.51012013976619996, -0.40601608060218902, -0.010304898323864499, -1.9162384482042301, 0.67040773560745603, 1.4195140953666501, 1.89175006728124, 8.4997123797302105, -0.053837688493721801, -0.0081694468687663092, 7.5841687069424202, -3.9864241641726901, 0.82441242748559596, 1.28841942280286, 2.4602644684099202, -0.65833650503714802, -2.93422340475106, -4.7994849299481297, -3.1153746742144999, 0.76509679552570997, -0.00094253467883977896, 4.5884404541075803, 2.5577714145483599, -0.100362327319965, 18.711173319888399, -7.5191542625802104, -11.814804467633101, 7.51205003788884, -36.605280961279099, 0.11460812693040601, 0.498461399643222, -10.903564320961401, 13.2948947844546, -0.64349351510306596, 1.9974412451213299, -11.727821769419799, -4.9603602940684901, 17.916362650168399, 17.291804112001799, -7.9761250950845, 3.6407278735208699, -0.000183321670183587, 6.4691421816769399, 6.0512576241625498, -0.15162968127745899, 23.395366108183801, -14.5381852262701, -14.606223833564799, 10.199271998597199, -73.975176230999594, 0.109352036334604, 0.939662287060122, -5.0493506777824901, 12.432450504307001, 0.66340082972807302, 0.89171490853171798, -14.301193838340501, -7.1767924210601599, 37.417730343433, 34.621199008384998, -12.2257905481279, 5.0337643040644098, 0.00077853683475417402, -4.0437466042030499, -3.2232682351578399, 0.038202731665628202, -12.153196028398099, 6.5027616010011799, 7.2973627140258399, -12.054113026894999, 23.6623418919025, 0.0029087480524890102, -0.465988240269751, -5.8215678299339997, -0.92982871489462304, 0.72875377435640498, -1.76856112702097, 3.9100682853776498, 4.3638012685037904, -12.532035664209801, -10.8596693966264, 12.5729914998231, -1.17795314966104, -0.00047116201805309901, 2.7712702890005598, 1.4259517039641101, -0.060855532638316702, 9.8783846948200704, -5.3156162802238898, -6.24217543532784, 4.0955113938692902, -22.6133771249789, 0.0576846298115802, 0.37261538596098298, -5.69311024324454, 6.6165547759347501, -0.31572322723037299, 1.2076815066994999, -7.13883450856141, -3.0036796657518701, 12.888731168100399, 10.144844547714699, -3.4202567509716602, 2.2424073656324301, 0.00046719815518450402, -6.1786048720593501, -4.9366254575058903, 0.121293000821164, -13.5354546658637, 11.122151465656, 8.2996176249675795, -7.8492497139147304, 53.792699096533298, -0.056207389907105297, -0.72284563910330601, -0.034988476570927102, -5.8914910450597402, -0.57259031868870103, -1.3110690999933601, 8.9888650972260002, 6.8430482968640902, -26.406527264610599, -25.8419474444987, 8.95444342115516, -4.1168180484580699, 0.00068908057573134802, -2.0076563509740999, -3.65231424825159, 0.042894239647239998, -9.7520285174303201, 7.9819862061298199, 6.2214414143151, -1.1841920217922099, 31.911005041941699, -0.080053013664620296, -0.54185675163812796, 8.0781654837979193, -9.3493294125201594, -1.24083642122091, -1.6208022544009499, 8.8607449463367196, 2.3445831189331501, -16.218420387174199, -15.8119148955707, 1.7389982134136399, -1.0509978817476, -3.48584361237575e-05, 0.61330220442703598, 2.33052219623813, -0.0057796507046079101, 5.3801162861110896, -1.7460100802854299, -3.4260231079769401, 1.85323155008146, -1.34565392401789, 0.0020702237459098, 0.147768044797361, -0.43649104760725999, 0.997972495465969, 0.056933085588242997, 0.0077486424610570597, -0.89070134502194598, -0.68148789029708001, 0.89518325797891696, 0.16523545732706499, -2.8298454160600501, 0.26096748561569599, -3.9951230141139501e-05, 2.6625953366596802, 0.159171360187916, -0.0080654609832386693, 14.485659114429501, 0.26188806209423798, -8.9564367313419204, 9.5170929366304993, 3.6594343436186199, 0.017879567938259198, 0.0042052494877241001, -1.4377710841437801, 5.8763150360799203, 0.47441391996743998, -0.014783250610591801, -7.06163381200634, -2.9885184999935599, -1.42889911045556, -2.4433038426403901, -9.8958894810457991, 0.55194555716779503, -5.7250805560848302e-05, 0.98372766353792995, 3.2392588139392098, -0.0119630481344816, 0.14153713576169, -2.73924503033615, 0.060309030316031902, 2.34167965625057, -3.8604817562043001, 0.012593073725828199, 0.22349082635471901, -0.35749918018293803, 2.0835157939561699, 0.13368765195851301, 0.0515445449292352, -2.95655438325227, -1.09680637412728, 2.2418386652533302, 1.2169977713442901, -1.20005576483735, 0.48385142427875799};
rc = qmckl_sherman_morrison_c(context, Dim, N_updates1, Updates1, Updates_index1, breakdown, Slater_inv1);
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
res[i * Dim + j] = 0;
for (unsigned int k = 0; k < Dim; k++) {
res[i * Dim + j] += Slater1[i * Dim + k] * Slater_inv1[k * Dim + j];
}
}
}
rc = QMCKL_SUCCESS;
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
if (i == j && fabs(res[i * Dim + j] - 1) > tolerance) {
rc = QMCKL_FAILURE;
}
if (i != j && fabs(res[i * Dim + j]) > tolerance) {
rc = QMCKL_FAILURE;
}
}
}
assert(rc == QMCKL_SUCCESS);
#+end_src
* Woodbury 2x2
** ~qmckl_woodbury_2~
:PROPERTIES:
:Name: qmckl_woodbury_2
:CRetType: qmckl_exit_code
:FRetType: qmckl_exit_code
:END:
The simplest version of the generalised Sherman-Morrison-Woodbury kernels. It is used to apply two
rank-1 updates at once. The formula used in this algorithm is called the Woodbury Matrix Identity
\[
(S + U V)^{-1} = S^{-1} - C B^{-1} D
\]
where
$S$ is the Slater-matrix
$U$ and $V$ are the matrices containing the updates and the canonical basis matrix
$S^{-1}$ is the inverse of the Slater-matrix
$C:= S^{-1}U$, a Dim $\times 2$ matrix
$B := 1 + VC$, the $2 \times 2$ matrix that is going to be inverted
$D := VS^{-1}$, a $2 \times Dim$ matrix
#+NAME: qmckl_woodbury_2_args
| qmckl_context | context | in | Global state |
| uint64_t | Dim | in | Leading dimension of Slater_inv |
| double | Updates[2*Dim] | in | Array containing the updates |
| uint64_t | Updates_index[2] | in | Array containing the rank-1 updates |
| double | breakdown | in | Break-down parameter on which to fail or not |
| double | Slater_inv[Dim*Dim] | inout | Array containing the inverse of a Slater-matrix |
*** Requirements
- ~context~ is not ~qmckl_null_context~
- ~dim >= 2~
- ~updates~ is allocated with at least $2 \times 2 \times 8$ bytes
- ~updates_index~ is allocated with $2 \times 8$ bytes
- ~breakdown~ is a small number such that $0 < breakdown << 1$
- ~slater_inv~ is allocated with at least $dim \times dim \times 8$ bytes
*** C header
#+CALL: generate_c_header(table=qmckl_woodbury_2_args,rettyp=get_value("CRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src c :tangle (eval h_func) :comments org
qmckl_exit_code qmckl_woodbury_2_c (
const qmckl_context context,
const uint64_t Dim,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double* Slater_inv );
#+end_src
*** Source Fortran
#+begin_src f90 :tangle (eval f)
integer function qmckl_woodbury_2_f(context, Dim, &
Updates, Updates_index, breakdown, Slater_inv) result(info)
use qmckl
implicit none
integer(qmckl_context) , intent(in) :: context
integer*8 , intent(in), value :: Dim
integer*8 , intent(in) :: Updates_index(2)
real*8 , intent(in) :: Updates(2*Dim)
real*8 , intent(in) :: breakdown
real*8 , intent(inout) :: Slater_inv(Dim*Dim)
!logical, external :: qmckl_woodbury_2_f
info = qmckl_woodbury_2(context, Dim, Updates, Updates_index, breakdown, Slater_inv)
end function qmckl_woodbury_2_f
#+end_src
*** Source C
#+begin_src c :tangle (eval c) :comments org
#include <stdbool.h>
#include "qmckl.h"
qmckl_exit_code qmckl_woodbury_2_c(const qmckl_context context,
const uint64_t Dim,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double * Slater_inv) {
/*
C := S^{-1} * U, dim x 2
B := 1 + V * C, 2 x 2
D := V * S^{-1}, 2 x dim
*/
// #ifdef DEBUG // Leave commented out since debugging information is not yet implemented in QMCkl.
// std::cerr << "Called Woodbury 2x2 kernel" << std::endl;
// #endif
const uint64_t row1 = (Updates_index[0] - 1);
const uint64_t row2 = (Updates_index[1] - 1);
// Compute C = S_inv * U !! NON-STANDARD MATRIX MULTIPLICATION BECAUSE
// OF LAYOUT OF 'Updates' !!
double C[2 * Dim];
for (uint64_t i = 0; i < Dim; i++) {
for (uint64_t j = 0; j < 2; j++) {
C[i * 2 + j] = 0;
for (uint64_t k = 0; k < Dim; k++) {
C[i * 2 + j] += Slater_inv[i * Dim + k] * Updates[Dim * j + k];
}
}
}
// Compute B = 1 + V * C
const double B0 = C[row1 * 2] + 1;
const double B1 = C[row1 * 2 + 1];
const double B2 = C[row2 * 2];
const double B3 = C[row2 * 2 + 1] + 1;
// Check if determinant of inverted matrix is not zero
double det = B0 * B3 - B1 * B2;
if (fabs(det) < breakdown) {
return QMCKL_FAILURE;
}
// Compute B^{-1} with explicit formula for 2x2 inversion
double Binv[4], idet = 1.0 / det;
Binv[0] = idet * B3;
Binv[1] = -1.0 * idet * B1;
Binv[2] = -1.0 * idet * B2;
Binv[3] = idet * B0;
// Compute tmp = B^{-1} x (V.S^{-1})
double tmp[2 * Dim];
for (uint64_t i = 0; i < 2; i++) {
for (uint64_t j = 0; j < Dim; j++) {
tmp[i * Dim + j] = Binv[i * 2] * Slater_inv[row1 * Dim + j];
tmp[i * Dim + j] += Binv[i * 2 + 1] * Slater_inv[row2 * Dim + j];
}
}
// Compute (S + U V)^{-1} = S^{-1} - C x tmp
for (uint64_t i = 0; i < Dim; i++) {
for (uint64_t j = 0; j < Dim; j++) {
Slater_inv[i * Dim + j] -= C[i * 2] * tmp[j];
Slater_inv[i * Dim + j] -= C[i * 2 + 1] * tmp[Dim + j];
}
}
return QMCKL_SUCCESS;
}
#+end_src
*** Performance
This function is most efficient when used in cases where there are only 2 rank-1 updates.
** C interface :noexport:
#+CALL: generate_c_interface(table=qmckl_woodbury_2_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval f) :comments org :exports none
integer(c_int32_t) function qmckl_woodbury_2 &
(context, Dim, Updates, Updates_index, breakdown, Slater_inv) &
bind(C) result(info)
use, intrinsic :: iso_c_binding
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
real (c_double ) , intent(in) :: Updates(2*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(2)
real (c_double ) , intent(in) :: breakdown
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
integer(c_int32_t), external :: qmckl_woodbury_2_c
info = qmckl_woodbury_2_c &
(context, Dim, Updates, Updates_index, breakdown, Slater_inv)
end function qmckl_woodbury_2
#+end_src
#+CALL: generate_f_interface(table=qmckl_woodbury_2_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval fh_func) :comments org :exports none
interface
integer(c_int32_t) function qmckl_woodbury_2 &
(context, Dim, Updates, Updates_index, breakdown, Slater_inv) &
bind(C)
use, intrinsic :: iso_c_binding
import
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
real (c_double ) , intent(in) :: Updates(2*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(2)
real (c_double ) , intent(in) :: breakdown
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
end function qmckl_woodbury_2
end interface
#+end_src
*** Test :noexport:
#+begin_src c :tangle (eval c_test)
rc = qmckl_woodbury_2_c(context, Dim, Updates2, Updates_index2, breakdown, Slater_inv2);
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
res[i * Dim + j] = 0;
for (unsigned int k = 0; k < Dim; k++) {
res[i * Dim + j] += Slater2[i * Dim + k] * Slater_inv2[k * Dim + j];
}
}
}
rc = QMCKL_SUCCESS;
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
if (i == j && fabs(res[i * Dim + j] - 1) > tolerance) {
rc = QMCKL_FAILURE;
}
if (i != j && fabs(res[i * Dim + j]) > tolerance) {
rc = QMCKL_FAILURE;
}
}
}
assert(rc == QMCKL_SUCCESS);
#+end_src
* Woodbury 3x3
** ~qmckl_woodbury_3~
:PROPERTIES:
:Name: qmckl_woodbury_3
:CRetType: qmckl_exit_code
:FRetType: qmckl_exit_code
:END:
The 3x3 version of the Woodbury 2x2 kernel. It is used to apply three
rank-1 updates at once. The formula used in this kernel is the same as for Woodbury 2x2,
except for the sizes of the following matrices:
$C:= S^{-1}U$, a Dim $\times 3$ matrix
$B := 1 + VC$, the $3 \times 3$ matrix that is going to be inverted
$D := VS^{-1}$, a $3 \times Dim$ matrix
#+NAME: qmckl_woodbury_3_args
| qmckl_context | context | in | Global state |
| uint64_t | Dim | in | Leading dimension of Slater_inv |
| double | Updates[3*Dim] | in | Array containing the updates |
| uint64_t | Updates_index[3] | in | Array containing the rank-1 updates |
| double | breakdown | in | Break-down parameter on which to fail or not |
| double | Slater_inv[Dim*Dim] | inout | Array containing the inverse of a Slater-matrix |
*** Requirements
- ~context~ is not ~qmckl_null_context~
- ~dim >= 2~
- ~updates~ is allocated with at least $3 \times 2 \times 8$ bytes
- ~updates_index~ is allocated with $3 \times 8$ bytes
- ~breakdown~ is a small number such that $0 < breakdown << 1$
- ~slater_inv~ is allocated with at least $dim \times dim \times 8$ bytes
*** C header
#+CALL: generate_c_header(table=qmckl_woodbury_3_args,rettyp=get_value("CRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src c :tangle (eval h_func) :comments org
qmckl_exit_code qmckl_woodbury_3_c (
const qmckl_context context,
const uint64_t Dim,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double* Slater_inv );
#+end_src
*** Source Fortran
#+begin_src f90 :tangle (eval f)
integer function qmckl_woodbury_3_f(context, Dim, &
Updates, Updates_index, breakdown, Slater_inv) result(info)
use qmckl
implicit none
integer(qmckl_context) , intent(in) :: context
integer*8 , intent(in), value :: Dim
integer*8 , intent(in) :: Updates_index(3)
real*8 , intent(in) :: Updates(3*Dim)
real*8 , intent(in) :: breakdown
real*8 , intent(inout) :: Slater_inv(Dim*Dim)
!logical, external :: qmckl_woodbury_3_f
info = qmckl_woodbury_3(context, Dim, Updates, Updates_index, breakdown, Slater_inv)
end function qmckl_woodbury_3_f
#+end_src
*** Source C
#+begin_src c :tangle (eval c) :comments org
#include <stdbool.h>
#include "qmckl.h"
qmckl_exit_code qmckl_woodbury_3_c(const qmckl_context context,
const uint64_t Dim,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double * Slater_inv) {
/*
C := S^{-1} * U, dim x 3
B := 1 + V * C, 3 x 3
D := V * S^{-1}, 3 x dim
,*/
// #ifdef DEBUG // Leave commented out since debugging information is not yet implemented in QMCkl.
// std::cerr << "Called Woodbury 3x3 kernel" << std::endl;
// #endif
const uint64_t row1 = (Updates_index[0] - 1);
const uint64_t row2 = (Updates_index[1] - 1);
const uint64_t row3 = (Updates_index[2] - 1);
// Compute C = S_inv * U !! NON-STANDARD MATRIX MULTIPLICATION BECAUSE
// OF LAYOUT OF 'Updates' !!
double C[3 * Dim];
for (uint64_t i = 0; i < Dim; i++) {
for (uint64_t j = 0; j < 3; j++) {
C[i * 3 + j] = 0;
for (uint64_t k = 0; k < Dim; k++) {
C[i * 3 + j] += Slater_inv[i * Dim + k] * Updates[Dim * j + k];
}
}
}
// Compute B = 1 + V.C
const double B0 = C[row1 * 3] + 1;
const double B1 = C[row1 * 3 + 1];
const double B2 = C[row1 * 3 + 2];
const double B3 = C[row2 * 3];
const double B4 = C[row2 * 3 + 1] + 1;
const double B5 = C[row2 * 3 + 2];
const double B6 = C[row3 * 3];
const double B7 = C[row3 * 3 + 1];
const double B8 = C[row3 * 3 + 2] + 1;
// Check if determinant of B is not too close to zero
double det;
det = B0 * (B4 * B8 - B5 * B7) - B1 * (B3 * B8 - B5 * B6) +
B2 * (B3 * B7 - B4 * B6);
if (fabs(det) < breakdown) {
return QMCKL_FAILURE;
}
// Compute B^{-1} with explicit formula for 3x3 inversion
double Binv[9], idet = 1.0 / det;
Binv[0] = (B4 * B8 - B7 * B5) * idet;
Binv[1] = -(B1 * B8 - B7 * B2) * idet;
Binv[2] = (B1 * B5 - B4 * B2) * idet;
Binv[3] = -(B3 * B8 - B6 * B5) * idet;
Binv[4] = (B0 * B8 - B6 * B2) * idet;
Binv[5] = -(B0 * B5 - B3 * B2) * idet;
Binv[6] = (B3 * B7 - B6 * B4) * idet;
Binv[7] = -(B0 * B7 - B6 * B1) * idet;
Binv[8] = (B0 * B4 - B3 * B1) * idet;
// Compute tmp = B^{-1} x (V.S^{-1})
double tmp[3 * Dim];
for (uint64_t i = 0; i < 3; i++) {
for (uint64_t j = 0; j < Dim; j++) {
tmp[i * Dim + j] = Binv[i * 3] * Slater_inv[row1 * Dim + j];
tmp[i * Dim + j] += Binv[i * 3 + 1] * Slater_inv[row2 * Dim + j];
tmp[i * Dim + j] += Binv[i * 3 + 2] * Slater_inv[row3 * Dim + j];
}
}
// Compute (S + U V)^{-1} = S^{-1} - C x tmp
for (uint64_t i = 0; i < Dim; i++) {
for (uint64_t j = 0; j < Dim; j++) {
Slater_inv[i * Dim + j] -= C[i * 3] * tmp[j];
Slater_inv[i * Dim + j] -= C[i * 3 + 1] * tmp[Dim + j];
Slater_inv[i * Dim + j] -= C[i * 3 + 2] * tmp[2 * Dim + j];
}
}
return QMCKL_SUCCESS;
}
#+end_src
*** Performance...
This function is most efficient when used in cases where there are only 3 rank-1 updates.
** C interface :noexport:
#+CALL: generate_c_interface(table=qmckl_woodbury_3_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval f) :comments org :exports none
integer(c_int32_t) function qmckl_woodbury_3 &
(context, Dim, Updates, Updates_index, breakdown, Slater_inv) &
bind(C) result(info)
use, intrinsic :: iso_c_binding
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
real (c_double ) , intent(in) :: Updates(3*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(3)
real (c_double ) , intent(in) , value :: breakdown
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
integer(c_int32_t), external :: qmckl_woodbury_3_c
info = qmckl_woodbury_3_c &
(context, Dim, Updates, Updates_index, breakdown, Slater_inv)
end function qmckl_woodbury_3
#+end_src
#+CALL: generate_f_interface(table=qmckl_woodbury_3_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval fh_func) :comments org :exports none
interface
integer(c_int32_t) function qmckl_woodbury_3 &
(context, Dim, Updates, Updates_index, breakdown, Slater_inv) &
bind(C)
use, intrinsic :: iso_c_binding
import
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
real (c_double ) , intent(in) :: Updates(3*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(3)
real (c_double ) , intent(in) , value :: breakdown
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
end function qmckl_woodbury_3
end interface
#+end_src
*** Test :noexport:
#+begin_src c :tangle (eval c_test)
rc = qmckl_woodbury_3_c(context, Dim, Updates3, Updates_index3, breakdown, Slater_inv3_1);
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
res[i * Dim + j] = 0;
for (unsigned int k = 0; k < Dim; k++) {
res[i * Dim + j] += Slater3[i * Dim + k] * Slater_inv3_1[k * Dim + j];
}
}
}
rc = QMCKL_SUCCESS;
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
if (i == j && fabs(res[i * Dim + j] - 1) > tolerance) {
rc = QMCKL_FAILURE;
}
if (i != j && fabs(res[i * Dim + j]) > tolerance) {
rc = QMCKL_FAILURE;
}
}
}
assert(rc == QMCKL_SUCCESS);
#+end_src
* Sherman-Morrison with update splitting
** ~qmckl_sherman_morrison_splitting~
:PROPERTIES:
:Name: qmckl_sherman_morrison_splitting
:CRetType: qmckl_exit_code
:FRetType: qmckl_exit_code
:END:
This is a variation on the 'Naive' Sherman-Morrison kernel. Whenever the denominator $1+v_j^T S^{-1} u_j$ in
the Sherman-Morrison formula is deemed to be too close to zero, the update $u_j$ is split in half:
$u_j \rightarrow \frac{1}{1} u_j$. One half is applied immediately --necessarily increasing the value of the
denominator because of the split-- while the other halve is put in a queue that will be applied when all the
remaining updates have been treated. The kernel is executed recursively until the queue is eiter empty and all
updates are applied successfully, or the size of the queue equals the number of initial updates. In the last
case the Slater-matrix that would have resulted from applying the updates is un-invertable and therefore the
kernel exits with an exit code.
#+NAME: qmckl_sherman_morrison_splitting_args
| qmckl_context | context | in | Global state |
| uint64_t | Dim | in | Leading dimension of Slater_inv |
| uint64_t | N_updates | in | Number of rank-1 updates to be applied to Slater_inv |
| double | Updates[N_updates*Dim] | in | Array containing the updates |
| uint64_t | Updates_index[N_updates] | in | Array containing the rank-1 updates |
| double | breakdown | in | Break-down parameter on which to fail or not |
| double | Slater_inv[Dim*Dim] | inout | Array containing the inverse of a Slater-matrix |
*** Requirements
- ~context~ is not ~QMCKL_NULL_CONTEXT~
- ~Dim >= 2~
- ~N_updates >= 1~
- ~Updates~ is allocated with at least $1 \times 2 \times 8$ bytes
- ~Updates_index~ is allocated with at least $1 \times 8$ bytes
- ~breakdown~ is a small number such that $0 < breakdown << 1$
- ~Slater_inv~ is allocated with at least $Dim \times Dim \times 8$ bytes
*** C header
#+CALL: generate_c_header(table=qmckl_sherman_morrison_splitting_args,rettyp=get_value("CRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src c :tangle (eval h_func) :comments org
qmckl_exit_code qmckl_sherman_morrison_splitting_c (
const qmckl_context context,
const uint64_t Dim,
const uint64_t N_updates,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double* Slater_inv );
#+end_src
*** Source Fortran
#+begin_src f90 :tangle (eval f)
integer function qmckl_sherman_morrison_splitting_f(context, Dim, N_updates, &
Updates, Updates_index, breakdown, Slater_inv) result(info)
use qmckl
implicit none
integer(qmckl_context) , intent(in) :: context
integer*8 , intent(in), value :: Dim, N_updates
integer*8 , intent(in) :: Updates_index(N_updates)
real*8 , intent(in) :: Updates(N_updates*Dim)
real*8 , intent(in) :: breakdown
real*8 , intent(inout) :: Slater_inv(Dim*Dim)
info = qmckl_sherman_morrison_splitting(context, Dim, N_updates, Updates, Updates_index, breakdown, Slater_inv)
end function qmckl_sherman_morrison_splitting_f
#+end_src
*** Source C
#+begin_src c :tangle (eval c) :comments org
#include <stdbool.h>
#include "qmckl.h"
qmckl_exit_code qmckl_sherman_morrison_splitting_c(const qmckl_context context,
const uint64_t Dim,
const uint64_t N_updates,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double * Slater_inv) {
// #ifdef DEBUG // Leave commented out since debugging information is not yet implemented in QMCkl.
// std::cerr << "Called qmckl_sherman_morrison_splitting with " << N_updates << " updates" << std::endl;
// #endif
qmckl_exit_code rc;
double later_updates[Dim * N_updates];
uint64_t later_index[N_updates];
uint64_t later = 0;
rc = qmckl_slagel_splitting_c(Dim, N_updates, Updates, Updates_index,
breakdown, Slater_inv, later_updates, later_index, &later);
if (later > 0) {
rc = qmckl_sherman_morrison_splitting_c(context, Dim, later,
later_updates, later_index, breakdown, Slater_inv);
}
return QMCKL_SUCCESS;
}
#+end_src
*** Performance...
This kernel performs best when there are only 1 rank-1 update cycles and/or when the fail-rate is high.
** C interface :noexport:
#+CALL: generate_c_interface(table=qmckl_sherman_morrison_splitting_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval f) :comments org :exports none
integer(c_int32_t) function qmckl_sherman_morrison_splitting &
(context, Dim, N_updates, Updates, Updates_index, breakdown, Slater_inv) &
bind(C) result(info)
use, intrinsic :: iso_c_binding
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
integer (c_int64_t) , intent(in) , value :: N_updates
real (c_double ) , intent(in) :: Updates(N_updates*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(N_updates)
real (c_double ) , intent(in) , value :: breakdown
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
integer(c_int32_t), external :: qmckl_sherman_morrison_splitting_c
info = qmckl_sherman_morrison_splitting_c &
(context, Dim, N_updates, Updates, Updates_index, breakdown, Slater_inv)
end function qmckl_sherman_morrison_splitting
#+end_src
#+CALL: generate_f_interface(table=qmckl_sherman_morrison_splitting_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval fh_func) :comments org :exports none
interface
integer(c_int32_t) function qmckl_sherman_morrison_splitting &
(context, Dim, N_updates, Updates, Updates_index, breakdown, Slater_inv) &
bind(C)
use, intrinsic :: iso_c_binding
import
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
integer (c_int64_t) , intent(in) , value :: N_updates
real (c_double ) , intent(in) :: Updates(N_updates*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(N_updates)
real (c_double ) , intent(in) , value :: breakdown
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
end function qmckl_sherman_morrison_splitting
end interface
#+end_src
*** Test :noexport:
#+begin_src c :tangle (eval c_test)
rc = qmckl_sherman_morrison_splitting_c(context, Dim, N_updates3, Updates3, Updates_index3, breakdown, Slater_inv3_2);
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
res[i * Dim + j] = 0;
for (unsigned int k = 0; k < Dim; k++) {
res[i * Dim + j] += Slater3[i * Dim + k] * Slater_inv3_2[k * Dim + j];
}
}
}
rc = QMCKL_SUCCESS;
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
if (i == j && fabs(res[i * Dim + j] - 1) > tolerance) {
rc = QMCKL_FAILURE;
}
if (i != j && fabs(res[i * Dim + j]) > tolerance) {
rc = QMCKL_FAILURE;
}
}
}
assert(rc == QMCKL_SUCCESS);
#+end_src
* Woodbury 2x2 with Sherman-Morrison and update splitting
** ~qmckl_sherman_morrison_smw2s~
:PROPERTIES:
:Name: qmckl_sherman_morrison_smw2s
:CRetType: qmckl_exit_code
:FRetType: qmckl_exit_code
:END:
The Woodbury 2x2 kernel with Sherman-Morrison and update splitting combines the low-level Woodbury 2x2 kernel
and Sherman-Morrison with update splitting. For a given number of updates $N$ it splits the number of updates
in blocks of two updates. The blocks of two updates are then applied one by one using Woodbury 2x2. If a block
of updates fails, both updates in the block are applied with Sherman-Morrison instead, split if necessary and
with their second half put in a queue. After all blocks are processed the remaining one update --in case there
was an odd number of updates to begin with-- is also aplpied with Sherman-Morrison and split if necessary.
The queue containing the collected second halves of all the processed updates is processed at the very end to
avoid having many intermediate queues containing only a few updates that risks an increased probability
of artificially created non-singular intermediate matrices, resulting from division up the total number of
updates in blocks of three.
#+NAME: qmckl_sherman_morrison_smw2s_args
| qmckl_context | context | in | Global state |
| uint64_t | Dim | in | Leading dimension of Slater_inv |
| uint64_t | N_updates | in | Number of rank-1 updates to be applied to Slater_inv |
| double | Updates[N_updates*Dim] | in | Array containing the updates |
| uint64_t | Updates_index[N_updates] | in | Array containing the rank-1 updates |
| double | breakdown | in | Break-down parameter on which to fail or not |
| double | Slater_inv[Dim*Dim] | inout | Array containing the inverse of a Slater-matrix |
*** Requirements
- ~context~ is not ~QMCKL_NULL_CONTEXT~
- ~Dim >= 2~
- ~N_updates >= 1~
- ~Updates~ is allocated with at least $1 \times 2 \times 8$ bytes
- ~Updates_index~ is allocated with at least $1 \times 8$ bytes
- ~breakdown~ is a small number such that $0 < breakdown << 1$
- ~Slater_inv~ is allocated with at least $Dim \times Dim \times 8$ bytes
*** C header
#+CALL: generate_c_header(table=qmckl_sherman_morrison_smw2s_args,rettyp=get_value("CRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src c :tangle (eval h_func) :comments org
qmckl_exit_code qmckl_sherman_morrison_smw2s_c (
const qmckl_context context,
const uint64_t Dim,
const uint64_t N_updates,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double* Slater_inv );
#+end_src
*** Source Fortran
#+begin_src f90 :tangle (eval f)
integer function qmckl_sherman_morrison_smw2s_f(context, Slater_inv, Dim, N_updates, &
Updates, Updates_index) result(info)
use qmckl
implicit none
integer(qmckl_context) , intent(in) :: context
integer*8 , intent(in), value :: Dim, N_updates
integer*8 , intent(in) :: Updates_index(N_updates)
real*8 , intent(in) :: Updates(N_updates*Dim)
real*8 , intent(inout) :: Slater_inv(Dim*Dim)
info = qmckl_sherman_morrison_smw2s (context, Dim, N_updates, Updates, Updates_index, Slater_inv)
end function qmckl_sherman_morrison_smw2s_f
#+end_src
*** Source C
#+begin_src c :tangle (eval c) :comments org
#include <stdbool.h>
#include "qmckl.h"
qmckl_exit_code qmckl_sherman_morrison_smw2s_c(const qmckl_context context,
const uint64_t Dim,
const uint64_t N_updates,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double * Slater_inv) {
// #ifdef DEBUG // Leave commented out since debugging information is not yet implemented in QMCkl.
// std::cerr << "Called qmckl_sherman_morrison_woodbury_2 with " << N_updates
// << " updates" << std::endl;
// #endif
qmckl_exit_code rc;
uint64_t n_of_2blocks = N_updates / 2;
uint64_t remainder = N_updates % 2;
uint64_t length_2block = 2 * Dim;
// Apply first 2*n_of_2blocks updates in n_of_2blocks blocks of 2 updates with
// Woodbury 2x2 kernel
double later_updates[Dim * N_updates];
uint64_t later_index[N_updates];
uint64_t later = 0;
if (n_of_2blocks > 0) {
for (uint64_t i = 0; i < n_of_2blocks; i++) {
const double *Updates_2block = &Updates[i * length_2block];
const uint64_t *Updates_index_2block = &Updates_index[i * 2];
rc = qmckl_woodbury_2_c(context, Dim, Updates_2block, Updates_index_2block, breakdown, Slater_inv);
if (rc != 0) { // Send the entire block to slagel_splitting
uint64_t l = 0;
rc = qmckl_slagel_splitting_c(Dim, 2, Updates_2block, Updates_index_2block,
breakdown, Slater_inv, later_updates + (Dim * later), later_index + later, &l);
later = later + l;
}
}
}
if (remainder == 1) { // Apply last remaining update with slagel_splitting
const double *Updates_1block = &Updates[n_of_2blocks * length_2block];
const uint64_t *Updates_index_1block = &Updates_index[2 * n_of_2blocks];
uint64_t l = 0;
rc = qmckl_slagel_splitting_c(Dim, 1, Updates_1block, Updates_index_1block,
breakdown, Slater_inv, later_updates + (Dim * later), later_index + later, &l);
later = later + l;
}
if (later > 0) {
rc = qmckl_sherman_morrison_splitting_c(context, Dim, later, later_updates, later_index, breakdown, Slater_inv);
}
return QMCKL_SUCCESS;
}
#+end_src
*** Performance...
This kernel performs best for the case of two rank-1 update and a low fail-rate.
** C interface :noexport:
#+CALL: generate_c_interface(table=qmckl_sherman_morrison_smw2s_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval f) :comments org :exports none
integer(c_int32_t) function qmckl_sherman_morrison_smw2s &
(context, Dim, N_updates, Updates, Updates_index, Slater_inv) &
bind(C) result(info)
use, intrinsic :: iso_c_binding
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
integer (c_int64_t) , intent(in) , value :: N_updates
real (c_double ) , intent(in) :: Updates(N_updates*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(N_updates)
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
integer(c_int32_t), external :: qmckl_sherman_morrison_smw2s_c
info = qmckl_sherman_morrison_smw2s_c &
(context, Dim, N_updates, Updates, Updates_index, Slater_inv)
end function qmckl_sherman_morrison_smw2s
#+end_src
#+CALL: generate_f_interface(table=qmckl_sherman_morrison_smw2s_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval fh_func) :comments org :exports none
interface
integer(c_int32_t) function qmckl_sherman_morrison_smw2s &
(context, Dim, N_updates, Updates, Updates_index, Slater_inv) &
bind(C)
use, intrinsic :: iso_c_binding
import
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
integer (c_int64_t) , intent(in) , value :: N_updates
real (c_double ) , intent(in) :: Updates(N_updates*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(N_updates)
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
end function qmckl_sherman_morrison_smw2s
end interface
#+end_src
*** Test :noexport:
#+begin_src c :tangle (eval c_test)
rc = qmckl_sherman_morrison_smw2s_c(context, Dim, N_updates5, Updates5, Updates_index5, breakdown, Slater_inv5_1);
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
res[i * Dim + j] = 0;
for (unsigned int k = 0; k < Dim; k++) {
res[i * Dim + j] += Slater5[i * Dim + k] * Slater_inv5_1[k * Dim + j];
}
}
}
rc = QMCKL_SUCCESS;
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
if (i == j && fabs(res[i * Dim + j] - 1) > tolerance) {
rc = QMCKL_FAILURE;
}
if (i != j && fabs(res[i * Dim + j]) > tolerance) {
rc = QMCKL_FAILURE;
}
}
}
assert(rc == QMCKL_SUCCESS);
#+end_src
* Woodbury 3x3 with Sherman-Morrison and update splitting
** ~qmckl_sherman_morrison_smw3s~
:PROPERTIES:
:Name: qmckl_sherman_morrison_smw3s
:CRetType: qmckl_exit_code
:FRetType: qmckl_exit_code
:END:
The Woodbury 3x3 kernel with Sherman-Morrison and update splitting combines the low-level Woodbury 3x3 kernel
and Sherman-Morrison with update splitting. It works the same as Woodbury 2x2 with Sherman-Morrison and update
splitting, except that the updates are divided in blocks of three rank-1 updates instead of blocks of two
rank-1 updates.
#+NAME: qmckl_sherman_morrison_smw3s_args
| qmckl_context | context | in | Global state |
| uint64_t | Dim | in | Leading dimension of Slater_inv |
| uint64_t | N_updates | in | Number of rank-1 updates to be applied to Slater_inv |
| double | Updates[N_updates*Dim] | in | Array containing the updates |
| uint64_t | Updates_index[N_updates] | in | Array containing the rank-1 updates |
| double | breakdown | in | Break-down parameter on which to fail or not |
| double | Slater_inv[Dim*Dim] | inout | Array containing the inverse of a Slater-matrix |
*** Requirements
- ~context~ is not ~QMCKL_NULL_CONTEXT~
- ~Dim >= 2~
- ~N_updates >= 1~
- ~Updates~ is allocated with at least $1 \times 2 \times 8$ bytes
- ~Updates_index~ is allocated with at least $1 \times 8$ bytes
- ~breakdown~ is a small number such that $0 < breakdown << 1$
- ~Slater_inv~ is allocated with at least $Dim \times Dim \times 8$ bytes
*** C header
#+CALL: generate_c_header(table=qmckl_sherman_morrison_smw3s_args,rettyp=get_value("CRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src c :tangle (eval h_func) :comments org
qmckl_exit_code qmckl_sherman_morrison_smw3s_c (
const qmckl_context context,
const uint64_t Dim,
const uint64_t N_updates,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double* Slater_inv );
#+end_src
*** Source Fortran
#+begin_src f90 :tangle (eval f)
integer function qmckl_sherman_morrison_smw3s_f(context, Slater_inv, Dim, N_updates, &
Updates, Updates_index) result(info)
use qmckl
implicit none
integer(qmckl_context) , intent(in) :: context
integer*8 , intent(in), value :: Dim, N_updates
integer*8 , intent(in) :: Updates_index(N_updates)
real*8 , intent(in) :: Updates(N_updates*Dim)
real*8 , intent(inout) :: Slater_inv(Dim*Dim)
!logical, external :: qmckl_sherman_morrison_f
info = qmckl_sherman_morrison_smw3s(context, Dim, N_updates, Updates, Updates_index, Slater_inv)
end function qmckl_sherman_morrison_smw3s_f
#+end_src
*** Source C
#+begin_src c :tangle (eval c) :comments org
#include <stdbool.h>
#include "qmckl.h"
qmckl_exit_code qmckl_sherman_morrison_smw3s_c(const qmckl_context context,
const uint64_t Dim,
const uint64_t N_updates,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double * Slater_inv) {
// #ifdef DEBUG // Leave commented out since debugging information is not yet implemented in QMCkl.
// std::cerr << "Called qmckl_sherman_morrison_woodbury_3 with " << N_updates
// << " updates" << std::endl;
// #endif
qmckl_exit_code rc;
uint64_t n_of_3blocks = N_updates / 3;
uint64_t remainder = N_updates % 3;
uint64_t length_3block = 3 * Dim;
// Apply first 3*n_of_3blocks updates in n_of_3blocks blocks of 3 updates with
// Woodbury 3x3 kernel
double later_updates[Dim * N_updates];
uint64_t later_index[N_updates];
uint64_t later = 0;
if (n_of_3blocks > 0) {
for (uint64_t i = 0; i < n_of_3blocks; i++) {
const double *Updates_3block = &Updates[i * length_3block];
const uint64_t *Updates_index_3block = &Updates_index[i * 3];
rc = qmckl_woodbury_3_c(context, Dim, Updates_3block, Updates_index_3block, breakdown, Slater_inv);
if (rc != 0) { // Send the entire block to slagel_splitting
uint64_t l = 0;
rc = qmckl_slagel_splitting_c(Dim, 3, Updates_3block, Updates_index_3block,
breakdown, Slater_inv, later_updates + (Dim * later), later_index + later, &l);
later = later + l;
}
}
}
if (remainder != 0) { // Apply last remaining block of 2 updates with Woodbury 2x2 kernel
const double *Updates_remainder_block = &Updates[n_of_3blocks * length_3block];
const uint64_t *Updates_index_remainder_block = &Updates_index[3 * n_of_3blocks];
uint64_t l = 0;
rc = qmckl_slagel_splitting_c(Dim, remainder, Updates_remainder_block, Updates_index_remainder_block,
breakdown, Slater_inv, later_updates + (Dim * later), later_index + later, &l);
later = later + l;
}
if (later > 0) {
rc = qmckl_sherman_morrison_splitting_c(context, Dim, later, later_updates, later_index, breakdown, Slater_inv);
}
return QMCKL_SUCCESS;
}
#+end_src
*** Performance...
This kernel performs best for the case of three rank-1 update and a low fail-rate.
** C interface :noexport:
#+CALL: generate_c_interface(table=qmckl_sherman_morrison_smw3s_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval f) :comments org :exports none
integer(c_int32_t) function qmckl_sherman_morrison_smw3s &
(context, Dim, N_updates, Updates, Updates_index, Slater_inv) &
bind(C) result(info)
use, intrinsic :: iso_c_binding
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
integer (c_int64_t) , intent(in) , value :: N_updates
real (c_double ) , intent(in) :: Updates(N_updates*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(N_updates)
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
integer(c_int32_t), external :: qmckl_sherman_morrison_smw3s_c
info = qmckl_sherman_morrison_smw3s_c &
(context, Dim, N_updates, Updates, Updates_index, Slater_inv)
end function qmckl_sherman_morrison_smw3s
#+end_src
#+CALL: generate_f_interface(table=qmckl_sherman_morrison_smw3s_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval fh_func) :comments org :exports none
interface
integer(c_int32_t) function qmckl_sherman_morrison_smw3s &
(context, Dim, N_updates, Updates, Updates_index, Slater_inv) &
bind(C)
use, intrinsic :: iso_c_binding
import
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
integer (c_int64_t) , intent(in) , value :: N_updates
real (c_double ) , intent(in) :: Updates(N_updates*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(N_updates)
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
end function qmckl_sherman_morrison_smw3s
end interface
#+end_src
*** Test :noexport:
#+begin_src c :tangle (eval c_test)
rc = qmckl_sherman_morrison_smw3s_c(context, Dim, N_updates5, Updates5, Updates_index5, breakdown, Slater_inv5_2);
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
res[i * Dim + j] = 0;
for (unsigned int k = 0; k < Dim; k++) {
res[i * Dim + j] += Slater5[i * Dim + k] * Slater_inv5_2[k * Dim + j];
}
}
}
rc = QMCKL_SUCCESS;
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
if (i == j && fabs(res[i * Dim + j] - 1) > tolerance) {
rc = QMCKL_FAILURE;
}
if (i != j && fabs(res[i * Dim + j]) > tolerance) {
rc = QMCKL_FAILURE;
}
}
}
assert(rc == QMCKL_SUCCESS);
#+end_src
* Woodbury 3x3 and 2x2 with Sherman-Morrison and update splitting
** ~qmckl_sherman_morrison_smw32s~
:PROPERTIES:
:Name: qmckl_sherman_morrison_smw32s
:CRetType: qmckl_exit_code
:FRetType: qmckl_exit_code
:END:
The Woodbury 3x3 and 2x2 kernel with Sherman-Morrison and update splitting combines the low-level Woodbury 3x3 kernel,
the Woobury 2x2 kernel and Sherman-Morrison with update splitting. It works the almost the same as Woodbury 3x3 with
Sherman-Morrison and update splitting, except that when there is a remainder of two rank-1 updates, it is first tried
with Woodbury 2x2 instead of sending them all to Sherman-Morrison with update splitting. For example, in the case of
5 updates the updates are applied in 1 block of 3 updates end 1 block of 2 updates.
#+NAME: qmckl_sherman_morrison_smw32s_args
| qmckl_context | context | in | Global state |
| uint64_t | Dim | in | Leading dimension of Slater_inv |
| uint64_t | N_updates | in | Number of rank-1 updates to be applied to Slater_inv |
| double | Updates[N_updates*Dim] | in | Array containing the updates |
| uint64_t | Updates_index[N_updates] | in | Array containing the rank-1 updates |
| double | breakdown | in | Break-down parameter on which to fail or not |
| double | Slater_inv[Dim*Dim] | inout | Array containing the inverse of a Slater-matrix |
*** Requirements
- ~context~ is not ~QMCKL_NULL_CONTEXT~
- ~Dim >= 2~
- ~N_updates >= 1~
- ~Updates~ is allocated with at least $1 \times 2 \times 8$ bytes
- ~Updates_index~ is allocated with at least $1 \times 8$ bytes
- ~breakdown~ is a small number such that $0 < breakdown << 1$
- ~Slater_inv~ is allocated with at least $Dim \times Dim \times 8$ bytes
*** C header
#+CALL: generate_c_header(table=qmckl_sherman_morrison_smw32s_args,rettyp=get_value("CRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src c :tangle (eval h_func) :comments org
qmckl_exit_code qmckl_sherman_morrison_smw32s_c (
const qmckl_context context,
const uint64_t Dim,
const uint64_t N_updates,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double* Slater_inv );
#+end_src
*** Source Fortran
#+begin_src f90 :tangle (eval f)
integer function qmckl_sherman_morrison_smw32s_f(context, Slater_inv, Dim, N_updates, &
Updates, Updates_index) result(info)
use qmckl
implicit none
integer(qmckl_context) , intent(in) :: context
integer*8 , intent(in), value :: Dim, N_updates
integer*8 , intent(in) :: Updates_index(N_updates)
real*8 , intent(in) :: Updates(N_updates*Dim)
real*8 , intent(inout) :: Slater_inv(Dim*Dim)
!logical, external :: qmckl_sherman_morrison_f
info = qmckl_sherman_morrison_smw32s(context, Dim, N_updates, Updates, Updates_index, Slater_inv)
end function qmckl_sherman_morrison_smw32s_f
#+end_src
*** Source C
#+begin_src c :tangle (eval c) :comments org
#include <stdbool.h>
#include "qmckl.h"
qmckl_exit_code qmckl_sherman_morrison_smw32s_c(const qmckl_context context,
const uint64_t Dim,
const uint64_t N_updates,
const double* Updates,
const uint64_t* Updates_index,
const double breakdown,
double * Slater_inv) {
// #ifdef DEBUG // Leave commented out since debugging information is not yet implemented in QMCkl.
// std::cerr << "Called qmckl_sherman_morrison_woodbury_3 with " << N_updates
// << " updates" << std::endl;
// #endif
qmckl_exit_code rc;
uint64_t n_of_3blocks = N_updates / 3;
uint64_t remainder = N_updates % 3;
uint64_t length_3block = 3 * Dim;
// Apply first 3*n_of_3blocks updates in n_of_3blocks blocks of 3 updates with
// Woodbury 3x3 kernel
double later_updates[Dim * N_updates];
uint64_t later_index[N_updates];
uint64_t later = 0;
if (n_of_3blocks > 0) {
for (uint64_t i = 0; i < n_of_3blocks; i++) {
const double *Updates_3block = &Updates[i * length_3block];
const uint64_t *Updates_index_3block = &Updates_index[i * 3];
rc = qmckl_woodbury_3_c(context, Dim, Updates_3block, Updates_index_3block, breakdown, Slater_inv);
if (rc != 0) { // Send the entire block to slagel_splitting
uint64_t l = 0;
rc = qmckl_slagel_splitting_c(Dim, 3, Updates_3block, Updates_index_3block,
breakdown, Slater_inv, later_updates + (Dim * later), later_index + later, &l);
later = later + l;
}
}
}
if (remainder == 2) { // Apply last remaining block of 2 updates with Woodbury 2x2 kernel
const double *Updates_2block = &Updates[n_of_3blocks * length_3block];
const uint64_t *Updates_index_2block = &Updates_index[3 * n_of_3blocks];
rc = qmckl_woodbury_2_c(context, Dim, Updates_2block, Updates_index_2block, breakdown, Slater_inv);
if (rc != 0) { // Send the entire block to slagel_splitting
uint64_t l = 0;
rc = qmckl_slagel_splitting_c(Dim, 2, Updates_2block, Updates_index_2block,
breakdown, Slater_inv, later_updates + (Dim * later), later_index + later, &l);
later = later + l;
}
}
else if (remainder == 1) { // Apply last remaining update with slagel_splitting
const double *Updates_1block = &Updates[n_of_3blocks * length_3block];
const uint64_t *Updates_index_1block = &Updates_index[3 * n_of_3blocks];
uint64_t l = 0;
rc = qmckl_slagel_splitting_c(Dim, 1, Updates_1block, Updates_index_1block,
breakdown, Slater_inv, later_updates + (Dim * later), later_index + later, &l);
later = later + l;
}
if (later > 0) {
rc = qmckl_sherman_morrison_splitting_c(context, Dim, later, later_updates, later_index, breakdown, Slater_inv);
}
return QMCKL_SUCCESS;
}
#+end_src
*** Performance...
This kernel performs best when the number of rank-1 updates is larger than 3 and fail-rates are low.
** C interface :noexport:
#+CALL: generate_c_interface(table=qmckl_sherman_morrison_smw32s_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval f) :comments org :exports none
integer(c_int32_t) function qmckl_sherman_morrison_smw32s &
(context, Dim, N_updates, Updates, Updates_index, Slater_inv) &
bind(C) result(info)
use, intrinsic :: iso_c_binding
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
integer (c_int64_t) , intent(in) , value :: N_updates
real (c_double ) , intent(in) :: Updates(N_updates*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(N_updates)
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
integer(c_int32_t), external :: qmckl_sherman_morrison_smw32s_c
info = qmckl_sherman_morrison_smw32s_c &
(context, Dim, N_updates, Updates, Updates_index, Slater_inv)
end function qmckl_sherman_morrison_smw32s
#+end_src
#+CALL: generate_f_interface(table=qmckl_sherman_morrison_smw32s_args,rettyp=get_value("FRetType"),fname=get_value("Name"))
#+RESULTS:
#+begin_src f90 :tangle (eval fh_func) :comments org :exports none
interface
integer(c_int32_t) function qmckl_sherman_morrison_smw32s &
(context, Dim, N_updates, Updates, Updates_index, Slater_inv) &
bind(C)
use, intrinsic :: iso_c_binding
import
implicit none
integer (c_int64_t) , intent(in) , value :: context
integer (c_int64_t) , intent(in) , value :: Dim
integer (c_int64_t) , intent(in) , value :: N_updates
real (c_double ) , intent(in) :: Updates(N_updates*Dim)
integer (c_int64_t) , intent(in) :: Updates_index(N_updates)
real (c_double ) , intent(inout) :: Slater_inv(Dim*Dim)
end function qmckl_sherman_morrison_smw32s
end interface
#+end_src
*** Test :noexport:
#+begin_src c :tangle (eval c_test)
rc = qmckl_sherman_morrison_smw32s_c(context, Dim, N_updates5, Updates5, Updates_index5, breakdown, Slater_inv5_3);
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
res[i * Dim + j] = 0;
for (unsigned int k = 0; k < Dim; k++) {
res[i * Dim + j] += Slater5[i * Dim + k] * Slater_inv5_3[k * Dim + j];
}
}
}
rc = QMCKL_SUCCESS;
for (unsigned int i = 0; i < Dim; i++) {
for (unsigned int j = 0; j < Dim; j++) {
if (i == j && fabs(res[i * Dim + j] - 1) > tolerance) {
rc = QMCKL_FAILURE;
}
if (i != j && fabs(res[i * Dim + j]) > tolerance) {
rc = QMCKL_FAILURE;
}
}
}
assert(rc == QMCKL_SUCCESS);
#+end_src
* End of files
#+begin_src c :comments link :tangle (eval c_test)
assert (qmckl_context_destroy(context) == QMCKL_SUCCESS);
return 0;
}
#+end_src
# -*- mode: org -*-
# vim: syntax=c