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https://gitlab.com/scemama/qp_plugins_scemama.git
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678 lines
22 KiB
Fortran
678 lines
22 KiB
Fortran
program buildpsi_SVDit
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implicit none
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BEGIN_DOC
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! perturbative approach to build psi_postsvd
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END_DOC
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read_wf = .True.
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TOUCH read_wf
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PROVIDE N_int
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call run()
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end
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subroutine run
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USE OMP_LIB
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implicit none
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integer(bit_kind) :: det1(N_int,2), det2(N_int,2)
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integer :: degree, i_state
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double precision :: h12
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integer :: i, j, k, l, ii, jj
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double precision :: norm_psi
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double precision, allocatable :: Uref(:,:), Dref(:), Vtref(:,:), Aref(:,:), Vref(:,:)
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double precision :: err0, err_tmp, e_tmp
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double precision :: E0, E0pt2, ept2, E0_old, tol_energy
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double precision :: ctmp, htmp
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double precision, allocatable :: H0(:,:), Hdiag(:), Hkl(:,:)
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double precision, allocatable :: coeff_psi_selected(:), coeff_psi_toselect(:)
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integer :: n_FSVD, n_selected, n_toselect, it_svd, it_svd_max
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integer, allocatable :: numalpha_selected(:), numbeta_selected(:)
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integer, allocatable :: numalpha_toselect(:), numbeta_toselect(:)
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integer, allocatable :: numalpha_tmp(:), numbeta_tmp(:)
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integer(kind=8) :: W_tbeg, W_tend, W_tbeg_it, W_tend_it, W_ir
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real(kind=8) :: W_tot_time, W_tot_time_it
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real(kind=8) :: CPU_tbeg, CPU_tend, CPU_tbeg_it, CPU_tend_it
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real(kind=8) :: CPU_tot_time, CPU_tot_time_it
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real(kind=8) :: speedup, speedup_it
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integer :: nb_taches
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!$OMP PARALLEL
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nb_taches = OMP_GET_NUM_THREADS()
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!$OMP END PARALLEL
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call CPU_TIME(CPU_tbeg)
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call SYSTEM_CLOCK(COUNT=W_tbeg, COUNT_RATE=W_ir)
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i_state = 1
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det1(:,1) = psi_det_alpha_unique(:,1)
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det2(:,1) = psi_det_alpha_unique(:,1)
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call get_excitation_degree_spin(det1(1,1),det2(1,1),degree,N_int)
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det1(:,2) = psi_det_beta_unique(:,1)
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det2(:,2) = psi_det_beta_unique(:,1)
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call get_excitation_degree(det1,det2,degree,N_int)
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call i_H_j(det1, det2, N_int, h12)
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! ---------------------------------------------------------------------------------------
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! construct the initial CISD matrix
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print *, ' ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~'
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print *, ' CISD matrix:', n_det_alpha_unique,'x',n_det_beta_unique
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print *, ' N det :', N_det
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print *, ' ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~'
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norm_psi = 0.d0
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do k = 1, N_det
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norm_psi = norm_psi + psi_bilinear_matrix_values(k,i_state) &
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* psi_bilinear_matrix_values(k,i_state)
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enddo
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print *, ' initial norm = ', norm_psi
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allocate( Aref(n_det_alpha_unique,n_det_beta_unique) )
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Aref(:,:) = 0.d0
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do k = 1, N_det
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i = psi_bilinear_matrix_rows(k)
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j = psi_bilinear_matrix_columns(k)
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Aref(i,j) = psi_bilinear_matrix_values(k,i_state)
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enddo
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! ---------------------------------------------------------------------------------------
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! ---------------------------------------------------------------------------------------
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! perform a Full SVD
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allocate( Uref(n_det_alpha_unique,n_det_beta_unique) )
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allocate( Dref(n_det_beta_unique) )
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allocate( Vref(n_det_beta_unique,n_det_beta_unique) )
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allocate( Vtref(n_det_beta_unique,n_det_beta_unique) )
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call svd_s(Aref, size(Aref,1), Uref, size(Uref,1), Dref, Vtref, size(Vtref,1) &
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, n_det_alpha_unique, n_det_beta_unique)
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print *, ' ~~~~~~~~~~~~~~~~~~~~~~~~~~~ '
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print *, ' --- First SVD: ok --- '
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print *, ' ~~~~~~~~~~~~~~~~~~~~~~~~~~~ '
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do l = 1, n_det_beta_unique
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do i = 1, n_det_beta_unique
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Vref(i,l) = Vtref(l,i)
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enddo
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enddo
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deallocate( Vtref )
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! ---------------------------------------------------------------------------------------
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! ---------------------------------------------------------------------------------------
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! numerote vectors
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! Full rank
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n_FSVD = n_det_beta_unique*n_det_beta_unique
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print*, ' Full psi space rank = ', n_FSVD
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! Truncated rank
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n_selected = 20
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print*, ' initial psi space rank = ', n_selected
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allocate( numalpha_selected(n_selected) , numbeta_selected(n_selected) )
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do i = 1, n_selected
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numalpha_selected(i) = i
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numbeta_selected (i) = i
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enddo
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! check SVD error
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err0 = 0.d0
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do j = 1, n_det_beta_unique
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do i = 1, n_det_alpha_unique
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err_tmp = 0.d0
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do l = 1, n_selected
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ii = numalpha_selected(l)
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jj = numbeta_selected (l)
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err_tmp = err_tmp + Dref(l) * Uref(i,ii) * Vref(j,jj)
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enddo
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err_tmp = Aref(i,j) - err_tmp
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err0 += err_tmp * err_tmp
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enddo
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enddo
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print *, ' SVD err (%) = ', 100.d0 * dsqrt(err0/norm_psi)
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deallocate( Aref )
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! perturbative space rank
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l = 3
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k = 0
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if( l.eq.1 ) then
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n_toselect = 2*n_selected * ( n_det_beta_unique - n_selected )
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allocate( numalpha_toselect(n_toselect) , numbeta_toselect(n_toselect) )
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! nondiagonal blocs
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do i = 1, n_selected
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do j = n_selected+1, n_det_beta_unique
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k = k + 1
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numalpha_toselect(k) = i
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numbeta_toselect (k) = j
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enddo
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enddo
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do j = 1, n_selected
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do i = n_selected+1, n_det_beta_unique
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k = k + 1
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numalpha_toselect(k) = i
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numbeta_toselect (k) = j
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enddo
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enddo
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elseif( l.eq.2 ) then
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n_toselect = n_FSVD - n_selected*n_selected
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allocate( numalpha_toselect(n_toselect) , numbeta_toselect(n_toselect) )
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! nondiagonal blocs
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do i = 1, n_selected
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do j = n_selected+1, n_det_beta_unique
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k = k + 1
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numalpha_toselect(k) = i
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numbeta_toselect (k) = j
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enddo
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enddo
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do j = 1, n_selected
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do i = n_selected+1, n_det_beta_unique
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k = k + 1
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numalpha_toselect(k) = i
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numbeta_toselect (k) = j
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enddo
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enddo
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! diagonal bloc
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do i = n_selected+1, n_det_beta_unique
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do j = n_selected+1, n_det_beta_unique
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k = k + 1
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numalpha_toselect(k) = i
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numbeta_toselect (k) = j
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enddo
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enddo
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elseif( l.eq.3 ) then
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n_toselect = n_FSVD - n_selected
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allocate( numalpha_toselect(n_toselect) , numbeta_toselect(n_toselect) )
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do i = 1, n_det_beta_unique
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do j = 1, n_det_beta_unique
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if( (i.eq.j).and.(i.le.n_selected)) then
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cycle
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else
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k = k + 1
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numalpha_toselect(k) = i
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numbeta_toselect (k) = j
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endif
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enddo
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enddo
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elseif( l.eq.4 ) then
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n_toselect = n_FSVD - n_selected - (n_det_beta_unique-n_selected)**2
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allocate( numalpha_toselect(n_toselect) , numbeta_toselect(n_toselect) )
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! nondiagonal blocs
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do i = 1, n_selected
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do j = i+1, n_det_beta_unique
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k = k + 1
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numalpha_toselect(k) = i
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numbeta_toselect (k) = j
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enddo
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enddo
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do j = 1, n_selected
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do i = j+1, n_det_beta_unique
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k = k + 1
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numalpha_toselect(k) = i
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numbeta_toselect (k) = j
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enddo
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enddo
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endif
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if( k.ne.n_toselect ) then
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print*, ' error in numeroting '
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stop
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endif
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print*, ' perturbative psi space rank = ', n_toselect
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! ---------------------------------------------------------------------------------------
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!________________________________________________________________________________________________________
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!
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! loop over SVD iterations
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!________________________________________________________________________________________________________
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E0_old = 0.d0
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tol_energy = 1.d0
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it_svd = 0
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it_svd_max = 100
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do while( ( it_svd .lt. it_svd_max) .and. ( tol_energy .gt. 1d-8 ) )
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call CPU_TIME(CPU_tbeg_it)
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call SYSTEM_CLOCK(COUNT=W_tbeg_it, COUNT_RATE=W_ir)
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it_svd = it_svd + 1
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print*, '+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +'
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print*, ' '
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print*, ' iteration', it_svd
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! ---------------------------------------------------------------------------------------
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! calculate the energy
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allocate( coeff_psi_selected(n_selected) )
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! normalise | psi0 >
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norm_psi = 0.d0
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do i = 1, n_selected
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norm_psi += Dref(i) * Dref(i)
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enddo
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norm_psi = 1.d0 / dsqrt(norm_psi)
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do i = 1, n_selected
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coeff_psi_selected(i) = Dref(i) * norm_psi
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enddo
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! H0(i,j) = < u_i v_j | H | u_i v_j >
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print *, ''
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print *, ''
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print *, ''
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print *, '-- Compute H --'
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allocate( H0(n_selected,n_selected) )
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call const_psiHpsi(n_selected, Uref, Vref, numalpha_selected, numbeta_selected, H0)
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! avant SVD
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! E0 = < psi_0 | H | psi_0 > / < psi_0 | psi_0 >
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E0 = 0.d0
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do i = 1, n_selected
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ii = numalpha_selected(i)
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htmp = 0.d0
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do j = 1, n_selected
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jj = numalpha_selected(j)
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htmp = htmp + coeff_psi_selected(j) * H0(jj,ii)
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enddo
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E0 = E0 + htmp * coeff_psi_selected(i)
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enddo
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E0 = E0 + nuclear_repulsion
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print *,' E0 (avant SVD) =', E0
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deallocate( H0 )
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! ---------------------------------------------------------------------------------------
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! ---------------------------------------------------------------------------------------
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! nondiagonal elements
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print *, ' --- Perturbation --- '
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allocate( Hdiag(n_toselect), Hkl(n_selected,n_toselect) )
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call const_Hdiag_Hkl(n_selected, n_toselect, Uref, Vref &
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, numalpha_selected, numbeta_selected, numalpha_toselect, numbeta_toselect, Hdiag, Hkl)
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! evaluate the coefficients for all the vectors
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allocate( coeff_psi_toselect(n_toselect) )
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ept2 = 0.d0
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do ii = 1, n_toselect
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ctmp = 0.d0
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do l = 1, n_selected
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ctmp += coeff_psi_selected(l) * Hkl(l,ii)
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enddo
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coeff_psi_toselect(ii) = ctmp / ( E0 - (Hdiag(ii)+nuclear_repulsion) )
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ept2 += ctmp * ctmp / ( E0 - (Hdiag(ii)+nuclear_repulsion) )
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enddo
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E0pt2 = E0 + ept2
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deallocate( Hdiag, Hkl)
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print *, ' perturb energy = ', E0pt2, ept2
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print*, ' delta E0 = ', E0pt2 - E0_old
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tol_energy = 100.d0 * dabs(E0pt2-E0_old)/dabs(E0pt2)
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E0_old = E0pt2
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! normalize the new psi and perform a new SVD
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norm_psi = 0.d0
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do l = 1, n_toselect
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norm_psi = norm_psi + coeff_psi_toselect(l)*coeff_psi_toselect(l)
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enddo
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norm_psi = norm_psi + 1.d0
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norm_psi = 1.d0 / dsqrt(norm_psi)
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do i = 1, n_toselect
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coeff_psi_toselect(i) = coeff_psi_toselect(i) * norm_psi
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enddo
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do i = 1, n_selected
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coeff_psi_selected(i) = coeff_psi_selected(i) * norm_psi
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enddo
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print *, ' --- SVD --- '
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call perform_newSVD(n_selected, n_toselect, numalpha_selected, numbeta_selected &
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, numalpha_toselect, numbeta_toselect, coeff_psi_selected, coeff_psi_toselect &
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, Uref, Vref, Dref )
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! ---------------------------------------------------------------------------------------
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deallocate( coeff_psi_toselect )
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deallocate( coeff_psi_selected )
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write(55,'(i5,4x,4(f22.15,2x))') it_svd, E0, E0pt2
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call CPU_TIME(CPU_tend_it)
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call SYSTEM_CLOCK(COUNT=W_tend_it, COUNT_RATE=W_ir)
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CPU_tot_time_it = CPU_tend_it - CPU_tbeg_it
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W_tot_time_it = real(W_tend_it-W_tbeg_it, kind=8) / real(W_ir, kind=8)
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speedup_it = CPU_tot_time_it / W_tot_time_it
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print '(//, 3X, "elapsed time = ", 1PE10.3, " min.", /, &
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& 3X, "CPU time = ", 1PE10.3, " min.", /, &
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& 3X, "speed up = ", 1PE10.3,//)', W_tot_time_it/60.d0, CPU_tot_time_it/60.d0, speedup_it
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!print*, '+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +'
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!print*, ' '
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end do
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!________________________________________________________________________________________________________
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!________________________________________________________________________________________________________
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deallocate( Uref, Vref, Dref )
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call CPU_TIME(CPU_tend)
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call SYSTEM_CLOCK(COUNT=W_tend, COUNT_RATE=W_ir)
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CPU_tot_time = CPU_tend - CPU_tbeg
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W_tot_time = real(W_tend - W_tbeg, kind=8) / real(W_ir, kind=8)
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speedup = CPU_tot_time / W_tot_time
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print *,' ___________________________________________________________________'
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print '(//,3X,"Execution avec ",i2," threads")',nb_taches
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print *,' ___________________________________________________________________'
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print '(//, 3X, "elapsed time = ", 1PE10.3, " min.", /, &
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& 3X, "CPU time = ", 1PE10.3, " min.", /, &
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& 3X, "speed up = ", 1PE10.3 ,//)', W_tot_time/60.d0, CPU_tot_time/60.d0, speedup
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end
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subroutine const_psiHpsi(n_selected, Uref, Vref, numalpha_selected, numbeta_selected, H0)
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USE OMP_LIB
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implicit none
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integer, intent(in) :: n_selected
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integer, intent(in) :: numalpha_selected(n_selected), numbeta_selected(n_selected)
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double precision, intent(in) :: Uref(n_det_alpha_unique,n_det_beta_unique)
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double precision, intent(in) :: Vref(n_det_beta_unique ,n_det_beta_unique)
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double precision, intent(out) :: H0(n_selected,n_selected)
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integer(bit_kind) :: det1(N_int,2)
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integer(bit_kind) :: det2(N_int,2)
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integer :: degree
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integer :: i, j, k, l
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integer :: ii0, jj0, ii, jj, n, m, np, mp
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double precision :: h12, x
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H0(:,:) = 0.d0
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do i = 1, n_det_alpha_unique
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det1(:,1) = psi_det_alpha_unique(:,i)
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do k = 1, n_det_alpha_unique
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det2(:,1) = psi_det_alpha_unique(:,k)
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call get_excitation_degree_spin(det1(1,1),det2(1,1),degree,N_int)
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if (degree .gt. 2) then
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cycle
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endif
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do j = 1, n_det_beta_unique
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det1(:,2) = psi_det_beta_unique(:,j)
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do l = 1, n_det_beta_unique
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det2(:,2) = psi_det_beta_unique(:,l)
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call get_excitation_degree(det1,det2,degree,N_int)
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if (degree .gt. 2) then
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cycle
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endif
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! !!!
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call i_H_j(det1, det2, N_int, h12)
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! !!!
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! ~~~ H0 ~~~
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do n = 1, n_selected
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ii0 = numalpha_selected(n)
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jj0 = numbeta_selected (n)
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x = Uref(k,ii0) * Vref(l,jj0) * h12
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do m = 1, n_selected
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ii = numalpha_selected(m)
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jj = numbeta_selected (m)
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H0(m,n) += Uref(i,ii) * Vref(j,jj) * x
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enddo
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enddo
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! ~~~ ~~~~~~ ~~~
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enddo
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enddo
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enddo
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enddo
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end subroutine const_psiHpsi
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subroutine const_Hdiag_Hkl(n_selected, n_toselect, Uref, Vref &
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, numalpha_selected, numbeta_selected, numalpha_toselect, numbeta_toselect, Hdiag, Hkl)
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USE OMP_LIB
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implicit none
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integer, intent(in) :: n_selected,n_toselect
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integer, intent(in) :: numalpha_selected(n_selected), numbeta_selected(n_selected)
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integer, intent(in) :: numalpha_toselect(n_toselect), numbeta_toselect(n_toselect)
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double precision, intent(in) :: Uref(n_det_alpha_unique,n_det_beta_unique)
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double precision, intent(in) :: Vref(n_det_beta_unique ,n_det_beta_unique)
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double precision, intent(out) :: Hdiag(n_toselect), Hkl(n_selected,n_toselect)
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integer(bit_kind) :: det1(N_int,2)
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integer(bit_kind) :: det2(N_int,2)
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integer :: degree
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integer :: i, j, k, l
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integer :: ii0, jj0, ii, jj, n, m, np, mp
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double precision :: h12, y
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double precision, allocatable :: Hdiag_tmp(:), Hkl_tmp(:,:)
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Hdiag(:) = 0.d0
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Hkl(:,:) = 0.d0
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!$OMP PARALLEL DEFAULT(NONE) &
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!$OMP PRIVATE(n,ii0,jj0,y,m,ii,jj,i,j,k,l,h12,det1,det2,Hdiag_tmp,Hkl_tmp,degree) &
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!$OMP SHARED(n_det_alpha_unique,n_det_beta_unique,psi_det_alpha_unique,psi_det_beta_unique, &
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!$OMP N_int,n_selected,n_toselect,Uref,Vref,numalpha_toselect,numbeta_toselect, &
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!$OMP numalpha_selected, numbeta_selected,Hkl,Hdiag )
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allocate( Hdiag_tmp(n_toselect), Hkl_tmp(n_selected,n_toselect) )
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Hdiag_tmp(:) = 0.d0
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Hkl_tmp(:,:) = 0.d0
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!$OMP DO COLLAPSE(2) SCHEDULE(DYNAMIC,8)
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do i = 1, n_det_alpha_unique
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do k = 1, n_det_alpha_unique
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det1(:,1) = psi_det_alpha_unique(:,i)
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det2(:,1) = psi_det_alpha_unique(:,k)
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! !!!
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! ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~
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call get_excitation_degree_spin(det1(1,1),det2(1,1),degree,N_int)
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if (degree .gt. 2) then
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cycle
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endif
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! ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~
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! !!!
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do j = 1, n_det_beta_unique
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det1(:,2) = psi_det_beta_unique(:,j)
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do l = 1, n_det_beta_unique
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det2(:,2) = psi_det_beta_unique(:,l)
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! !!!
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! ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~
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call get_excitation_degree(det1,det2,degree,N_int)
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if (degree .gt. 2) then
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cycle
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endif
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! ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~
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! !!!
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call i_H_j(det1, det2, N_int, h12)
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! ~ ~ ~ H ~ ~ ~
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do n = 1, n_toselect
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ii0 = numalpha_toselect(n)
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jj0 = numbeta_toselect (n)
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y = Uref(k,ii0) * Vref(l,jj0) * h12
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! Hdiag
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Hdiag_tmp(n) += Uref(i,ii0) * Vref(j,jj0) * y
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do m = 1, n_selected
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ii = numalpha_selected(m)
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jj = numbeta_selected (m)
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! Hkl
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Hkl_tmp(m,n) += Uref(i,ii) * Vref(j,jj) * y
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enddo
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enddo
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! ~ ~ ~ ! ! ! ~ ~ ~
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enddo
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enddo
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! !!!
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enddo
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enddo
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!$OMP END DO
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!$OMP CRITICAL
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do n = 1, n_toselect
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Hdiag(n) += Hdiag_tmp(n)
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do m = 1, n_selected
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Hkl(m,n) += Hkl_tmp(m,n)
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enddo
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enddo
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!$OMP END CRITICAL
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deallocate( Hdiag_tmp,Hkl_tmp )
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!$OMP END PARALLEL
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end subroutine const_Hdiag_Hkl
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subroutine perform_newSVD(n_selected, n_toselect, numalpha_selected, numbeta_selected &
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, numalpha_toselect, numbeta_toselect, coeff_psi_selected, coeff_psi_toselect &
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, Uref, Vref, Dref )
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USE OMP_LIB
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implicit none
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integer, intent(in) :: n_selected, n_toselect
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integer, intent(in) :: numalpha_selected(n_selected), numbeta_selected(n_selected)
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integer, intent(in) :: numalpha_toselect(n_toselect), numbeta_toselect(n_toselect)
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double precision, intent(in) :: coeff_psi_selected(n_selected), coeff_psi_toselect(n_toselect)
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double precision, intent(inout) :: Uref(n_det_alpha_unique,n_det_beta_unique)
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double precision, intent(inout) :: Vref(n_det_beta_unique ,n_det_beta_unique)
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double precision, intent(inout) :: Dref(n_det_beta_unique)
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integer :: mm, nn, i, j, ii0, ii, l, jj
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double precision :: err0, err_norm, err_tmp
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double precision, allocatable :: S_mat(:,:), SxVt(:,:)
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double precision, allocatable :: U_svd(:,:), V_svd(:,:)
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double precision, allocatable :: U_newsvd(:,:), V_newsvd(:,:), Vt_newsvd(:,:), D_newsvd(:), A_newsvd(:,:)
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mm = n_det_alpha_unique
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nn = n_det_beta_unique
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allocate( U_svd(n_det_alpha_unique,n_det_beta_unique) )
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allocate( V_svd(n_det_beta_unique ,n_det_beta_unique) )
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allocate( S_mat(n_det_beta_unique ,n_det_beta_unique) )
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U_svd(:,:) = Uref(:,:)
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V_svd(:,:) = Vref(:,:)
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S_mat(:,:) = 0.d0
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do l = 1, n_selected
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ii = numalpha_selected(l)
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jj = numbeta_selected (l)
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S_mat(ii,jj) = coeff_psi_selected(l)
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enddo
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do l = 1, n_toselect
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ii = numalpha_toselect(l)
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jj = numbeta_toselect (l)
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S_mat(ii,jj) = coeff_psi_toselect(l)
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enddo
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! construct the new matrix: U_svd x S_mat x transpose(V_svd)
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! (NaxNb) (NbxNb) transpose(NbxNb)
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! first compute S_mat x transpose(V_svd)
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allocate( SxVt(nn,nn) )
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call dgemm( 'N', 'T', nn, nn, nn, 1.d0 &
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, S_mat , size(S_mat,1) &
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, V_svd , size(V_svd,1) &
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, 0.d0, SxVt, size(SxVt ,1) )
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! then compute U_svd x SxVt
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allocate( A_newsvd(mm,nn) )
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call dgemm( 'N', 'N', mm, nn, nn, 1.d0 &
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, U_svd , size(U_svd ,1) &
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, SxVt , size(SxVt ,1) &
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, 0.d0, A_newsvd, size(A_newsvd,1) )
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deallocate( SxVt )
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! perform new SVD
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allocate( U_newsvd(mm,nn), Vt_newsvd(nn,nn), D_newsvd(nn) )
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call svd_s( A_newsvd, size(A_newsvd,1), U_newsvd, size(U_newsvd,1), D_newsvd &
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, Vt_newsvd, size(Vt_newsvd,1), mm, nn)
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print *, ' ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ '
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print *, ' +++ new SVD is performed +++ '
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allocate( V_newsvd(nn,nn) )
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do l = 1, nn
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do j = 1, nn
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V_newsvd(j,l) = Vt_newsvd(l,j)
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enddo
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enddo
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! check SVD error
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err0 = 0.d0
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err_norm = 0.d0
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do j = 1, nn
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do i = 1, mm
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err_tmp = 0.d0
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do l = 1, mm
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err_tmp = err_tmp + D_newsvd(l) * U_newsvd(i,l) * V_newsvd(j,l)
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enddo
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err_tmp = A_newsvd(i,j) - err_tmp
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err0 += err_tmp * err_tmp
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err_norm += A_newsvd(i,j) * A_newsvd(i,j)
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enddo
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enddo
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print *, ' SVD err (%) = ', 100.d0 * dsqrt(err0/err_norm)
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print *, ' ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ '
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do l = 1, nn
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Dref(l) = D_newsvd(l)
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Uref(:,l) = U_newsvd(:,l)
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Vref(:,l) = V_newsvd(:,l)
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enddo
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deallocate( U_newsvd, V_newsvd, Vt_newsvd, D_newsvd, A_newsvd )
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return
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end subroutine perform_newSVD
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