LCOV - code coverage report
Current view: top level - src - qs_ot_minimizer.F (source / functions) Hit Total Coverage
Test: CP2K Regtests (git:ccc2433) Lines: 636 739 86.1 %
Date: 2024-04-25 07:09:54 Functions: 14 14 100.0 %

          Line data    Source code
       1             : !--------------------------------------------------------------------------------------------------!
       2             : !   CP2K: A general program to perform molecular dynamics simulations                              !
       3             : !   Copyright 2000-2024 CP2K developers group <https://cp2k.org>                                   !
       4             : !                                                                                                  !
       5             : !   SPDX-License-Identifier: GPL-2.0-or-later                                                      !
       6             : !--------------------------------------------------------------------------------------------------!
       7             : 
       8             : ! **************************************************************************************************
       9             : !> \brief orbital transformations
      10             : !> \par History
      11             : !>      None
      12             : !> \author Joost VandeVondele (09.2002)
      13             : ! **************************************************************************************************
      14             : MODULE qs_ot_minimizer
      15             : 
      16             :    USE cp_log_handling,                 ONLY: cp_get_default_logger,&
      17             :                                               cp_logger_get_default_unit_nr,&
      18             :                                               cp_logger_type
      19             :    USE dbcsr_api,                       ONLY: dbcsr_add,&
      20             :                                               dbcsr_copy,&
      21             :                                               dbcsr_dot,&
      22             :                                               dbcsr_get_info,&
      23             :                                               dbcsr_init_random,&
      24             :                                               dbcsr_p_type,&
      25             :                                               dbcsr_scale,&
      26             :                                               dbcsr_set
      27             :    USE kinds,                           ONLY: dp,&
      28             :                                               int_8
      29             :    USE mathlib,                         ONLY: diamat_all
      30             :    USE preconditioner,                  ONLY: apply_preconditioner
      31             :    USE qs_ot,                           ONLY: qs_ot_get_derivative,&
      32             :                                               qs_ot_get_derivative_ref
      33             :    USE qs_ot_types,                     ONLY: qs_ot_type
      34             : #include "./base/base_uses.f90"
      35             : 
      36             :    IMPLICIT NONE
      37             : 
      38             :    PRIVATE
      39             : 
      40             :    PUBLIC  :: ot_mini
      41             : 
      42             :    CHARACTER(len=*), PARAMETER, PRIVATE :: moduleN = 'qs_ot_minimizer'
      43             : 
      44             : CONTAINS
      45             : !
      46             : ! the minimizer interface
      47             : ! should present all possible modes of minimization
      48             : ! these include CG SD DIIS
      49             : !
      50             : !
      51             : ! IN the case of nspin != 1 we have a gradient that is distributed over different qs_ot_env.
      52             : ! still things remain basically the same, since there are no constraints between the different qs_ot_env
      53             : ! we only should take care that the various scalar products are taken over the full vectors.
      54             : ! all the information needed and collected can be stored in the fist qs_ot_env only
      55             : ! (indicating that the data type for the gradient/position and minization should be separated)
      56             : !
      57             : ! **************************************************************************************************
      58             : !> \brief ...
      59             : !> \param qs_ot_env ...
      60             : !> \param matrix_hc ...
      61             : ! **************************************************************************************************
      62       78554 :    SUBROUTINE ot_mini(qs_ot_env, matrix_hc)
      63             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
      64             :       TYPE(dbcsr_p_type), DIMENSION(:), POINTER          :: matrix_hc
      65             : 
      66             :       CHARACTER(len=*), PARAMETER                        :: routineN = 'ot_mini'
      67             : 
      68             :       INTEGER                                            :: handle, ispin, nspin
      69             :       LOGICAL                                            :: do_ener, do_ks
      70             :       REAL(KIND=dp)                                      :: tmp
      71             : 
      72       78554 :       CALL timeset(routineN, handle)
      73             : 
      74       78554 :       nspin = SIZE(qs_ot_env)
      75             : 
      76       78554 :       do_ks = qs_ot_env(1)%settings%ks
      77       78554 :       do_ener = qs_ot_env(1)%settings%do_ener
      78             : 
      79       78554 :       qs_ot_env(1)%OT_METHOD_FULL = ""
      80             : 
      81             :       ! compute the gradient for the variables x
      82       78554 :       IF (.NOT. qs_ot_env(1)%energy_only) THEN
      83       61135 :          qs_ot_env(1)%gradient = 0.0_dp
      84      129099 :          DO ispin = 1, nspin
      85       67964 :             IF (do_ks) THEN
      86      133076 :                SELECT CASE (qs_ot_env(1)%settings%ot_algorithm)
      87             :                CASE ("TOD")
      88             :                   CALL qs_ot_get_derivative(matrix_hc(ispin)%matrix, qs_ot_env(ispin)%matrix_x, &
      89             :                                             qs_ot_env(ispin)%matrix_sx, &
      90       65112 :                                             qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin))
      91             :                CASE ("REF")
      92             :                   CALL qs_ot_get_derivative_ref(matrix_hc(ispin)%matrix, &
      93             :                                                 qs_ot_env(ispin)%matrix_x, qs_ot_env(ispin)%matrix_sx, &
      94        2852 :                                                 qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin))
      95             :                CASE DEFAULT
      96       67964 :                   CPABORT("ALGORITHM NYI")
      97             :                END SELECT
      98             :             END IF
      99             :             ! and also the gradient along the direction
     100      129099 :             IF (qs_ot_env(1)%use_dx) THEN
     101       61440 :                IF (do_ks) THEN
     102       61440 :                   CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_dx, tmp)
     103       61440 :                   qs_ot_env(1)%gradient = qs_ot_env(1)%gradient + tmp
     104       61440 :                   IF (qs_ot_env(1)%settings%do_rotation) THEN
     105        1404 :                      CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_gx, qs_ot_env(ispin)%rot_mat_dx, tmp)
     106        1404 :                      qs_ot_env(1)%gradient = qs_ot_env(1)%gradient + 0.5_dp*tmp
     107             :                   END IF
     108             :                END IF
     109       61440 :                IF (do_ener) THEN
     110           0 :                   tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_gx, qs_ot_env(ispin)%ener_dx)
     111           0 :                   qs_ot_env(1)%gradient = qs_ot_env(1)%gradient + tmp
     112             :                END IF
     113             :             ELSE
     114        6524 :                IF (do_ks) THEN
     115        6524 :                   CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_gx, tmp)
     116        6524 :                   qs_ot_env(1)%gradient = qs_ot_env(1)%gradient - tmp
     117        6524 :                   IF (qs_ot_env(1)%settings%do_rotation) THEN
     118           0 :                      CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_gx, qs_ot_env(ispin)%rot_mat_gx, tmp)
     119           0 :                      qs_ot_env(1)%gradient = qs_ot_env(1)%gradient - 0.5_dp*tmp
     120             :                   END IF
     121             :                END IF
     122        6524 :                IF (do_ener) THEN
     123           0 :                   tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_gx, qs_ot_env(ispin)%ener_gx)
     124           0 :                   qs_ot_env(1)%gradient = qs_ot_env(1)%gradient - tmp
     125             :                END IF
     126             :             END IF
     127             :          END DO
     128             :       END IF
     129             : 
     130      114770 :       SELECT CASE (qs_ot_env(1)%settings%OT_METHOD)
     131             :       CASE ("CG")
     132       36216 :          IF (current_point_is_fine(qs_ot_env)) THEN
     133       18815 :             qs_ot_env(1)%OT_METHOD_FULL = "OT CG"
     134       18815 :             CALL ot_new_cg_direction(qs_ot_env)
     135       18815 :             qs_ot_env(1)%line_search_count = 0
     136             :          ELSE
     137       17401 :             qs_ot_env(1)%OT_METHOD_FULL = "OT LS"
     138             :          END IF
     139       36216 :          CALL do_line_search(qs_ot_env)
     140             :       CASE ("SD")
     141          42 :          IF (current_point_is_fine(qs_ot_env)) THEN
     142          24 :             qs_ot_env(1)%OT_METHOD_FULL = "OT SD"
     143          24 :             CALL ot_new_sd_direction(qs_ot_env)
     144          24 :             qs_ot_env(1)%line_search_count = 0
     145             :          ELSE
     146          18 :             qs_ot_env(1)%OT_METHOD_FULL = "OT LS"
     147             :          END IF
     148          42 :          CALL do_line_search(qs_ot_env)
     149             :       CASE ("DIIS")
     150       42118 :          qs_ot_env(1)%OT_METHOD_FULL = "OT DIIS"
     151       42118 :          CALL ot_diis_step(qs_ot_env)
     152             :       CASE ("BROY")
     153         178 :          qs_ot_env(1)%OT_METHOD_FULL = "OT BROY"
     154         178 :          CALL ot_broyden_step(qs_ot_env)
     155             :       CASE DEFAULT
     156       78554 :          CPABORT("OT_METHOD NYI")
     157             :       END SELECT
     158             : 
     159       78554 :       CALL timestop(handle)
     160             : 
     161       78554 :    END SUBROUTINE ot_mini
     162             : 
     163             : !
     164             : ! checks if the current point is a good point for finding a new direction
     165             : ! or if we should improve the line_search, if it is used
     166             : !
     167             : ! **************************************************************************************************
     168             : !> \brief ...
     169             : !> \param qs_ot_env ...
     170             : !> \return ...
     171             : ! **************************************************************************************************
     172       36258 :    FUNCTION current_point_is_fine(qs_ot_env) RESULT(res)
     173             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
     174             :       LOGICAL                                            :: res
     175             : 
     176       36258 :       res = .FALSE.
     177             : 
     178             :       ! only if we have a gradient it can be fine
     179       36258 :       IF (.NOT. qs_ot_env(1)%energy_only) THEN
     180             : 
     181             :          ! we have not yet started with the line search
     182       18839 :          IF (qs_ot_env(1)%line_search_count .EQ. 0) THEN
     183       36258 :             res = .TRUE.
     184             :             RETURN
     185             :          END IF
     186             : 
     187       15888 :          IF (qs_ot_env(1)%line_search_might_be_done) THEN
     188             :             ! here we put the more complicated logic later
     189       15888 :             res = .TRUE.
     190       15888 :             RETURN
     191             :          END IF
     192             : 
     193             :       END IF
     194             : 
     195             :    END FUNCTION current_point_is_fine
     196             : 
     197             : !
     198             : ! performs various kinds of line searches
     199             : !
     200             : ! **************************************************************************************************
     201             : !> \brief ...
     202             : !> \param qs_ot_env ...
     203             : ! **************************************************************************************************
     204       36258 :    SUBROUTINE do_line_search(qs_ot_env)
     205             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
     206             : 
     207       36642 :       SELECT CASE (qs_ot_env(1)%settings%line_search_method)
     208             :       CASE ("GOLD")
     209         384 :          CALL do_line_search_gold(qs_ot_env)
     210             :       CASE ("3PNT")
     211        1186 :          CALL do_line_search_3pnt(qs_ot_env)
     212             :       CASE ("2PNT")
     213       34678 :          CALL do_line_search_2pnt(qs_ot_env)
     214             :       CASE ("NONE")
     215          10 :          CALL do_line_search_none(qs_ot_env)
     216             :       CASE DEFAULT
     217       36258 :          CPABORT("NYI")
     218             :       END SELECT
     219       36258 :    END SUBROUTINE do_line_search
     220             : 
     221             : ! **************************************************************************************************
     222             : !> \brief moves x adding the right amount (ds) of the gradient or search direction
     223             : !> \param ds ...
     224             : !> \param qs_ot_env ...
     225             : !> \par History
     226             : !>      08.2004 created [ Joost VandeVondele ] copied here from a larger number of subroutines
     227             : ! **************************************************************************************************
     228       36258 :    SUBROUTINE take_step(ds, qs_ot_env)
     229             :       REAL(KIND=dp)                                      :: ds
     230             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
     231             : 
     232             :       CHARACTER(len=*), PARAMETER                        :: routineN = 'take_step'
     233             : 
     234             :       INTEGER                                            :: handle, ispin, nspin
     235             :       LOGICAL                                            :: do_ener, do_ks
     236             : 
     237       36258 :       CALL timeset(routineN, handle)
     238             : 
     239       36258 :       nspin = SIZE(qs_ot_env)
     240             : 
     241       36258 :       do_ks = qs_ot_env(1)%settings%ks
     242       36258 :       do_ener = qs_ot_env(1)%settings%do_ener
     243             : 
     244             :       ! now update x to take into account this new step
     245             :       ! either dx or -gx is the direction to use
     246       36258 :       IF (qs_ot_env(1)%use_dx) THEN
     247       36246 :          IF (do_ks) THEN
     248       79384 :             DO ispin = 1, nspin
     249             :                CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, qs_ot_env(ispin)%matrix_dx, &
     250       43138 :                               alpha_scalar=1.0_dp, beta_scalar=ds)
     251       79384 :                IF (qs_ot_env(ispin)%settings%do_rotation) THEN
     252             :                   CALL dbcsr_add(qs_ot_env(ispin)%rot_mat_x, qs_ot_env(ispin)%rot_mat_dx, &
     253        2034 :                                  alpha_scalar=1.0_dp, beta_scalar=ds)
     254             :                END IF
     255             :             END DO
     256             :          END IF
     257       36246 :          IF (do_ener) THEN
     258           0 :             DO ispin = 1, nspin
     259           0 :                qs_ot_env(ispin)%ener_x = qs_ot_env(ispin)%ener_x + ds*qs_ot_env(ispin)%ener_dx
     260             :             END DO
     261             :          END IF
     262             :       ELSE
     263          12 :          IF (do_ks) THEN
     264          24 :             DO ispin = 1, nspin
     265             :                CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, qs_ot_env(ispin)%matrix_gx, &
     266          12 :                               alpha_scalar=1.0_dp, beta_scalar=-ds)
     267          24 :                IF (qs_ot_env(ispin)%settings%do_rotation) THEN
     268             :                   CALL dbcsr_add(qs_ot_env(ispin)%rot_mat_x, qs_ot_env(ispin)%rot_mat_gx, &
     269           0 :                                  alpha_scalar=1.0_dp, beta_scalar=-ds)
     270             :                END IF
     271             :             END DO
     272             :          END IF
     273          12 :          IF (do_ener) THEN
     274           0 :             DO ispin = 1, nspin
     275           0 :                qs_ot_env(ispin)%ener_x = qs_ot_env(ispin)%ener_x - ds*qs_ot_env(ispin)%ener_gx
     276             :             END DO
     277             :          END IF
     278             :       END IF
     279       36258 :       CALL timestop(handle)
     280       36258 :    END SUBROUTINE take_step
     281             : 
     282             : ! implements a golden ratio search as a robust way of minimizing
     283             : ! **************************************************************************************************
     284             : !> \brief ...
     285             : !> \param qs_ot_env ...
     286             : ! **************************************************************************************************
     287         384 :    SUBROUTINE do_line_search_gold(qs_ot_env)
     288             : 
     289             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
     290             : 
     291             :       CHARACTER(len=*), PARAMETER :: routineN = 'do_line_search_gold'
     292             :       REAL(KIND=dp), PARAMETER                           :: gold_sec = 0.3819_dp
     293             : 
     294             :       INTEGER                                            :: count, handle
     295             :       REAL(KIND=dp)                                      :: ds
     296             : 
     297         384 :       CALL timeset(routineN, handle)
     298             : 
     299         384 :       qs_ot_env(1)%line_search_count = qs_ot_env(1)%line_search_count + 1
     300         384 :       count = qs_ot_env(1)%line_search_count
     301         384 :       qs_ot_env(1)%line_search_might_be_done = .FALSE.
     302         384 :       qs_ot_env(1)%energy_only = .TRUE.
     303             : 
     304         384 :       IF (count + 1 .GT. SIZE(qs_ot_env(1)%OT_pos)) THEN
     305             :          ! should not happen, we pass with a warning first
     306             :          ! you can increase the size of OT_pos and the like in qs_ot_env
     307           0 :          CPABORT("MAX ITER EXCEEDED : FATAL")
     308             :       END IF
     309             : 
     310         384 :       IF (qs_ot_env(1)%line_search_count .EQ. 1) THEN
     311          30 :          qs_ot_env(1)%line_search_left = 1
     312          30 :          qs_ot_env(1)%line_search_right = 0
     313          30 :          qs_ot_env(1)%line_search_mid = 1
     314          30 :          qs_ot_env(1)%ot_pos(1) = 0.0_dp
     315          30 :          qs_ot_env(1)%ot_energy(1) = qs_ot_env(1)%etotal
     316          30 :          qs_ot_env(1)%ot_pos(2) = qs_ot_env(1)%ds_min/gold_sec
     317             :       ELSE
     318         354 :          qs_ot_env(1)%ot_energy(count) = qs_ot_env(1)%etotal
     319             :          ! it's essentially a book keeping game.
     320             :          ! keep left on the left, keep (bring) right on the right
     321             :          ! and mid in between these two
     322         354 :          IF (qs_ot_env(1)%line_search_right .EQ. 0) THEN ! we do not yet have the right bracket
     323          40 :             IF (qs_ot_env(1)%ot_energy(count - 1) .LT. qs_ot_env(1)%ot_energy(count)) THEN
     324          26 :                qs_ot_env(1)%line_search_right = count
     325             :                qs_ot_env(1)%ot_pos(count + 1) = qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_mid) + &
     326             :                                                 (qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_right) - &
     327          26 :                                                  qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_mid))*gold_sec
     328             :             ELSE
     329          14 :                qs_ot_env(1)%line_search_left = qs_ot_env(1)%line_search_mid
     330          14 :                qs_ot_env(1)%line_search_mid = count
     331          14 :                qs_ot_env(1)%ot_pos(count + 1) = qs_ot_env(1)%ot_pos(count)/gold_sec ! expand
     332             :             END IF
     333             :          ELSE
     334             :             ! first determine where we are and construct the new triplet
     335         314 :             IF (qs_ot_env(1)%ot_pos(count) .LT. qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_mid)) THEN
     336         140 :                IF (qs_ot_env(1)%ot_energy(count) .LT. qs_ot_env(1)%ot_energy(qs_ot_env(1)%line_search_mid)) THEN
     337          42 :                   qs_ot_env(1)%line_search_right = qs_ot_env(1)%line_search_mid
     338          42 :                   qs_ot_env(1)%line_search_mid = count
     339             :                ELSE
     340          98 :                   qs_ot_env(1)%line_search_left = count
     341             :                END IF
     342             :             ELSE
     343         174 :                IF (qs_ot_env(1)%ot_energy(count) .LT. qs_ot_env(1)%ot_energy(qs_ot_env(1)%line_search_mid)) THEN
     344          66 :                   qs_ot_env(1)%line_search_left = qs_ot_env(1)%line_search_mid
     345          66 :                   qs_ot_env(1)%line_search_mid = count
     346             :                ELSE
     347         108 :                   qs_ot_env(1)%line_search_right = count
     348             :                END IF
     349             :             END IF
     350             :             ! now find the new point in the largest section
     351         314 :             IF ((qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_right) &
     352             :                  - qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_mid)) .GT. &
     353             :                 (qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_mid) &
     354             :                  - qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_left))) THEN
     355             :                qs_ot_env(1)%ot_pos(count + 1) = &
     356             :                   qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_mid) + &
     357             :                   gold_sec*(qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_right) &
     358         154 :                             - qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_mid))
     359             :             ELSE
     360             :                qs_ot_env(1)%ot_pos(count + 1) = &
     361             :                   qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_left) + &
     362             :                   gold_sec*(qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_mid) &
     363         160 :                             - qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_left))
     364             :             END IF
     365             :             ! check for termination
     366             :             IF (((qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_right) &
     367             :                   - qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_mid)) .LT. &
     368         314 :                  qs_ot_env(1)%ds_min*qs_ot_env(1)%settings%gold_target) .AND. &
     369             :                 ((qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_mid) &
     370             :                   - qs_ot_env(1)%ot_pos(qs_ot_env(1)%line_search_left)) .LT. &
     371             :                  qs_ot_env(1)%ds_min*qs_ot_env(1)%settings%gold_target)) THEN
     372          20 :                qs_ot_env(1)%energy_only = .FALSE.
     373          20 :                qs_ot_env(1)%line_search_might_be_done = .TRUE.
     374             :             END IF
     375             :          END IF
     376             :       END IF
     377         384 :       ds = qs_ot_env(1)%OT_pos(count + 1) - qs_ot_env(1)%OT_pos(count)
     378         384 :       qs_ot_env(1)%ds_min = qs_ot_env(1)%OT_pos(count + 1)
     379             : 
     380         384 :       CALL take_step(ds, qs_ot_env)
     381             : 
     382         384 :       CALL timestop(handle)
     383             : 
     384         384 :    END SUBROUTINE do_line_search_gold
     385             : 
     386             : ! **************************************************************************************************
     387             : !> \brief ...
     388             : !> \param qs_ot_env ...
     389             : ! **************************************************************************************************
     390        1186 :    SUBROUTINE do_line_search_3pnt(qs_ot_env)
     391             : 
     392             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
     393             : 
     394             :       CHARACTER(len=*), PARAMETER :: routineN = 'do_line_search_3pnt'
     395             : 
     396             :       INTEGER                                            :: count, handle
     397             :       REAL(KIND=dp)                                      :: denom, ds, fa, fb, fc, nom, pos, val, &
     398             :                                                             xa, xb, xc
     399             : 
     400        1186 :       CALL timeset(routineN, handle)
     401             : 
     402        1186 :       qs_ot_env(1)%line_search_might_be_done = .FALSE.
     403        1186 :       qs_ot_env(1)%energy_only = .TRUE.
     404             : 
     405             :       ! a three point interpolation based on the energy
     406        1186 :       qs_ot_env(1)%line_search_count = qs_ot_env(1)%line_search_count + 1
     407        1186 :       count = qs_ot_env(1)%line_search_count
     408        1186 :       qs_ot_env(1)%ot_energy(count) = qs_ot_env(1)%etotal
     409         410 :       SELECT CASE (count)
     410             :       CASE (1)
     411         410 :          qs_ot_env(1)%ot_pos(count) = 0.0_dp
     412         410 :          qs_ot_env(1)%ot_pos(count + 1) = qs_ot_env(1)%ds_min*0.8_dp
     413             :       CASE (2)
     414         394 :          IF (qs_ot_env(1)%OT_energy(count) .GT. qs_ot_env(1)%OT_energy(count - 1)) THEN
     415          38 :             qs_ot_env(1)%OT_pos(count + 1) = qs_ot_env(1)%ds_min*0.5_dp
     416             :          ELSE
     417         356 :             qs_ot_env(1)%OT_pos(count + 1) = qs_ot_env(1)%ds_min*1.4_dp
     418             :          END IF
     419             :       CASE (3)
     420         382 :          xa = qs_ot_env(1)%OT_pos(1)
     421         382 :          xb = qs_ot_env(1)%OT_pos(2)
     422         382 :          xc = qs_ot_env(1)%OT_pos(3)
     423         382 :          fa = qs_ot_env(1)%OT_energy(1)
     424         382 :          fb = qs_ot_env(1)%OT_energy(2)
     425         382 :          fc = qs_ot_env(1)%OT_energy(3)
     426         382 :          nom = (xb - xa)**2*(fb - fc) - (xb - xc)**2*(fb - fa)
     427         382 :          denom = (xb - xa)*(fb - fc) - (xb - xc)*(fb - fa)
     428         382 :          IF (ABS(denom) .LE. 1.0E-18_dp*MAX(ABS(fb - fc), ABS(fb - fa))) THEN
     429             :             pos = xb
     430             :          ELSE
     431         382 :             pos = xb - 0.5_dp*nom/denom ! position of the stationary point
     432             :          END IF
     433             :          val = (pos - xa)*(pos - xb)*fc/((xc - xa)*(xc - xb)) + &
     434             :                (pos - xb)*(pos - xc)*fa/((xa - xb)*(xa - xc)) + &
     435         382 :                (pos - xc)*(pos - xa)*fb/((xb - xc)*(xb - xa))
     436         382 :          IF (val .LT. fa .AND. val .LE. fb .AND. val .LE. fc) THEN ! OK, we go to a minimum
     437             :             ! we take a guard against too large steps
     438             :             qs_ot_env(1)%OT_pos(count + 1) = MAX(MAXVAL(qs_ot_env(1)%OT_pos(1:3))*0.01_dp, &
     439        1900 :                                                  MIN(pos, MAXVAL(qs_ot_env(1)%OT_pos(1:3))*4.0_dp))
     440             :          ELSE ! just take an extended step
     441          10 :             qs_ot_env(1)%OT_pos(count + 1) = MAXVAL(qs_ot_env(1)%OT_pos(1:3))*2.0_dp
     442             :          END IF
     443         382 :          qs_ot_env(1)%energy_only = .FALSE.
     444         382 :          qs_ot_env(1)%line_search_might_be_done = .TRUE.
     445             :       CASE DEFAULT
     446        1186 :          CPABORT("NYI")
     447             :       END SELECT
     448        1186 :       ds = qs_ot_env(1)%OT_pos(count + 1) - qs_ot_env(1)%OT_pos(count)
     449        1186 :       qs_ot_env(1)%ds_min = qs_ot_env(1)%OT_pos(count + 1)
     450             : 
     451        1186 :       CALL take_step(ds, qs_ot_env)
     452             : 
     453        1186 :       CALL timestop(handle)
     454             : 
     455        1186 :    END SUBROUTINE do_line_search_3pnt
     456             : 
     457             : ! **************************************************************************************************
     458             : !> \brief ...
     459             : !> \param qs_ot_env ...
     460             : ! **************************************************************************************************
     461       34678 :    SUBROUTINE do_line_search_2pnt(qs_ot_env)
     462             : 
     463             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
     464             : 
     465             :       CHARACTER(len=*), PARAMETER :: routineN = 'do_line_search_2pnt'
     466             : 
     467             :       INTEGER                                            :: count, handle
     468             :       REAL(KIND=dp)                                      :: a, b, c, ds, pos, val, x0, x1
     469             : 
     470       34678 :       CALL timeset(routineN, handle)
     471             : 
     472       34678 :       qs_ot_env(1)%line_search_might_be_done = .FALSE.
     473       34678 :       qs_ot_env(1)%energy_only = .TRUE.
     474             : 
     475             :       ! a three point interpolation based on the energy
     476       34678 :       qs_ot_env(1)%line_search_count = qs_ot_env(1)%line_search_count + 1
     477       34678 :       count = qs_ot_env(1)%line_search_count
     478       34678 :       qs_ot_env(1)%ot_energy(count) = qs_ot_env(1)%etotal
     479       18389 :       SELECT CASE (count)
     480             :       CASE (1)
     481       18389 :          qs_ot_env(1)%ot_pos(count) = 0.0_dp
     482       18389 :          qs_ot_env(1)%ot_grad(count) = qs_ot_env(1)%gradient
     483       18389 :          qs_ot_env(1)%ot_pos(count + 1) = qs_ot_env(1)%ds_min*1.0_dp
     484             :       CASE (2)
     485       16289 :          x0 = 0.0_dp
     486       16289 :          c = qs_ot_env(1)%ot_energy(1)
     487       16289 :          b = qs_ot_env(1)%ot_grad(1)
     488       16289 :          x1 = qs_ot_env(1)%ot_pos(2)
     489       16289 :          a = (qs_ot_env(1)%ot_energy(2) - b*x1 - c)/(x1**2)
     490       16289 :          IF (a .LE. 0.0_dp) a = 1.0E-15_dp
     491       16289 :          pos = -b/(2.0_dp*a)
     492       16289 :          val = a*pos**2 + b*pos + c
     493       16289 :          qs_ot_env(1)%energy_only = .FALSE.
     494       16289 :          qs_ot_env(1)%line_search_might_be_done = .TRUE.
     495       16289 :          IF (val .LT. qs_ot_env(1)%ot_energy(1) .AND. val .LE. qs_ot_env(1)%ot_energy(2)) THEN
     496             :             ! we go to a minimum, but ...
     497             :             ! we take a guard against too large steps
     498             :             qs_ot_env(1)%OT_pos(count + 1) = MAX(MAXVAL(qs_ot_env(1)%OT_pos(1:2))*0.01_dp, &
     499       64820 :                                                  MIN(pos, MAXVAL(qs_ot_env(1)%OT_pos(1:2))*4.0_dp))
     500             :          ELSE ! just take an extended step
     501         336 :             qs_ot_env(1)%OT_pos(count + 1) = MAXVAL(qs_ot_env(1)%OT_pos(1:2))*2.0_dp
     502             :          END IF
     503             :       CASE DEFAULT
     504       34678 :          CPABORT("NYI")
     505             :       END SELECT
     506       34678 :       ds = qs_ot_env(1)%OT_pos(count + 1) - qs_ot_env(1)%OT_pos(count)
     507       34678 :       qs_ot_env(1)%ds_min = qs_ot_env(1)%OT_pos(count + 1)
     508             : 
     509       34678 :       CALL take_step(ds, qs_ot_env)
     510             : 
     511       34678 :       CALL timestop(handle)
     512             : 
     513       34678 :    END SUBROUTINE do_line_search_2pnt
     514             : 
     515             : ! **************************************************************************************************
     516             : !> \brief ...
     517             : !> \param qs_ot_env ...
     518             : ! **************************************************************************************************
     519          10 :    SUBROUTINE do_line_search_none(qs_ot_env)
     520             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
     521             : 
     522          10 :       CALL take_step(qs_ot_env(1)%ds_min, qs_ot_env)
     523             : 
     524          10 :    END SUBROUTINE do_line_search_none
     525             : 
     526             : !
     527             : ! creates a new SD direction, using the preconditioner if associated
     528             : ! also updates the gradient for line search
     529             : !
     530             : 
     531             : ! **************************************************************************************************
     532             : !> \brief ...
     533             : !> \param qs_ot_env ...
     534             : ! **************************************************************************************************
     535          24 :    SUBROUTINE ot_new_sd_direction(qs_ot_env)
     536             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
     537             : 
     538             :       CHARACTER(len=*), PARAMETER :: routineN = 'ot_new_sd_direction'
     539             : 
     540             :       INTEGER                                            :: handle, ispin, itmp, k, n, nener, nspin
     541             :       LOGICAL                                            :: do_ener, do_ks
     542             :       REAL(KIND=dp)                                      :: tmp
     543             :       TYPE(cp_logger_type), POINTER                      :: logger
     544             : 
     545          24 :       CALL timeset(routineN, handle)
     546             : 
     547             : !***SCP
     548             : 
     549          24 :       nspin = SIZE(qs_ot_env)
     550          24 :       logger => cp_get_default_logger()
     551          24 :       do_ks = qs_ot_env(1)%settings%ks
     552          24 :       do_ener = qs_ot_env(1)%settings%do_ener
     553             : 
     554          24 :       IF (ASSOCIATED(qs_ot_env(1)%preconditioner)) THEN
     555          20 :          IF (.NOT. qs_ot_env(1)%use_dx) CPABORT("use dx")
     556          20 :          qs_ot_env(1)%gnorm = 0.0_dp
     557          20 :          IF (do_ks) THEN
     558          40 :             DO ispin = 1, nspin
     559             :                CALL apply_preconditioner(qs_ot_env(ispin)%preconditioner, &
     560          20 :                                          qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_dx)
     561          20 :                CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_dx, tmp)
     562          40 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     563             :             END DO
     564          20 :             IF (qs_ot_env(1)%gnorm .LT. 0.0_dp) THEN
     565           0 :                logger => cp_get_default_logger()
     566           0 :                WRITE (cp_logger_get_default_unit_nr(logger), *) "WARNING Preconditioner not positive definite !"
     567             :             END IF
     568          40 :             DO ispin = 1, nspin
     569          40 :                CALL dbcsr_scale(qs_ot_env(ispin)%matrix_dx, -1.0_dp)
     570             :             END DO
     571          20 :             IF (qs_ot_env(1)%settings%do_rotation) THEN
     572           0 :                DO ispin = 1, nspin
     573             :                   ! right now no preconditioner yet
     574           0 :                   CALL dbcsr_copy(qs_ot_env(ispin)%rot_mat_dx, qs_ot_env(ispin)%rot_mat_gx)
     575           0 :                   CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_gx, qs_ot_env(ispin)%rot_mat_dx, tmp)
     576             :                   ! added 0.5, because we have (antisymmetry) only half the number of variables
     577           0 :                   qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + 0.5_dp*tmp
     578             :                END DO
     579           0 :                DO ispin = 1, nspin
     580           0 :                   CALL dbcsr_scale(qs_ot_env(ispin)%rot_mat_dx, -1.0_dp)
     581             :                END DO
     582             :             END IF
     583             :          END IF
     584          20 :          IF (do_ener) THEN
     585           0 :             DO ispin = 1, nspin
     586           0 :                qs_ot_env(ispin)%ener_dx = qs_ot_env(ispin)%ener_gx
     587           0 :                tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_dx, qs_ot_env(ispin)%ener_gx)
     588           0 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     589           0 :                qs_ot_env(ispin)%ener_dx = -qs_ot_env(ispin)%ener_dx
     590             :             END DO
     591             :          END IF
     592             :       ELSE
     593           4 :          qs_ot_env(1)%gnorm = 0.0_dp
     594           4 :          IF (do_ks) THEN
     595           8 :             DO ispin = 1, nspin
     596           4 :                CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_gx, tmp)
     597           8 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     598             :             END DO
     599           4 :             IF (qs_ot_env(1)%settings%do_rotation) THEN
     600           0 :                DO ispin = 1, nspin
     601           0 :                   CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_gx, qs_ot_env(ispin)%rot_mat_gx, tmp)
     602             :                   ! added 0.5, because we have (antisymmetry) only half the number of variables
     603           0 :                   qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + 0.5_dp*tmp
     604             :                END DO
     605             :             END IF
     606             :          END IF
     607           4 :          IF (do_ener) THEN
     608           0 :             DO ispin = 1, nspin
     609           0 :                tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_gx, qs_ot_env(ispin)%ener_gx)
     610           0 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     611             :             END DO
     612             :          END IF
     613             :       END IF
     614             : 
     615          24 :       k = 0
     616          24 :       n = 0
     617          24 :       nener = 0
     618          24 :       IF (do_ks) THEN
     619          24 :          CALL dbcsr_get_info(qs_ot_env(1)%matrix_x, nfullrows_total=n)
     620          48 :          DO ispin = 1, nspin
     621          24 :             CALL dbcsr_get_info(qs_ot_env(ispin)%matrix_x, nfullcols_total=itmp)
     622          48 :             k = k + itmp
     623             :          END DO
     624             :       END IF
     625          24 :       IF (do_ener) THEN
     626           0 :          DO ispin = 1, nspin
     627           0 :             nener = nener + SIZE(qs_ot_env(ispin)%ener_x)
     628             :          END DO
     629             :       END IF
     630             :       ! Handling the case of no free variables to optimize
     631          24 :       IF (INT(n, KIND=int_8)*INT(k, KIND=int_8) + nener /= 0) THEN
     632          22 :          qs_ot_env(1)%delta = SQRT(ABS(qs_ot_env(1)%gnorm)/(INT(n, KIND=int_8)*INT(k, KIND=int_8) + nener))
     633          22 :          qs_ot_env(1)%gradient = -qs_ot_env(1)%gnorm
     634             :       ELSE
     635           2 :          qs_ot_env(1)%delta = 0.0_dp
     636           2 :          qs_ot_env(1)%gradient = 0.0_dp
     637             :       END IF
     638             : 
     639          24 :       CALL timestop(handle)
     640             : 
     641          24 :    END SUBROUTINE ot_new_sd_direction
     642             : 
     643             : !
     644             : ! creates a new CG direction. Implements Polak-Ribierre variant
     645             : ! using the preconditioner if associated
     646             : ! also updates the gradient for line search
     647             : !
     648             : ! **************************************************************************************************
     649             : !> \brief ...
     650             : !> \param qs_ot_env ...
     651             : ! **************************************************************************************************
     652       18815 :    SUBROUTINE ot_new_cg_direction(qs_ot_env)
     653             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
     654             : 
     655             :       CHARACTER(len=*), PARAMETER :: routineN = 'ot_new_cg_direction'
     656             : 
     657             :       INTEGER                                            :: handle, ispin, itmp, k, n, nener, nspin
     658             :       LOGICAL                                            :: do_ener, do_ks
     659             :       REAL(KIND=dp)                                      :: beta_pr, gnorm_cross, test_down, tmp
     660             :       TYPE(cp_logger_type), POINTER                      :: logger
     661             : 
     662       18815 :       CALL timeset(routineN, handle)
     663             : 
     664       18815 :       nspin = SIZE(qs_ot_env)
     665       18815 :       logger => cp_get_default_logger()
     666             : 
     667       18815 :       do_ks = qs_ot_env(1)%settings%ks
     668       18815 :       do_ener = qs_ot_env(1)%settings%do_ener
     669             : 
     670       18815 :       gnorm_cross = 0.0_dp
     671       18815 :       IF (do_ks) THEN
     672       41469 :          DO ispin = 1, nspin
     673       22654 :             CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_gx_old, tmp)
     674       41469 :             gnorm_cross = gnorm_cross + tmp
     675             :          END DO
     676       18815 :          IF (qs_ot_env(1)%settings%do_rotation) THEN
     677        2024 :             DO ispin = 1, nspin
     678        1038 :                CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_gx, qs_ot_env(ispin)%rot_mat_gx_old, tmp)
     679             :                ! added 0.5, because we have (antisymmetry) only half the number of variables
     680        2024 :                gnorm_cross = gnorm_cross + 0.5_dp*tmp
     681             :             END DO
     682             :          END IF
     683             :       END IF
     684       18815 :       IF (do_ener) THEN
     685           0 :          DO ispin = 1, nspin
     686           0 :             tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_gx, qs_ot_env(ispin)%ener_gx_old)
     687           0 :             gnorm_cross = gnorm_cross + tmp
     688             :          END DO
     689             :       END IF
     690             : 
     691       18815 :       IF (ASSOCIATED(qs_ot_env(1)%preconditioner)) THEN
     692             : 
     693       28377 :          DO ispin = 1, nspin
     694             :             CALL apply_preconditioner(qs_ot_env(ispin)%preconditioner, &
     695       28377 :                                       qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_gx_old)
     696             :          END DO
     697       12509 :          qs_ot_env(1)%gnorm = 0.0_dp
     698       12509 :          IF (do_ks) THEN
     699       28377 :             DO ispin = 1, nspin
     700       15868 :                CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_gx_old, tmp)
     701       28377 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     702             :             END DO
     703       12509 :             IF (qs_ot_env(1)%gnorm .LT. 0.0_dp) THEN
     704           0 :                WRITE (cp_logger_get_default_unit_nr(logger), *) "WARNING Preconditioner not positive definite !"
     705             :             END IF
     706       28377 :             DO ispin = 1, nspin
     707       28377 :                CALL dbcsr_copy(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_gx_old)
     708             :             END DO
     709       12509 :             IF (qs_ot_env(1)%settings%do_rotation) THEN
     710        1976 :                DO ispin = 1, nspin
     711             :                   ! right now no preconditioner yet
     712        1014 :                   CALL dbcsr_copy(qs_ot_env(ispin)%rot_mat_gx_old, qs_ot_env(ispin)%rot_mat_gx)
     713        1014 :                   CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_gx, qs_ot_env(ispin)%rot_mat_gx_old, tmp)
     714             :                   ! added 0.5, because we have (antisymmetry) only half the number of variables
     715        1976 :                   qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + 0.5_dp*tmp
     716             :                END DO
     717        1976 :                DO ispin = 1, nspin
     718        1976 :                   CALL dbcsr_copy(qs_ot_env(ispin)%rot_mat_gx, qs_ot_env(ispin)%rot_mat_gx_old)
     719             :                END DO
     720             :             END IF
     721             :          END IF
     722       12509 :          IF (do_ener) THEN
     723           0 :             DO ispin = 1, nspin
     724           0 :                qs_ot_env(ispin)%ener_gx_old = qs_ot_env(ispin)%ener_gx
     725           0 :                tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_gx, qs_ot_env(ispin)%ener_gx_old)
     726           0 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     727           0 :                qs_ot_env(ispin)%ener_gx = qs_ot_env(ispin)%ener_gx_old
     728             :             END DO
     729             :          END IF
     730             :       ELSE
     731        6306 :          IF (do_ks) THEN
     732        6306 :             qs_ot_env(1)%gnorm = 0.0_dp
     733       13092 :             DO ispin = 1, nspin
     734        6786 :                CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_gx, tmp)
     735        6786 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     736       13092 :                CALL dbcsr_copy(qs_ot_env(ispin)%matrix_gx_old, qs_ot_env(ispin)%matrix_gx)
     737             :             END DO
     738        6306 :             IF (qs_ot_env(1)%settings%do_rotation) THEN
     739          48 :                DO ispin = 1, nspin
     740          24 :                   CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_gx, qs_ot_env(ispin)%rot_mat_gx, tmp)
     741             :                   ! added 0.5, because we have (antisymmetry) only half the number of variables
     742          24 :                   qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + 0.5_dp*tmp
     743          48 :                   CALL dbcsr_copy(qs_ot_env(ispin)%rot_mat_gx_old, qs_ot_env(ispin)%rot_mat_gx)
     744             :                END DO
     745             :             END IF
     746             :          END IF
     747        6306 :          IF (do_ener) THEN
     748           0 :             DO ispin = 1, nspin
     749           0 :                tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_gx, qs_ot_env(ispin)%ener_gx)
     750           0 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     751           0 :                qs_ot_env(ispin)%ener_gx_old = qs_ot_env(ispin)%ener_gx
     752             :             END DO
     753             :          END IF
     754             :       END IF
     755             : 
     756       18815 :       k = 0
     757       18815 :       n = 0
     758       18815 :       nener = 0
     759       18815 :       IF (do_ks) THEN
     760       18815 :          CALL dbcsr_get_info(qs_ot_env(1)%matrix_x, nfullrows_total=n)
     761       41469 :          DO ispin = 1, nspin
     762       22654 :             CALL dbcsr_get_info(qs_ot_env(ispin)%matrix_x, nfullcols_total=itmp)
     763       41469 :             k = k + itmp
     764             :          END DO
     765             :       END IF
     766       18815 :       IF (do_ener) THEN
     767           0 :          DO ispin = 1, nspin
     768           0 :             nener = nener + SIZE(qs_ot_env(ispin)%ener_x)
     769             :          END DO
     770             :       END IF
     771             :       ! Handling the case of no free variables to optimize
     772       18815 :       IF (INT(n, KIND=int_8)*INT(k, KIND=int_8) + nener /= 0) THEN
     773       18681 :          qs_ot_env(1)%delta = SQRT(ABS(qs_ot_env(1)%gnorm)/(INT(n, KIND=int_8)*INT(k, KIND=int_8) + nener))
     774       18681 :          beta_pr = (qs_ot_env(1)%gnorm - gnorm_cross)/qs_ot_env(1)%gnorm_old
     775             :       ELSE
     776         134 :          qs_ot_env(1)%delta = 0.0_dp
     777         134 :          beta_pr = 0.0_dp
     778             :       END IF
     779       18815 :       beta_pr = MAX(beta_pr, 0.0_dp) ! reset to SD
     780             : 
     781       18815 :       test_down = 0.0_dp
     782       18815 :       IF (do_ks) THEN
     783       41469 :          DO ispin = 1, nspin
     784             :             CALL dbcsr_add(qs_ot_env(ispin)%matrix_dx, qs_ot_env(ispin)%matrix_gx, &
     785       22654 :                            alpha_scalar=beta_pr, beta_scalar=-1.0_dp)
     786       22654 :             CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_dx, tmp)
     787       22654 :             test_down = test_down + tmp
     788       41469 :             IF (qs_ot_env(1)%settings%do_rotation) THEN
     789             :                CALL dbcsr_add(qs_ot_env(ispin)%rot_mat_dx, qs_ot_env(ispin)%rot_mat_gx, &
     790        1038 :                               alpha_scalar=beta_pr, beta_scalar=-1.0_dp)
     791        1038 :                CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_gx, qs_ot_env(ispin)%rot_mat_dx, tmp)
     792        1038 :                test_down = test_down + 0.5_dp*tmp
     793             :             END IF
     794             :          END DO
     795             :       END IF
     796       18815 :       IF (do_ener) THEN
     797           0 :          DO ispin = 1, nspin
     798           0 :             qs_ot_env(ispin)%ener_dx = beta_pr*qs_ot_env(ispin)%ener_dx - qs_ot_env(ispin)%ener_gx
     799           0 :             tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_gx, qs_ot_env(ispin)%ener_dx)
     800           0 :             test_down = test_down + tmp
     801             :          END DO
     802             :       END IF
     803             : 
     804       18815 :       IF (test_down .GE. 0.0_dp) THEN ! reset to SD
     805         635 :          beta_pr = 0.0_dp
     806         635 :          IF (do_ks) THEN
     807        1459 :             DO ispin = 1, nspin
     808             :                CALL dbcsr_add(qs_ot_env(ispin)%matrix_dx, qs_ot_env(ispin)%matrix_gx, &
     809         824 :                               alpha_scalar=beta_pr, beta_scalar=-1.0_dp)
     810        1459 :                IF (qs_ot_env(1)%settings%do_rotation) THEN
     811             :                   CALL dbcsr_add(qs_ot_env(ispin)%rot_mat_dx, &
     812          10 :                                  qs_ot_env(ispin)%rot_mat_gx, alpha_scalar=beta_pr, beta_scalar=-1.0_dp)
     813             :                END IF
     814             :             END DO
     815             :          END IF
     816         635 :          IF (do_ener) THEN
     817           0 :             DO ispin = 1, nspin
     818           0 :                qs_ot_env(ispin)%ener_dx = beta_pr*qs_ot_env(ispin)%ener_dx - qs_ot_env(ispin)%ener_gx
     819             :             END DO
     820             :          END IF
     821             :       END IF
     822             :       ! since we change the direction we have to adjust the gradient
     823       18815 :       qs_ot_env(1)%gradient = beta_pr*qs_ot_env(1)%gradient - qs_ot_env(1)%gnorm
     824       18815 :       qs_ot_env(1)%gnorm_old = qs_ot_env(1)%gnorm
     825             : 
     826       18815 :       CALL timestop(handle)
     827             : 
     828       18815 :    END SUBROUTINE ot_new_cg_direction
     829             : 
     830             : ! **************************************************************************************************
     831             : !> \brief ...
     832             : !> \param qs_ot_env ...
     833             : ! **************************************************************************************************
     834       42118 :    SUBROUTINE ot_diis_step(qs_ot_env)
     835             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
     836             : 
     837             :       CHARACTER(len=*), PARAMETER                        :: routineN = 'ot_diis_step'
     838             : 
     839             :       INTEGER                                            :: diis_bound, diis_m, handle, i, info, &
     840             :                                                             ispin, itmp, j, k, n, nener, nspin
     841             :       LOGICAL                                            :: do_ener, do_ks, do_ot_sd
     842             :       REAL(KIND=dp)                                      :: overlap, tmp, tr_xnew_gx, tr_xold_gx
     843             :       TYPE(cp_logger_type), POINTER                      :: logger
     844             : 
     845       42118 :       CALL timeset(routineN, handle)
     846             : 
     847       42118 :       logger => cp_get_default_logger()
     848             : 
     849       42118 :       do_ks = qs_ot_env(1)%settings%ks
     850       42118 :       do_ener = qs_ot_env(1)%settings%do_ener
     851       42118 :       nspin = SIZE(qs_ot_env)
     852             : 
     853       42118 :       diis_m = qs_ot_env(1)%settings%diis_m
     854             : 
     855       42118 :       IF (qs_ot_env(1)%diis_iter .LT. diis_m) THEN
     856       25828 :          diis_bound = qs_ot_env(1)%diis_iter + 1
     857             :       ELSE
     858             :          diis_bound = diis_m
     859             :       END IF
     860             : 
     861       42118 :       j = MOD(qs_ot_env(1)%diis_iter, diis_m) + 1 ! index in the circular array
     862             : 
     863             :       ! copy the position and the error vector in the diis buffers
     864             : 
     865       42118 :       IF (do_ks) THEN
     866       87226 :          DO ispin = 1, nspin
     867       45108 :             CALL dbcsr_copy(qs_ot_env(ispin)%matrix_h_x(j)%matrix, qs_ot_env(ispin)%matrix_x)
     868       87226 :             IF (qs_ot_env(ispin)%settings%do_rotation) THEN
     869         366 :                CALL dbcsr_copy(qs_ot_env(ispin)%rot_mat_h_x(j)%matrix, qs_ot_env(ispin)%rot_mat_x)
     870             :             END IF
     871             :          END DO
     872             :       END IF
     873       42118 :       IF (do_ener) THEN
     874           0 :          DO ispin = 1, nspin
     875           0 :             qs_ot_env(ispin)%ener_h_x(j, :) = qs_ot_env(ispin)%ener_x(:)
     876             :          END DO
     877             :       END IF
     878       42118 :       IF (ASSOCIATED(qs_ot_env(1)%preconditioner)) THEN
     879       35598 :          qs_ot_env(1)%gnorm = 0.0_dp
     880       35598 :          IF (do_ks) THEN
     881       74186 :             DO ispin = 1, nspin
     882             :                CALL apply_preconditioner(qs_ot_env(ispin)%preconditioner, &
     883       38588 :                                          qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_h_e(j)%matrix)
     884             :                CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_h_e(j)%matrix, &
     885       38588 :                               tmp)
     886       74186 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     887             :             END DO
     888       35598 :             IF (qs_ot_env(1)%gnorm .LT. 0.0_dp) THEN
     889           0 :                WRITE (cp_logger_get_default_unit_nr(logger), *) "WARNING Preconditioner not positive definite !"
     890             :             END IF
     891       74186 :             DO ispin = 1, nspin
     892       74186 :                CALL dbcsr_scale(qs_ot_env(ispin)%matrix_h_e(j)%matrix, -qs_ot_env(1)%ds_min)
     893             :             END DO
     894       35598 :             IF (qs_ot_env(1)%settings%do_rotation) THEN
     895         732 :                DO ispin = 1, nspin
     896         366 :                   CALL dbcsr_copy(qs_ot_env(ispin)%rot_mat_h_e(j)%matrix, qs_ot_env(ispin)%rot_mat_gx)
     897             :                   CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_gx, qs_ot_env(ispin)%rot_mat_h_e(j)%matrix, &
     898         366 :                                  tmp)
     899         732 :                   qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + 0.5_dp*tmp
     900             :                END DO
     901         732 :                DO ispin = 1, nspin
     902         732 :                   CALL dbcsr_scale(qs_ot_env(ispin)%rot_mat_h_e(j)%matrix, -qs_ot_env(1)%ds_min)
     903             :                END DO
     904             :             END IF
     905             :          END IF
     906       35598 :          IF (do_ener) THEN
     907           0 :             DO ispin = 1, nspin
     908           0 :                qs_ot_env(ispin)%ener_h_e(j, :) = qs_ot_env(ispin)%ener_gx(:)
     909           0 :                tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_h_e(j, :), qs_ot_env(ispin)%ener_gx(:))
     910           0 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     911           0 :                qs_ot_env(ispin)%ener_h_e(j, :) = -qs_ot_env(1)%ds_min*qs_ot_env(ispin)%ener_h_e(j, :)
     912             :             END DO
     913             :          END IF
     914             :       ELSE
     915        6520 :          qs_ot_env(1)%gnorm = 0.0_dp
     916        6520 :          IF (do_ks) THEN
     917       13040 :             DO ispin = 1, nspin
     918        6520 :                CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_gx, tmp)
     919        6520 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     920             :                CALL dbcsr_add(qs_ot_env(ispin)%matrix_h_e(j)%matrix, &
     921       13040 :                               qs_ot_env(ispin)%matrix_gx, alpha_scalar=0.0_dp, beta_scalar=-qs_ot_env(1)%ds_min)
     922             :             END DO
     923        6520 :             IF (qs_ot_env(1)%settings%do_rotation) THEN
     924           0 :                DO ispin = 1, nspin
     925           0 :                   CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_gx, qs_ot_env(ispin)%rot_mat_gx, tmp)
     926           0 :                   qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + 0.5_dp*tmp
     927             :                   CALL dbcsr_add(qs_ot_env(ispin)%rot_mat_h_e(j)%matrix, &
     928           0 :                                  qs_ot_env(ispin)%rot_mat_gx, alpha_scalar=0.0_dp, beta_scalar=-qs_ot_env(1)%ds_min)
     929             :                END DO
     930             :             END IF
     931             :          END IF
     932        6520 :          IF (do_ener) THEN
     933           0 :             DO ispin = 1, nspin
     934           0 :                tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_gx(:), qs_ot_env(ispin)%ener_gx(:))
     935           0 :                qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
     936           0 :                qs_ot_env(ispin)%ener_h_e(j, :) = -qs_ot_env(1)%ds_min*qs_ot_env(ispin)%ener_gx(:)
     937             :             END DO
     938             :          END IF
     939             :       END IF
     940       42118 :       k = 0
     941       42118 :       n = 0
     942       42118 :       nener = 0
     943       42118 :       IF (do_ks) THEN
     944       42118 :          CALL dbcsr_get_info(qs_ot_env(1)%matrix_x, nfullrows_total=n)
     945       87226 :          DO ispin = 1, nspin
     946       45108 :             CALL dbcsr_get_info(qs_ot_env(ispin)%matrix_x, nfullcols_total=itmp)
     947       87226 :             k = k + itmp
     948             :          END DO
     949             :       END IF
     950       42118 :       IF (do_ener) THEN
     951           0 :          DO ispin = 1, nspin
     952           0 :             nener = nener + SIZE(qs_ot_env(ispin)%ener_x)
     953             :          END DO
     954             :       END IF
     955             :       ! Handling the case of no free variables to optimize
     956       42118 :       IF (INT(n, KIND=int_8)*INT(k, KIND=int_8) + nener /= 0) THEN
     957       42092 :          qs_ot_env(1)%delta = SQRT(ABS(qs_ot_env(1)%gnorm)/(INT(n, KIND=int_8)*INT(k, KIND=int_8) + nener))
     958       42092 :          qs_ot_env(1)%gradient = -qs_ot_env(1)%gnorm
     959             :       ELSE
     960          26 :          qs_ot_env(1)%delta = 0.0_dp
     961          26 :          qs_ot_env(1)%gradient = 0.0_dp
     962             :       END IF
     963             : 
     964             :       ! make the diis matrix and solve it
     965      256169 :       DO i = 1, diis_bound
     966             :          ! I think there are two possible options, with and without preconditioner
     967             :          ! as a metric
     968             :          ! the second option seems most logical to me, and it seems marginally faster
     969             :          ! in some of the tests
     970             :          IF (.FALSE.) THEN
     971             :             qs_ot_env(1)%ls_diis(i, j) = 0.0_dp
     972             :             IF (do_ks) THEN
     973             :                DO ispin = 1, nspin
     974             :                   CALL dbcsr_dot(qs_ot_env(ispin)%matrix_h_e(j)%matrix, &
     975             :                                  qs_ot_env(ispin)%matrix_h_e(i)%matrix, &
     976             :                                  tmp)
     977             :                   qs_ot_env(1)%ls_diis(i, j) = qs_ot_env(1)%ls_diis(i, j) + tmp
     978             :                   IF (qs_ot_env(ispin)%settings%do_rotation) THEN
     979             :                      CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_h_e(j)%matrix, &
     980             :                                     qs_ot_env(ispin)%rot_mat_h_e(i)%matrix, &
     981             :                                     tmp)
     982             :                      qs_ot_env(1)%ls_diis(i, j) = qs_ot_env(1)%ls_diis(i, j) + 0.5_dp*tmp
     983             :                   END IF
     984             :                END DO
     985             :             END IF
     986             :             IF (do_ener) THEN
     987             :                DO ispin = 1, nspin
     988             :                   tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_h_e(j, :), qs_ot_env(ispin)%ener_h_e(i, :))
     989             :                   qs_ot_env(1)%ls_diis(i, j) = qs_ot_env(1)%ls_diis(i, j) + tmp
     990             :                END DO
     991             :             END IF
     992             :          ELSE
     993      214051 :             qs_ot_env(1)%ls_diis(i, j) = 0.0_dp
     994      214051 :             IF (do_ks) THEN
     995      444372 :                DO ispin = 1, nspin
     996             :                   CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, &
     997             :                                  qs_ot_env(ispin)%matrix_h_e(i)%matrix, &
     998      230321 :                                  tmp)
     999      230321 :                   qs_ot_env(1)%ls_diis(i, j) = qs_ot_env(1)%ls_diis(i, j) - qs_ot_env(1)%ds_min*tmp
    1000      444372 :                   IF (qs_ot_env(ispin)%settings%do_rotation) THEN
    1001             :                      CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_gx, &
    1002             :                                     qs_ot_env(ispin)%rot_mat_h_e(i)%matrix, &
    1003        1976 :                                     tmp)
    1004        1976 :                      qs_ot_env(1)%ls_diis(i, j) = qs_ot_env(1)%ls_diis(i, j) - qs_ot_env(1)%ds_min*0.5_dp*tmp
    1005             :                   END IF
    1006             :                END DO
    1007             :             END IF
    1008      214051 :             IF (do_ener) THEN
    1009           0 :                DO ispin = 1, nspin
    1010           0 :                   tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_gx(:), qs_ot_env(ispin)%ener_h_e(i, :))
    1011           0 :                   qs_ot_env(1)%ls_diis(i, j) = qs_ot_env(1)%ls_diis(i, j) - qs_ot_env(1)%ds_min*tmp
    1012             :                END DO
    1013             :             END IF
    1014             :          END IF
    1015      214051 :          qs_ot_env(1)%ls_diis(j, i) = qs_ot_env(1)%ls_diis(i, j)
    1016      214051 :          qs_ot_env(1)%ls_diis(i, diis_bound + 1) = 1.0_dp
    1017      214051 :          qs_ot_env(1)%ls_diis(diis_bound + 1, i) = 1.0_dp
    1018      256169 :          qs_ot_env(1)%c_diis(i) = 0.0_dp
    1019             :       END DO
    1020       42118 :       qs_ot_env(1)%ls_diis(diis_bound + 1, diis_bound + 1) = 0.0_dp
    1021       42118 :       qs_ot_env(1)%c_diis(diis_bound + 1) = 1.0_dp
    1022             :       ! put in buffer, dgesv destroys
    1023     3198114 :       qs_ot_env(1)%lss_diis = qs_ot_env(1)%ls_diis
    1024             : 
    1025             :       CALL DGESV(diis_bound + 1, 1, qs_ot_env(1)%lss_diis, diis_m + 1, qs_ot_env(1)%ipivot, &
    1026       42118 :                  qs_ot_env(1)%c_diis, diis_m + 1, info)
    1027             : 
    1028       42118 :       IF (info .NE. 0) THEN
    1029           0 :          do_ot_sd = .TRUE.
    1030           0 :          WRITE (cp_logger_get_default_unit_nr(logger), *) "Singular DIIS matrix"
    1031             :       ELSE
    1032       42118 :          do_ot_sd = .FALSE.
    1033       42118 :          IF (do_ks) THEN
    1034       87226 :             DO ispin = 1, nspin
    1035             :                ! OK, add the vectors now
    1036       45108 :                CALL dbcsr_set(qs_ot_env(ispin)%matrix_x, 0.0_dp)
    1037      275429 :                DO i = 1, diis_bound
    1038             :                   CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, &
    1039             :                                  qs_ot_env(ispin)%matrix_h_e(i)%matrix, &
    1040      275429 :                                  alpha_scalar=1.0_dp, beta_scalar=qs_ot_env(1)%c_diis(i))
    1041             :                END DO
    1042      275429 :                DO i = 1, diis_bound
    1043             :                   CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, &
    1044             :                                  qs_ot_env(ispin)%matrix_h_x(i)%matrix, &
    1045      275429 :                                  alpha_scalar=1.0_dp, beta_scalar=qs_ot_env(1)%c_diis(i))
    1046             :                END DO
    1047       87226 :                IF (qs_ot_env(ispin)%settings%do_rotation) THEN
    1048         366 :                   CALL dbcsr_set(qs_ot_env(ispin)%rot_mat_x, 0.0_dp)
    1049        2342 :                   DO i = 1, diis_bound
    1050             :                      CALL dbcsr_add(qs_ot_env(ispin)%rot_mat_x, &
    1051             :                                     qs_ot_env(ispin)%rot_mat_h_e(i)%matrix, &
    1052        2342 :                                     alpha_scalar=1.0_dp, beta_scalar=qs_ot_env(1)%c_diis(i))
    1053             :                   END DO
    1054        2342 :                   DO i = 1, diis_bound
    1055             :                      CALL dbcsr_add(qs_ot_env(ispin)%rot_mat_x, &
    1056             :                                     qs_ot_env(ispin)%rot_mat_h_x(i)%matrix, &
    1057        2342 :                                     alpha_scalar=1.0_dp, beta_scalar=qs_ot_env(1)%c_diis(i))
    1058             :                   END DO
    1059             :                END IF
    1060             :             END DO
    1061             :          END IF
    1062       42118 :          IF (do_ener) THEN
    1063           0 :             DO ispin = 1, nspin
    1064           0 :                qs_ot_env(ispin)%ener_x(:) = 0.0_dp
    1065           0 :                DO i = 1, diis_bound
    1066             :                   qs_ot_env(ispin)%ener_x(:) = qs_ot_env(ispin)%ener_x(:) &
    1067           0 :                                                + qs_ot_env(1)%c_diis(i)*qs_ot_env(ispin)%ener_h_e(i, :)
    1068             :                END DO
    1069           0 :                DO i = 1, diis_bound
    1070             :                   qs_ot_env(ispin)%ener_x(:) = qs_ot_env(ispin)%ener_x(:) &
    1071           0 :                                                + qs_ot_env(1)%c_diis(i)*qs_ot_env(ispin)%ener_h_x(i, :)
    1072             :                END DO
    1073             :             END DO
    1074             :          END IF
    1075       42118 :          qs_ot_env(1)%diis_iter = qs_ot_env(1)%diis_iter + 1
    1076       42118 :          IF (qs_ot_env(1)%settings%safer_diis) THEN
    1077             :             ! now, final check, is the step in fact in the direction of the -gradient ?
    1078             :             ! if not we're walking towards a sadle point, and should avoid that
    1079             :             ! the direction of the step is x_new-x_old
    1080       42118 :             tr_xold_gx = 0.0_dp
    1081       42118 :             tr_xnew_gx = 0.0_dp
    1082       42118 :             IF (do_ks) THEN
    1083       87226 :                DO ispin = 1, nspin
    1084             :                   CALL dbcsr_dot(qs_ot_env(ispin)%matrix_h_x(j)%matrix, &
    1085       45108 :                                  qs_ot_env(ispin)%matrix_gx, tmp)
    1086       45108 :                   tr_xold_gx = tr_xold_gx + tmp
    1087             :                   CALL dbcsr_dot(qs_ot_env(ispin)%matrix_x, &
    1088       45108 :                                  qs_ot_env(ispin)%matrix_gx, tmp)
    1089       45108 :                   tr_xnew_gx = tr_xnew_gx + tmp
    1090       87226 :                   IF (qs_ot_env(ispin)%settings%do_rotation) THEN
    1091             :                      CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_h_x(j)%matrix, &
    1092         366 :                                     qs_ot_env(ispin)%rot_mat_gx, tmp)
    1093         366 :                      tr_xold_gx = tr_xold_gx + 0.5_dp*tmp
    1094             :                      CALL dbcsr_dot(qs_ot_env(ispin)%rot_mat_x, &
    1095         366 :                                     qs_ot_env(ispin)%rot_mat_gx, tmp)
    1096         366 :                      tr_xnew_gx = tr_xnew_gx + 0.5_dp*tmp
    1097             :                   END IF
    1098             :                END DO
    1099             :             END IF
    1100       42118 :             IF (do_ener) THEN
    1101           0 :                DO ispin = 1, nspin
    1102           0 :                   tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_h_x(j, :), qs_ot_env(ispin)%ener_gx(:))
    1103           0 :                   tr_xold_gx = tr_xold_gx + tmp
    1104           0 :                   tmp = DOT_PRODUCT(qs_ot_env(ispin)%ener_x(:), qs_ot_env(ispin)%ener_gx(:))
    1105           0 :                   tr_xnew_gx = tr_xnew_gx + tmp
    1106             :                END DO
    1107             :             END IF
    1108       42118 :             overlap = (tr_xnew_gx - tr_xold_gx)
    1109             :             ! OK, bad luck, take a SD step along the preconditioned gradient
    1110       42118 :             IF (overlap .GT. 0.0_dp) THEN
    1111             :                do_ot_sd = .TRUE.
    1112             :             END IF
    1113             :          END IF
    1114             :       END IF
    1115             : 
    1116             :       IF (do_ot_sd) THEN
    1117         832 :          qs_ot_env(1)%OT_METHOD_FULL = "OT SD"
    1118         832 :          IF (do_ks) THEN
    1119        1774 :             DO ispin = 1, nspin
    1120         942 :                CALL dbcsr_set(qs_ot_env(ispin)%matrix_x, 0.0_dp)
    1121             :                CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, &
    1122             :                               qs_ot_env(ispin)%matrix_h_e(j)%matrix, &
    1123         942 :                               1.0_dp, 1.0_dp)
    1124             :                CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, &
    1125             :                               qs_ot_env(ispin)%matrix_h_x(j)%matrix, &
    1126         942 :                               1.0_dp, 1.0_dp)
    1127        1774 :                IF (qs_ot_env(ispin)%settings%do_rotation) THEN
    1128          28 :                   CALL dbcsr_set(qs_ot_env(ispin)%rot_mat_x, 0.0_dp)
    1129             :                   CALL dbcsr_add(qs_ot_env(ispin)%rot_mat_x, &
    1130             :                                  qs_ot_env(ispin)%rot_mat_h_e(j)%matrix, &
    1131          28 :                                  1.0_dp, 1.0_dp)
    1132             :                   CALL dbcsr_add(qs_ot_env(ispin)%rot_mat_x, &
    1133             :                                  qs_ot_env(ispin)%rot_mat_h_x(j)%matrix, &
    1134          28 :                                  1.0_dp, 1.0_dp)
    1135             :                END IF
    1136             :             END DO
    1137             :          END IF
    1138         832 :          IF (do_ener) THEN
    1139           0 :             DO ispin = 1, nspin
    1140           0 :                qs_ot_env(ispin)%ener_x(:) = 0._dp
    1141           0 :                qs_ot_env(ispin)%ener_x(:) = qs_ot_env(ispin)%ener_x(:) + qs_ot_env(ispin)%ener_h_e(j, :)
    1142           0 :                qs_ot_env(ispin)%ener_x(:) = qs_ot_env(ispin)%ener_x(:) + qs_ot_env(ispin)%ener_h_x(j, :)
    1143             :             END DO
    1144             :          END IF
    1145             :       END IF
    1146             : 
    1147       42118 :       CALL timestop(handle)
    1148             : 
    1149       42118 :    END SUBROUTINE ot_diis_step
    1150             : 
    1151             : ! **************************************************************************************************
    1152             : !> \brief Energy minimizer by Broyden's method
    1153             : !> \param qs_ot_env variable to control minimizer behaviour
    1154             : !> \author Kurt Baarman (09.2010)
    1155             : ! **************************************************************************************************
    1156         178 :    SUBROUTINE ot_broyden_step(qs_ot_env)
    1157             :       TYPE(qs_ot_type), DIMENSION(:), POINTER            :: qs_ot_env
    1158             : 
    1159             :       INTEGER                                            :: diis_bound, diis_m, i, ispin, itmp, j, &
    1160             :                                                             k, n, nspin
    1161         178 :       INTEGER, ALLOCATABLE, DIMENSION(:)                 :: circ_index
    1162             :       LOGICAL                                            :: adaptive_sigma, do_ener, do_ks, &
    1163             :                                                             enable_flip, forget_history
    1164             :       REAL(KIND=dp)                                      :: beta, eta, gamma, omega, sigma, &
    1165             :                                                             sigma_dec, sigma_min, tmp, tmp2
    1166         178 :       REAL(KIND=dp), ALLOCATABLE, DIMENSION(:)           :: f, x
    1167         178 :       REAL(KIND=dp), ALLOCATABLE, DIMENSION(:, :)        :: G, S
    1168             :       TYPE(cp_logger_type), POINTER                      :: logger
    1169             : 
    1170         178 :       eta = qs_ot_env(1)%settings%broyden_eta
    1171         178 :       omega = qs_ot_env(1)%settings%broyden_omega
    1172         178 :       sigma_dec = qs_ot_env(1)%settings%broyden_sigma_decrease
    1173         178 :       sigma_min = qs_ot_env(1)%settings%broyden_sigma_min
    1174         178 :       forget_history = qs_ot_env(1)%settings%broyden_forget_history
    1175         178 :       adaptive_sigma = qs_ot_env(1)%settings%broyden_adaptive_sigma
    1176         178 :       enable_flip = qs_ot_env(1)%settings%broyden_enable_flip
    1177             : 
    1178         178 :       do_ks = qs_ot_env(1)%settings%ks
    1179         178 :       do_ener = qs_ot_env(1)%settings%do_ener
    1180             : 
    1181         178 :       beta = qs_ot_env(1)%settings%broyden_beta
    1182         178 :       gamma = qs_ot_env(1)%settings%broyden_gamma
    1183         178 :       IF (adaptive_sigma) THEN
    1184         178 :          IF (qs_ot_env(1)%broyden_adaptive_sigma .LT. 0.0_dp) THEN
    1185           6 :             sigma = qs_ot_env(1)%settings%broyden_sigma
    1186             :          ELSE
    1187             :             sigma = qs_ot_env(1)%broyden_adaptive_sigma
    1188             :          END IF
    1189             :       ELSE
    1190           0 :          sigma = qs_ot_env(1)%settings%broyden_sigma
    1191             :       END IF
    1192             : 
    1193             :       ! simplify our life....
    1194         178 :       IF (do_ener .OR. .NOT. do_ks .OR. qs_ot_env(1)%settings%do_rotation) THEN
    1195           0 :          CPABORT("Not yet implemented")
    1196             :       END IF
    1197             :       !
    1198         178 :       nspin = SIZE(qs_ot_env)
    1199             : 
    1200         178 :       diis_m = qs_ot_env(1)%settings%diis_m
    1201             : 
    1202         178 :       IF (qs_ot_env(1)%diis_iter .LT. diis_m) THEN
    1203          84 :          diis_bound = qs_ot_env(1)%diis_iter + 1
    1204             :       ELSE
    1205          94 :          diis_bound = diis_m
    1206             :       END IF
    1207             : 
    1208             :       ! We want x:s, f:s and one random vector
    1209         178 :       k = 2*diis_bound + 1
    1210         712 :       ALLOCATE (S(k, k))
    1211         712 :       ALLOCATE (G(k, k))
    1212         534 :       ALLOCATE (f(k))
    1213         534 :       ALLOCATE (x(k))
    1214         534 :       ALLOCATE (circ_index(diis_bound))
    1215       30882 :       G = 0.0
    1216        2304 :       DO i = 1, k
    1217        2304 :          G(i, i) = sigma
    1218             :       END DO
    1219       30882 :       S = 0.0
    1220             : 
    1221         178 :       j = MOD(qs_ot_env(1)%diis_iter, diis_m) + 1 ! index in the circular array
    1222             : 
    1223         356 :       DO ispin = 1, nspin
    1224         356 :          CALL dbcsr_copy(qs_ot_env(ispin)%matrix_h_x(j)%matrix, qs_ot_env(ispin)%matrix_x)
    1225             :       END DO
    1226             : 
    1227         178 :       IF (ASSOCIATED(qs_ot_env(1)%preconditioner)) THEN
    1228         178 :          qs_ot_env(1)%gnorm = 0.0_dp
    1229         356 :          DO ispin = 1, nspin
    1230             :             CALL apply_preconditioner(qs_ot_env(ispin)%preconditioner, &
    1231         178 :                                       qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_h_e(j)%matrix)
    1232             :             CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_h_e(j)%matrix, &
    1233         178 :                            tmp)
    1234         356 :             qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
    1235             :          END DO
    1236         178 :          IF (qs_ot_env(1)%gnorm .LT. 0.0_dp) THEN
    1237           0 :             WRITE (cp_logger_get_default_unit_nr(logger), *) "WARNING Preconditioner not positive definite !"
    1238             :          END IF
    1239         356 :          DO ispin = 1, nspin
    1240         356 :             CALL dbcsr_scale(qs_ot_env(ispin)%matrix_h_e(j)%matrix, -1.0_dp)
    1241             :          END DO
    1242             :       ELSE
    1243           0 :          qs_ot_env(1)%gnorm = 0.0_dp
    1244           0 :          DO ispin = 1, nspin
    1245           0 :             CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, qs_ot_env(ispin)%matrix_gx, tmp)
    1246           0 :             qs_ot_env(1)%gnorm = qs_ot_env(1)%gnorm + tmp
    1247             :             CALL dbcsr_add(qs_ot_env(ispin)%matrix_h_e(j)%matrix, &
    1248           0 :                            qs_ot_env(ispin)%matrix_gx, alpha_scalar=0.0_dp, beta_scalar=-1.0_dp)
    1249             :          END DO
    1250             :       END IF
    1251             : 
    1252         178 :       k = 0
    1253             :       n = 0
    1254         178 :       CALL dbcsr_get_info(qs_ot_env(1)%matrix_x, nfullrows_total=n)
    1255         356 :       DO ispin = 1, nspin
    1256         178 :          CALL dbcsr_get_info(qs_ot_env(ispin)%matrix_x, nfullcols_total=itmp)
    1257         356 :          k = k + itmp
    1258             :       END DO
    1259             : 
    1260             :       ! Handling the case of no free variables to optimize
    1261         178 :       IF (INT(n, KIND=int_8)*INT(k, KIND=int_8) /= 0) THEN
    1262         178 :          qs_ot_env(1)%delta = SQRT(ABS(qs_ot_env(1)%gnorm)/(INT(n, KIND=int_8)*INT(k, KIND=int_8)))
    1263         178 :          qs_ot_env(1)%gradient = -qs_ot_env(1)%gnorm
    1264             :       ELSE
    1265           0 :          qs_ot_env(1)%delta = 0.0_dp
    1266           0 :          qs_ot_env(1)%gradient = 0.0_dp
    1267             :       END IF
    1268             : 
    1269         178 :       IF (diis_bound == diis_m) THEN
    1270         832 :          DO i = 1, diis_bound
    1271         832 :             circ_index(i) = MOD(j + i - 1, diis_m) + 1
    1272             :          END DO
    1273             :       ELSE
    1274         320 :          DO i = 1, diis_bound
    1275         320 :             circ_index(i) = i
    1276             :          END DO
    1277             :       END IF
    1278             : 
    1279       30882 :       S = 0.0_dp
    1280         356 :       DO ispin = 1, nspin
    1281         178 :          CALL dbcsr_init_random(qs_ot_env(ispin)%matrix_x)
    1282        1152 :          DO i = 1, diis_bound
    1283             :             CALL dbcsr_dot( &
    1284             :                qs_ot_env(ispin)%matrix_h_x(circ_index(i))%matrix, &
    1285         974 :                qs_ot_env(ispin)%matrix_h_x(circ_index(i))%matrix, tmp)
    1286         974 :             S(i, i) = S(i, i) + tmp
    1287             :             CALL dbcsr_dot( &
    1288             :                qs_ot_env(ispin)%matrix_h_e(circ_index(i))%matrix, &
    1289         974 :                qs_ot_env(ispin)%matrix_h_e(circ_index(i))%matrix, tmp)
    1290         974 :             S(i + diis_bound, i + diis_bound) = S(i + diis_bound, i + diis_bound) + tmp
    1291             :             CALL dbcsr_dot( &
    1292             :                qs_ot_env(ispin)%matrix_h_x(circ_index(i))%matrix, &
    1293         974 :                qs_ot_env(ispin)%matrix_x, tmp)
    1294         974 :             S(i, 2*diis_bound + 1) = S(i, 2*diis_bound + 1) + tmp
    1295         974 :             S(i, 2*diis_bound + 1) = S(2*diis_bound + 1, i)
    1296             :             CALL dbcsr_dot( &
    1297             :                qs_ot_env(ispin)%matrix_h_e(circ_index(i))%matrix, &
    1298         974 :                qs_ot_env(ispin)%matrix_x, tmp)
    1299         974 :             S(i + diis_bound, 2*diis_bound + 1) = S(i + diis_bound, 2*diis_bound + 1) + tmp
    1300         974 :             S(i + diis_bound, 2*diis_bound + 1) = S(2*diis_bound + 1, diis_bound + i)
    1301        3550 :             DO k = (i + 1), diis_bound
    1302             :                CALL dbcsr_dot( &
    1303             :                   qs_ot_env(ispin)%matrix_h_x(circ_index(i))%matrix, &
    1304             :                   qs_ot_env(ispin)%matrix_h_x(circ_index(k))%matrix, &
    1305        2576 :                   tmp)
    1306        2576 :                S(i, k) = S(i, k) + tmp
    1307        2576 :                S(k, i) = S(i, k)
    1308             :                CALL dbcsr_dot( &
    1309             :                   qs_ot_env(ispin)%matrix_h_e(circ_index(i))%matrix, &
    1310             :                   qs_ot_env(ispin)%matrix_h_e(circ_index(k))%matrix, &
    1311        2576 :                   tmp)
    1312        2576 :                S(diis_bound + i, diis_bound + k) = S(diis_bound + i, diis_bound + k) + tmp
    1313        3550 :                S(diis_bound + k, diis_bound + i) = S(diis_bound + i, diis_bound + k)
    1314             :             END DO
    1315        7278 :             DO k = 1, diis_bound
    1316             :                CALL dbcsr_dot( &
    1317             :                   qs_ot_env(ispin)%matrix_h_x(circ_index(i))%matrix, &
    1318        6126 :                   qs_ot_env(ispin)%matrix_h_e(circ_index(k))%matrix, tmp)
    1319        6126 :                S(i, k + diis_bound) = S(i, k + diis_bound) + tmp
    1320        7100 :                S(k + diis_bound, i) = S(i, k + diis_bound)
    1321             :             END DO
    1322             :          END DO
    1323         178 :          CALL dbcsr_dot(qs_ot_env(ispin)%matrix_x, qs_ot_env(ispin)%matrix_x, tmp)
    1324         356 :          S(2*diis_bound + 1, 2*diis_bound + 1) = S(2*diis_bound + 1, 2*diis_bound + 1) + tmp
    1325             :       END DO
    1326             : 
    1327             :       ! normalize
    1328         178 :       k = 2*diis_bound + 1
    1329         178 :       tmp = SQRT(S(k, k))
    1330        2304 :       S(k, :) = S(k, :)/tmp
    1331        2304 :       S(:, k) = S(:, k)/tmp
    1332             : 
    1333         178 :       IF (diis_bound .GT. 1) THEN
    1334         164 :          tmp = 0.0_dp
    1335         164 :          tmp2 = 0.0_dp
    1336         164 :          i = diis_bound
    1337         328 :          DO ispin = 1, nspin
    1338             :             ! dot product of differences
    1339             :             CALL dbcsr_dot( &
    1340             :                qs_ot_env(ispin)%matrix_h_x(circ_index(i))%matrix, &
    1341             :                qs_ot_env(ispin)%matrix_h_e(circ_index(i))%matrix, &
    1342         164 :                tmp)
    1343         164 :             tmp2 = tmp2 + tmp
    1344             :             CALL dbcsr_dot( &
    1345             :                qs_ot_env(ispin)%matrix_h_x(circ_index(i - 1))%matrix, &
    1346             :                qs_ot_env(ispin)%matrix_h_e(circ_index(i))%matrix, &
    1347         164 :                tmp)
    1348         164 :             tmp2 = tmp2 - tmp
    1349             :             CALL dbcsr_dot( &
    1350             :                qs_ot_env(ispin)%matrix_h_x(circ_index(i))%matrix, &
    1351             :                qs_ot_env(ispin)%matrix_h_e(circ_index(i - 1))%matrix, &
    1352         164 :                tmp)
    1353         164 :             tmp2 = tmp2 - tmp
    1354             :             CALL dbcsr_dot( &
    1355             :                qs_ot_env(ispin)%matrix_h_x(circ_index(i - 1))%matrix, &
    1356             :                qs_ot_env(ispin)%matrix_h_e(circ_index(i - 1))%matrix, &
    1357         164 :                tmp)
    1358         328 :             tmp2 = tmp2 + tmp
    1359             :          END DO
    1360         164 :          qs_ot_env(1)%c_broy(i - 1) = tmp2
    1361             :       END IF
    1362             : 
    1363         178 :       qs_ot_env(1)%energy_h(j) = qs_ot_env(1)%etotal
    1364             : 
    1365             :       ! If we went uphill, do backtracking line search
    1366        1152 :       i = MINLOC(qs_ot_env(1)%energy_h(1:diis_bound), dim=1)
    1367         178 :       IF (i .NE. j) THEN
    1368          26 :          sigma = sigma_dec*sigma
    1369          26 :          qs_ot_env(1)%OT_METHOD_FULL = "OT BTRK"
    1370          52 :          DO ispin = 1, nspin
    1371          26 :             CALL dbcsr_set(qs_ot_env(ispin)%matrix_x, 0.0_dp)
    1372             :             CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, &
    1373             :                            qs_ot_env(ispin)%matrix_h_x(i)%matrix, &
    1374          26 :                            alpha_scalar=1.0_dp, beta_scalar=(1.0_dp - gamma))
    1375             :             CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, &
    1376             :                            qs_ot_env(ispin)%matrix_h_x(circ_index(diis_bound))%matrix, &
    1377          52 :                            alpha_scalar=1.0_dp, beta_scalar=gamma)
    1378             :          END DO
    1379             :       ELSE
    1380             :          ! Construct G
    1381         792 :          DO i = 2, diis_bound
    1382        9400 :             f = 0.0
    1383        9400 :             x = 0.0
    1384             :             ! f is df_i
    1385         640 :             x(i) = 1.0
    1386         640 :             x(i - 1) = -1.0
    1387             :             ! x is dx_i
    1388         640 :             f(diis_bound + i) = 1.0
    1389         640 :             f(diis_bound + i - 1) = -1.0
    1390         640 :             tmp = 1.0_dp
    1391             :             ! We want a pos def Hessian
    1392         640 :             IF (enable_flip) THEN
    1393         640 :                IF (qs_ot_env(1)%c_broy(i - 1) .GT. 0) THEN
    1394             :                   !qs_ot_env(1)%OT_METHOD_FULL="OT FLIP"
    1395           2 :                   tmp = -1.0_dp
    1396             :                END IF
    1397             :             END IF
    1398             : 
    1399             :             ! get dx-Gdf
    1400      400200 :             x(:) = tmp*x - MATMUL(G, f)
    1401             :             ! dfSdf
    1402             :             ! we calculate matmul(S, f) twice. They're small...
    1403      400200 :             tmp = DOT_PRODUCT(f, MATMUL(S, f))
    1404             :             ! NOTE THAT S IS SYMMETRIC !!!
    1405      400200 :             f(:) = MATMUL(S, f)/tmp
    1406             :             ! the spread is an outer vector product
    1407      133552 :             G(:, :) = G + SPREAD(x, dim=2, ncopies=SIZE(f))*SPREAD(f, dim=1, ncopies=SIZE(x))
    1408             :          END DO
    1409        1888 :          f = 0.0_dp
    1410         152 :          f(2*diis_bound) = 1.0_dp
    1411       96272 :          x(:) = -beta*MATMUL(G, f)
    1412             : 
    1413             :          ! OK, add the vectors now, this sums up to the proposed step
    1414         304 :          DO ispin = 1, nspin
    1415         152 :             CALL dbcsr_set(qs_ot_env(ispin)%matrix_x, 0.0_dp)
    1416         944 :             DO i = 1, diis_bound
    1417             :                CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, &
    1418             :                               qs_ot_env(ispin)%matrix_h_e(circ_index(i))%matrix, &
    1419         944 :                               alpha_scalar=1.0_dp, beta_scalar=-x(i + diis_bound))
    1420             :             END DO
    1421        1096 :             DO i = 1, diis_bound
    1422             :                CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, &
    1423             :                               qs_ot_env(ispin)%matrix_h_x(circ_index(i))%matrix, &
    1424         944 :                               alpha_scalar=1.0_dp, beta_scalar=x(i))
    1425             :             END DO
    1426             :          END DO
    1427             : 
    1428         152 :          IF (adaptive_sigma) THEN
    1429         152 :             tmp = new_sigma(G, S, diis_bound)
    1430             :             !tmp = tmp * qs_ot_env ( 1 ) % settings % broyden_sigma
    1431         152 :             tmp = tmp*eta
    1432         152 :             sigma = MIN(omega*sigma, tmp)
    1433             :          END IF
    1434             : 
    1435             :          ! compute the inner product of direction of the step and gradient
    1436         152 :          tmp = 0.0_dp
    1437         304 :          DO ispin = 1, nspin
    1438             :             CALL dbcsr_dot(qs_ot_env(ispin)%matrix_gx, &
    1439             :                            qs_ot_env(ispin)%matrix_x, &
    1440         152 :                            tmp2)
    1441         304 :             tmp = tmp + tmp2
    1442             :          END DO
    1443             : 
    1444         304 :          DO ispin = 1, nspin
    1445             :             ! if the direction of the step is not in direction of the gradient,
    1446             :             ! change step sign
    1447         304 :             IF (tmp .GE. 0.0_dp) THEN
    1448           8 :                qs_ot_env(1)%OT_METHOD_FULL = "OT TURN"
    1449           8 :                IF (forget_history) THEN
    1450           0 :                   qs_ot_env(1)%diis_iter = 0
    1451             :                END IF
    1452           8 :                sigma = sigma*sigma_dec
    1453             :                CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, &
    1454             :                               qs_ot_env(ispin)%matrix_h_x(circ_index(diis_bound))%matrix, &
    1455           8 :                               alpha_scalar=-1.0_dp, beta_scalar=1.0_dp)
    1456             :             ELSE
    1457             :                CALL dbcsr_add(qs_ot_env(ispin)%matrix_x, &
    1458             :                               qs_ot_env(ispin)%matrix_h_x(circ_index(diis_bound))%matrix, &
    1459         144 :                               alpha_scalar=1.0_dp, beta_scalar=1.0_dp)
    1460             :             END IF
    1461             :          END DO
    1462             :       END IF
    1463             : 
    1464             :       ! get rid of S, G, f, x, circ_index for next round
    1465         178 :       DEALLOCATE (S, G, f, x, circ_index)
    1466             : 
    1467             :       ! update for next round
    1468         178 :       qs_ot_env(1)%diis_iter = qs_ot_env(1)%diis_iter + 1
    1469         178 :       qs_ot_env(1)%broyden_adaptive_sigma = MAX(sigma, sigma_min)
    1470             : 
    1471         356 :    END SUBROUTINE ot_broyden_step
    1472             : 
    1473             : ! **************************************************************************************************
    1474             : !> \brief ...
    1475             : !> \param G ...
    1476             : !> \param S ...
    1477             : !> \param n ...
    1478             : !> \return ...
    1479             : ! **************************************************************************************************
    1480         152 :    FUNCTION new_sigma(G, S, n) RESULT(sigma)
    1481             : !
    1482             : ! Calculate new sigma from eigenvalues of full size G by Arnoldi.
    1483             : !
    1484             : ! **************************************************************************************************
    1485             : 
    1486             :       REAL(KIND=dp), DIMENSION(:, :)                     :: G, S
    1487             :       INTEGER                                            :: n
    1488             :       REAL(KIND=dp)                                      :: sigma
    1489             : 
    1490             :       REAL(KIND=dp), ALLOCATABLE, DIMENSION(:)           :: eigv
    1491         152 :       REAL(KIND=dp), ALLOCATABLE, DIMENSION(:, :)        :: H
    1492             : 
    1493         608 :       ALLOCATE (H(n, n))
    1494         152 :       CALL hess_G(G, S, H, n)
    1495         456 :       ALLOCATE (eigv(n))
    1496         152 :       CALL diamat_all(H(1:n, 1:n), eigv)
    1497             : 
    1498             :       SELECT CASE (1)
    1499             :       CASE (1)
    1500             :          ! This estimator seems to work well. No theory.
    1501        1864 :          sigma = SUM(ABS(eigv**2))/SUM(ABS(eigv))
    1502             :       CASE (2)
    1503             :          ! Estimator based on Frobenius norm minimizer
    1504             :          sigma = SUM(ABS(eigv))/MAX(1, SIZE(eigv))
    1505             :       CASE (3)
    1506             :          ! Estimator based on induced 2-norm
    1507             :          sigma = (MAXVAL(ABS(eigv)) + MINVAL(ABS(eigv)))*0.5_dp
    1508             :       END SELECT
    1509             : 
    1510         152 :       DEALLOCATE (H, eigv)
    1511         152 :    END FUNCTION new_sigma
    1512             : 
    1513             : ! **************************************************************************************************
    1514             : !> \brief ...
    1515             : !> \param G ...
    1516             : !> \param S ...
    1517             : !> \param H ...
    1518             : !> \param n ...
    1519             : ! **************************************************************************************************
    1520         152 :    SUBROUTINE hess_G(G, S, H, n)
    1521             : !
    1522             : ! Make a hessenberg out of G into H. Cf Arnoldi.
    1523             : ! Inner product is weighted by S.
    1524             : ! Possible lucky breakdown at n.
    1525             : !
    1526             : ! **************************************************************************************************
    1527             :       REAL(KIND=dp), DIMENSION(:, :)                     :: G, S, H
    1528             :       INTEGER                                            :: n
    1529             : 
    1530             :       INTEGER                                            :: i, j, k
    1531             :       REAL(KIND=dp)                                      :: tmp
    1532         152 :       REAL(KIND=dp), ALLOCATABLE, DIMENSION(:)           :: v
    1533         152 :       REAL(KIND=dp), ALLOCATABLE, DIMENSION(:, :)        :: Q
    1534             : 
    1535         152 :       i = SIZE(G, 1)
    1536         152 :       k = SIZE(H, 1)
    1537         608 :       ALLOCATE (Q(i, k))
    1538         456 :       ALLOCATE (v(i))
    1539        5796 :       H = 0.0_dp
    1540       11440 :       Q = 0.0_dp
    1541             : 
    1542        1888 :       Q(:, 1) = 1.0_dp
    1543       28392 :       tmp = SQRT(DOT_PRODUCT(Q(:, 1), MATMUL(S, Q(:, 1))))
    1544       11440 :       Q(:, :) = Q(:, :)/tmp
    1545             : 
    1546         926 :       DO i = 1, k
    1547      165440 :          v(:) = MATMUL(G, Q(:, i))
    1548        3530 :          DO j = 1, i
    1549      669822 :             H(j, i) = DOT_PRODUCT(Q(:, j), MATMUL(S, v))
    1550       41756 :             v(:) = v - H(j, i)*Q(:, j)
    1551             :          END DO
    1552         926 :          IF (i .LT. k) THEN
    1553      150562 :             tmp = DOT_PRODUCT(v, MATMUL(S, v))
    1554         634 :             IF (tmp .LE. 0.0_dp) THEN
    1555           4 :                n = i
    1556           4 :                EXIT
    1557             :             END IF
    1558         630 :             tmp = SQRT(tmp)
    1559             :             ! Lucky breakdown
    1560         630 :             IF (ABS(tmp) .LT. 1e-9_dp) THEN
    1561           2 :                n = i
    1562           2 :                EXIT
    1563             :             END IF
    1564         628 :             H(i + 1, i) = tmp
    1565        9208 :             Q(:, i + 1) = v/H(i + 1, i)
    1566             :          END IF
    1567             :       END DO
    1568             : 
    1569         152 :       DEALLOCATE (Q, v)
    1570         152 :    END SUBROUTINE hess_G
    1571             : 
    1572        5456 : END MODULE qs_ot_minimizer

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