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Test: ParaMonte 1.5.1 :: Coarray Parallel Kernel - Code Coverage Report Lines: 100 101 99.0 %
Date: 2021-01-08 12:59:07 Functions: 4 4 100.0 %
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      42             : 
      43             : !>  \brief This module contains procedures for computing the parallel performance of the parallel algorithms.
      44             : !>  \author Amir Shahmoradi
      45             : 
      46             : module Parallelism_mod
      47             : 
      48             :     use Optimization_mod, only: PowellMinimum_type
      49             :     use Constants_mod, only: RK, IK
      50             :     use Err_mod, only: Err_type
      51             : 
      52             :     implicit none
      53             : 
      54             :     character(*), parameter :: MODULE_NAME = "@Parallelism_mod"
      55             : 
      56             :     !> The [Image_type](@ref image_type) class.
      57             :     type                            :: Image_type
      58             :         integer(IK)                 :: id                   !<  The ID of the runtime parallel process: 1, 2, 3, ...
      59             :         integer(IK)                 :: count                !<  The total number of runtime parallel processes available.
      60             :         logical                     :: isFirst = .false.    !<  A logical flag indicating whether the current process is ID #1.
      61             :         logical                     :: isNotFirst = .false. !<  A logical flag indicating whether the current process is NOT ID #1.
      62             :         logical                     :: isLeader = .false.   !<  A logical flag indicating whether the current process is a leader. This must be defined by the user.
      63             :         logical                     :: isRooter = .false.   !<  A logical flag indicating whether the current process is a follower. This must be defined by the user.
      64             :         character(:), allocatable   :: name                 !<  The name of the current process as a string with the format `"@process(id)"`.
      65             :     contains
      66             :         procedure, nopass           :: sync => syncImages
      67             :         procedure, pass             :: query => queryImage
      68             :         procedure, nopass           :: finalize => finalizeImages
      69             :     end type Image_type
      70             : 
      71             :     type, private :: Maximum_type
      72             :         real(RK)                    :: value            !<  The maximum speedup attained (or attainable).
      73             :         integer(IK)                 :: nproc            !<  The required number of processes for maximum speedup.
      74             :     end type Maximum_type
      75             : 
      76             :     type, private :: Speedup_type
      77             :         integer(IK)                 :: count            !<  The size of the `Scaling` vector.
      78             :         real(RK)                    :: current          !<  The speedup given the current available number of processes.
      79             :         type(Maximum_type)          :: Maximum          !<  An object of type [Maximum_type](@ref maximum_type), containing the predicted maximum speedup and process count.
      80             :         real(RK)    , allocatable   :: Scaling(:)       !<  A real vector of length `Speedup_type%count` containing the predicted speedup for a range process counts.
      81             :     end type Speedup_type
      82             : 
      83             :     type, private :: UniqueProcess_type
      84             :         integer(IK)                 :: count            !<  The sizes of the two vector components `Identity` and `Frequency` of `UniqueProcess_type`.
      85             :         integer(IK) , allocatable   :: Identity(:)      !<  A vector of size `UniqueProcess_type%count` containing the unique IDs of processes, i.e., the ranks of processes, starting from 1.
      86             :         integer(IK) , allocatable   :: Frequency(:)     !<  The frequency with which the process IDs have contributed to the simulation at hand.
      87             :     end type UniqueProcess_type
      88             : 
      89             :     type, private, extends(UniqueProcess_type) :: Contribution_type
      90             :         real(RK) , allocatable      :: LogFrequency(:)  !<  The natural logarithm of the `Frequency` vector component of the type [UniqueProcess_type](@ref uniqueprocess_type).
      91             :     end type Contribution_type
      92             : 
      93             :     type, private :: SuccessProb_type
      94             :         real(RK)                    :: current          !<  The probability of success in the Bernoulli trial. For example, the sampling efficiency of the ParaDRAM sampler.
      95             :         real(RK)                    :: effective        !<  The computed effective probability of success inferred from fitting the Cyclic Geometric distribution.
      96             :         type(PowellMinimum_type)    :: PowellMinimum    !<  An object of class [PowellMinimum_type](@ref optimization_mod::powellminimum_type) containing
      97             :                                                         !<  information about the Cyclic Geometric fit to process contribution data.
      98             :     end type SuccessProb_type
      99             : 
     100             :     !> The `ForkJoin_type` class.
     101             :     type :: ForkJoin_type
     102             :         type(UniqueProcess_type)    :: UniqueProcess
     103             :         type(Contribution_type)     :: Contribution     !<  Contains information similar to `UniqueProcess`, but including all processes, even zero contributors.
     104             :         type(SuccessProb_type)      :: SuccessProb
     105             :         type(Speedup_type)          :: Speedup
     106             :         type(Err_type)              :: Err
     107             :     contains
     108             :         procedure   , nopass        :: getForkJoinSpeedup
     109             :     end type ForkJoin_type
     110             : 
     111             :     interface ForkJoin_type
     112             :         module procedure :: constructForkJoin
     113             :     end interface ForkJoin_type
     114             : 
     115             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     116             : 
     117             : contains
     118             : 
     119             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     120             : 
     121             :     !> \brief
     122             :     !> Return the statistics of the parallel processors available, depending on the type of parallelism requested.
     123             :     !> This is a dynamic member of the [Image_type](@ref image_type) class.
     124             :     !>
     125             :     !> @param[inout]    Image       :   An object of class [Image_type](@ref image_type).
     126             :     !>                                  On output, all properties of `Image` will be reset,
     127             :     !>                                  except the attributes `isLeader` and `isRooter`.
     128             :     !>
     129             :     !> \warning
     130             :     !> This routine must not contain any synchronization statements under any circumstances.
     131        1056 :     subroutine queryImage(Image)
     132             : #if INTEL_COMPILER_ENABLED && defined DLL_ENABLED && (OS_IS_WINDOWS || defined OS_IS_DARWIN)
     133             :         !DEC$ ATTRIBUTES DLLEXPORT :: queryImage
     134             : #endif
     135             :         use Constants_mod, only: RK, IK
     136             :         use String_mod, only: num2str
     137             :         implicit none
     138             :         class(Image_type), intent(inout) :: Image
     139             : 
     140             :         ! setup general processor / coarray image variables
     141             : 
     142             : #if defined CAF_ENABLED
     143        2112 :         Image%id             = this_image()
     144        1056 :         Image%count          = num_images()
     145             : #elif defined MPI_ENABLED
     146             :         block
     147             :             use mpi
     148             :             integer(IK) :: ierrMPI
     149             :             logical     :: isInitialized
     150             :             call mpi_initialized( isInitialized, ierrMPI )
     151             :             if (.not. isInitialized) call mpi_init(ierrMPI)
     152             :             call mpi_comm_rank(mpi_comm_world, Image%id, ierrMPI)
     153             :             call mpi_comm_size(mpi_comm_world, Image%count, ierrMPI)
     154             :             Image%id = Image%id + 1_IK ! make the ranks consistent with Fortran coarray indexing conventions
     155             :         end block
     156             : #else
     157             :         Image%id            = 1_IK
     158             :         Image%count         = 1_IK
     159             : #endif
     160        1056 :         Image%name          = "@process(" // num2str(Image%id) // ")"
     161        1056 :         Image%isFirst       = Image%id==1_IK
     162        1056 :         Image%isNotFirst    = Image%id/=1_IK
     163             :         !Image%isLeader      = .false.   ! ATTN: this is to be set by the user at runtime, depending on the type of parallelism.
     164             :         !Image%isRooter      = .false.   ! ATTN: this is to be set by the user at runtime, depending on the type of parallelism.
     165             : 
     166        1056 :     end subroutine queryImage
     167             : 
     168             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     169             : 
     170             :     !> \brief
     171             :     !> Synchronize all existing parallel images and return nothing.
     172             :     !> This is a static member of the [Image_type](@ref image_type) class.
     173             :     !>
     174             :     !> \warning
     175             :     !> This routine global Coarray and MPI synchronization barriers and
     176             :     !> therefore, must be called by all processes in the current simulation.
     177       10488 :     subroutine syncImages()
     178             : #if INTEL_COMPILER_ENABLED && defined DLL_ENABLED && (OS_IS_WINDOWS || defined OS_IS_DARWIN)
     179             :         !DEC$ ATTRIBUTES DLLEXPORT :: syncImages
     180             : #endif
     181             :         implicit none
     182             : #if defined MPI_ENABLED
     183             :         block
     184             :             use mpi
     185             :             integer(IK) :: ierrMPI
     186             :             !logical     :: isFinalized
     187             :             !call mpi_finalized( isFinalized, ierrMPI )
     188             :             !if (.not. isFinalized) then
     189             :                 call mpi_barrier(mpi_comm_world,ierrMPI)
     190             :             !end if
     191             :         end block
     192             : #elif defined CAF_ENABLED
     193       10488 :         sync all
     194             : #endif
     195        1056 :     end subroutine syncImages
     196             : 
     197             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     198             : 
     199             :     !> \brief
     200             :     !> Finalize the current parallel simulation and return nothing.
     201             :     !> This is a static member of the [Image_type](@ref image_type) class.
     202             :     !>
     203             :     !> \warning
     204             :     !> MPI communications will be shut down upon calling this routine and further interprocess communications will be impossible.
     205             :     subroutine finalizeImages() ! LCOV_EXCL_LINE
     206             : #if INTEL_COMPILER_ENABLED && defined DLL_ENABLED && (OS_IS_WINDOWS || defined OS_IS_DARWIN)
     207             :         !DEC$ ATTRIBUTES DLLEXPORT :: finalizeImages
     208             : #endif
     209             : #if defined CAF_ENABLED
     210           3 :         sync all
     211             : #elif defined MPI_ENABLED
     212             :         use mpi
     213             :         implicit none
     214             :         integer(IK) :: ierrMPI
     215             :         logical     :: isFinalized
     216             :         call mpi_finalized( isFinalized, ierrMPI )
     217             :         if (.not. isFinalized) then
     218             :             call mpi_barrier(mpi_comm_world,ierrMPI)
     219             :             call mpi_finalize(ierrMPI)
     220             :         end if
     221             : #endif
     222       10488 :     end subroutine finalizeImages
     223             : 
     224             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     225             : 
     226             :     !> \brief
     227             :     !> This is the constructor of the [ForkJoin_type](@ref forkjoin_type) class.
     228             :     !> Return the predicted speedup of the parallel simulation given the input characteristics and timing information of the simulation.
     229             :     !>
     230             :     !> @param[in]   processCount    :   The number of processes in the simulation.
     231             :     !> @param[in]   lenProcessID    :   The length of `ProcessID` vector.
     232             :     !> @param[in]   ProcessID       :   The vector of process IDs.
     233             :     !> @param[in]   successProb     :   The success probability (the effective acceptance rate per objective function call).
     234             :     !> @param[in]   seqSecTime      :   The timing of the sequential sections of the code.
     235             :     !> @param[in]   parSecTime      :   The timing of the parallel sections of the code.
     236             :     !> @param[in]   comSecTime      :   The timing of the communication sections of the code.
     237             :     !>
     238             :     !> \return
     239             :     !> `ForkJoin` : An object of class [ForkJoin_type](@ref forkjoin_type) containing the parallelization speedup.
     240         493 :     function constructForkJoin(processCount, lenProcessID, ProcessID, successProb, seqSecTime, parSecTime, comSecTime) result(ForkJoin) ! nonpure
     241             : #if INTEL_COMPILER_ENABLED && defined DLL_ENABLED && (OS_IS_WINDOWS || defined OS_IS_DARWIN)
     242             :         !DEC$ ATTRIBUTES DLLEXPORT :: constructForkJoin
     243             : #endif
     244             :         use GeoCyclicFit_mod, only: fitGeoCyclicLogPDF ! LCOV_EXCL_LINE
     245             :         use Constants_mod, only: IK, RK, SQRT_EPS_RK, NEGINF_RK
     246             :         use String_mod, only: num2str
     247             :         use Misc_mod, only: findUnique
     248             :         use Sort_mod, only: indexArray
     249             : 
     250             :         implicit none
     251             : 
     252             :         integer(IK) , intent(in)    :: processCount, lenProcessID, ProcessID(lenProcessID)
     253             :         real(RK)    , intent(in)    :: successProb, seqSecTime, parSecTime, comSecTime
     254             :         type(ForkJoin_type)         :: ForkJoin
     255             : 
     256             :         character(*), parameter     :: PROCEDURE_NAME = MODULE_NAME // "@constructForkJoin()"
     257             :         real(RK)    , parameter     :: LOG_HALF = -0.693147180559945_RK
     258             : 
     259             :         integer(IK) , allocatable   :: Indx(:)
     260             :         integer(IK)                 :: i
     261             : 
     262             :         !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     263             :         ! check for invalid input
     264             :         !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     265             : 
     266         493 :         ForkJoin%Err%occurred = .false.
     267             : 
     268         493 :         if (successProb<-SQRT_EPS_RK .or. successProb>1._RK+SQRT_EPS_RK) then
     269           6 :             ForkJoin%Err%occurred = .true.
     270           6 :             ForkJoin%Err%msg = PROCEDURE_NAME // ": successProb must be a number between zero and one. The input value is: " // num2str(successProb)
     271           6 :             return
     272             :         end if
     273             : 
     274         487 :         if (processCount<1_IK) then
     275           3 :             ForkJoin%Err%occurred = .true.
     276           3 :             ForkJoin%Err%msg = PROCEDURE_NAME // ": processCount cannot be less than one. The input value is: " // num2str(processCount)
     277           3 :             return
     278             :         end if
     279             : 
     280         484 :         if (processCount==1_IK .or. successProb <= SQRT_EPS_RK .or. successProb >= 1._RK+SQRT_EPS_RK) then
     281         269 :             ForkJoin%Speedup%Maximum%value = 1._RK
     282         269 :             ForkJoin%Speedup%Maximum%nproc = 1_IK
     283         269 :             ForkJoin%Speedup%current = 1._RK
     284         269 :             ForkJoin%Speedup%count = 1_IK
     285         538 :             ForkJoin%Speedup%Scaling = [1._RK]
     286         269 :             ForkJoin%Contribution%count = processCount
     287        2393 :             ForkJoin%Contribution%Identity = [( i, i = 1, processCount )]
     288         977 :             allocate(ForkJoin%Contribution%Frequency(processCount), source = 0_IK)
     289         269 :             ForkJoin%Contribution%Frequency(1) = lenProcessID
     290         977 :             allocate(ForkJoin%Contribution%LogFrequency(processCount), source = NEGINF_RK)
     291         269 :             ForkJoin%Contribution%LogFrequency(1) = log(real(ForkJoin%Contribution%Frequency(1),kind=RK))
     292         269 :             ForkJoin%UniqueProcess%count = 1_IK
     293         538 :             ForkJoin%UniqueProcess%Identity = [1_IK]
     294         538 :             ForkJoin%UniqueProcess%Frequency = [lenProcessID]
     295         269 :             ForkJoin%SuccessProb%current = successProb
     296         269 :             ForkJoin%SuccessProb%effective = successProb
     297         269 :             return
     298             :         end if
     299             : 
     300             :         !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     301             :         ! compute the effective successProb (MCMC efficiency) from the Process contributions
     302             :         !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     303             : 
     304             :         call findUnique ( lenVector = lenProcessID &
     305             :                         , Vector = ProcessID &
     306             :                         , UniqueValue = ForkJoin%UniqueProcess%Identity &
     307             :                         , UniqueCount = ForkJoin%UniqueProcess%Frequency &
     308             :                         , lenUnique = ForkJoin%UniqueProcess%count &
     309         215 :                         )
     310             :         !maxContributorProcessID = ForkJoin%UniqueProcess%Identity(maxloc(ForkJoin%UniqueProcess%Frequency))
     311             : 
     312             :         ! Sort ascending. This rearrangement may not be necessary anymore, since fitGeoCyclicLogPDF() is now order-agnostic.
     313             :         ! From the IO report perspective, however, it is important to have it ordered.
     314             : 
     315         215 :         allocate(Indx(ForkJoin%UniqueProcess%count))
     316         215 :         call indexArray( n = ForkJoin%UniqueProcess%count, Array = ForkJoin%UniqueProcess%Identity, Indx = Indx, Err = ForkJoin%Err )
     317         215 :         if (ForkJoin%Err%occurred) then
     318             :             ! LCOV_EXCL_START
     319             :             ForkJoin%Err%msg = PROCEDURE_NAME // ForkJoin%Err%msg
     320             :             return
     321             :             ! LCOV_EXCL_STOP
     322             :         end if
     323             : 
     324             :         ! get all processes contributions
     325             : 
     326        1557 :         ForkJoin%UniqueProcess%Identity(:) = ForkJoin%UniqueProcess%Identity(Indx)
     327        1557 :         ForkJoin%UniqueProcess%Frequency(:) = ForkJoin%UniqueProcess%Frequency(Indx)
     328             : 
     329         215 :         deallocate(Indx)
     330             : 
     331         215 :         ForkJoin%Contribution%count = processCount
     332         215 :         if (allocated(ForkJoin%Contribution%LogFrequency)) deallocate(ForkJoin%Contribution%LogFrequency);
     333         890 :         allocate(ForkJoin%Contribution%LogFrequency(ForkJoin%Contribution%count), source = 0._RK)
     334         215 :         if (allocated(ForkJoin%Contribution%Frequency)) deallocate(ForkJoin%Contribution%Frequency);
     335         890 :         allocate(ForkJoin%Contribution%Frequency(ForkJoin%Contribution%count), source = 0_IK)
     336         215 :         if (allocated(ForkJoin%Contribution%Identity)) deallocate(ForkJoin%Contribution%Identity);
     337         215 :         allocate(ForkJoin%Contribution%Identity(ForkJoin%Contribution%count))
     338             : 
     339        1557 :         ForkJoin%Contribution%Frequency(ForkJoin%UniqueProcess%Identity) = ForkJoin%UniqueProcess%Frequency
     340        2455 :         ForkJoin%Contribution%Identity = [(i, i = 1, ForkJoin%Contribution%count)]
     341         215 :         if (ForkJoin%Contribution%Frequency(1)==0_IK) then
     342             :             ! LCOV_EXCL_START
     343             :             ForkJoin%Err%occurred = .true.
     344             :             ForkJoin%Err%msg = PROCEDURE_NAME//": The contribution of the first process to the simulation is zero. This is highly unusual and requires further investigation."
     345             :             return
     346             :             ! LCOV_EXCL_STOP
     347             :         end if
     348         890 :         do i = 1, ForkJoin%Contribution%count
     349             :             ! TODO: xxx a better solution instead of this ad-hoc approach would be to fit for the GeoCyclicCDF. Amir.
     350         890 :             if (ForkJoin%Contribution%Frequency(i)/=0_IK) then
     351         671 :                 ForkJoin%Contribution%LogFrequency(i) = log(real(ForkJoin%Contribution%Frequency(i),kind=RK))
     352             :             else
     353           4 :                 ForkJoin%Contribution%LogFrequency(i) = ForkJoin%Contribution%LogFrequency(i-1) + LOG_HALF
     354             :             end if
     355             :         end do
     356             : 
     357         215 :         ForkJoin%SuccessProb%current = successProb
     358             : 
     359             :         ! fit for the effective successProb
     360             : 
     361             :         ForkJoin%SuccessProb%PowellMinimum = fitGeoCyclicLogPDF ( maxNumTrial = processCount & ! LCOV_EXCL_LINE
     362             :                                                                 , numTrial = ForkJoin%Contribution%count & ! LCOV_EXCL_LINE
     363             :                                                                 , SuccessStep = ForkJoin%Contribution%Identity & ! LCOV_EXCL_LINE
     364             :                                                                 , LogCount = ForkJoin%Contribution%LogFrequency & ! LCOV_EXCL_LINE
     365         215 :                                                                 )
     366         215 :         if (ForkJoin%SuccessProb%PowellMinimum%Err%occurred) then
     367             :             ! LCOV_EXCL_START
     368             :             ForkJoin%Err = ForkJoin%SuccessProb%PowellMinimum%Err
     369             :             ForkJoin%Err%msg = PROCEDURE_NAME // ForkJoin%Err%msg
     370             :             return
     371             :             ! LCOV_EXCL_STOP
     372             :         end if
     373             : 
     374         215 :         ForkJoin%SuccessProb%effective = ForkJoin%SuccessProb%PowellMinimum%xmin(1)
     375             : 
     376             :         ! fit for the effective successProb
     377             : 
     378             :         call getForkJoinSpeedup ( successProb = ForkJoin%SuccessProb%effective &                ! max(mcmcSamplingEfficiency, ForkJoin%SuccessProb%PowellMinimum%xmin(1)) & ! avoid unstable estimates of the effective efficiency.
     379             :                                 , seqSecTime = epsilon(seqSecTime) &                            ! time cost of the sequential section of the code, which is negligible here.
     380             :                                 , parSecTime = parSecTime &                                     ! the serial runtime for the parallel section of the code.
     381             :                                 , comSecTimePerProc = comSecTime / (processCount - 1) &         ! the communication overhead for each additional image beyond the leader.
     382             :                                 , minMaxNumProc = 2 * processCount &                            ! speedup will be computed at least up to this process count, if not more.
     383             :                                 , Speedup = ForkJoin%Speedup%Scaling &                          ! returned Speedup.
     384             :                                 , lenSpeedup = ForkJoin%Speedup%count &                         ! length of the returned `Speedup%Scaling` vector.
     385             :                                 , maxSpeedup = ForkJoin%Speedup%Maximum%value &                 ! returned maximum speedup.
     386             :                                 , maxSpeedupNumProc = ForkJoin%Speedup%Maximum%nproc &          ! returned number of processes for maximum speedup.
     387             :                                 , Err = ForkJoin%Err &
     388         215 :                                 )
     389         215 :         if (ForkJoin%Err%occurred) then
     390             :             ! LCOV_EXCL_START
     391             :             ForkJoin%Err%msg = PROCEDURE_NAME // ForkJoin%Err%msg
     392             :             return
     393             :             ! LCOV_EXCL_STOP
     394             :         end if
     395         215 :         ForkJoin%Speedup%current = ForkJoin%Speedup%Scaling(processCount)
     396             : 
     397         923 :     end function constructForkJoin
     398             : 
     399             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     400             : 
     401             :     !> \brief
     402             :     !> Predict the parallel simulation speedup for a range of possible processor counts.
     403             :     !>
     404             :     !> @param[in]   successProb         :   The success probability (the effective acceptance rate per objective function call).
     405             :     !> @param[in]   seqSecTime          :   The timing of the sequential sections of the code.
     406             :     !> @param[in]   parSecTime          :   The timing of the parallel sections of the code.
     407             :     !> @param[in]   comSecTimePerProc   :   The timing of the communication sections of the code per processor.
     408             :     !> @param[in]   minMaxNumProc       :   The minimum number of processes for which the speedup will be computed. It must be at least 1.
     409             :     !> @param[out]  Speedup             :   The vector of speedup values for different counts of processes.
     410             :     !> @param[out]  lenSpeedup          :   The length of the vector `Speedup`.
     411             :     !> @param[out]  maxSpeedupNumProc   :   The number of processes at which the maximum speedup happens.
     412             :     !> @param[out]  maxSpeedup          :   The maximum speedup for any number of processors.
     413             :     !> @param[out]  Err                 :   An object of [Err_type](@ref err_mod::err_type) class indicating whether and error has occurred upon return.
     414         430 :     subroutine getForkJoinSpeedup(successProb, seqSecTime, parSecTime, comSecTimePerProc, minMaxNumProc, Speedup, lenSpeedup, maxSpeedupNumProc, maxSpeedup, Err)
     415             : #if INTEL_COMPILER_ENABLED && defined DLL_ENABLED && (OS_IS_WINDOWS || defined OS_IS_DARWIN)
     416             :         !DEC$ ATTRIBUTES DLLEXPORT :: getForkJoinSpeedup
     417             : #endif
     418         493 :         use Statistics_mod, only: getLogProbGeoCyclic
     419             :         use Constants_mod, only: IK, RK
     420             :         use String_mod, only: num2str
     421             :         use Misc_mod, only: resize
     422             : 
     423             :         implicit none
     424             : 
     425             :         real(RK)        , intent(in)                :: successProb, seqSecTime, parSecTime, comSecTimePerProc
     426             :         integer(IK)     , intent(in)                :: minMaxNumProc ! must be at least 1
     427             :         real(RK)        , intent(out), allocatable  :: Speedup(:)
     428             :         integer(IK)     , intent(out)               :: lenSpeedup
     429             :         real(RK)        , intent(out)               :: maxSpeedup
     430             :         integer(IK)     , intent(out)               :: maxSpeedupNumProc
     431             :         type(Err_type)  , intent(out), optional     :: Err
     432             : 
     433             :         character(*)    , parameter                 :: PROCEDURE_NAME = MODULE_NAME // "@constructForkJoin()"
     434             :         integer(IK)     , parameter                 :: ABS_MAX_NUM_PROC = 1000000_IK
     435             : 
     436         430 :         real(RK)                                    :: FirstImageContribution(1)
     437         215 :         real(RK)                                    :: serialRuntime, parSecTimePerProc, comSecTime
     438             :         integer(IK)                                 :: numProc, lenSpeedupNew !, maxNumProc
     439             :         logical                                     :: maxSpeedupFound, isPresentErr
     440             :         integer(IK), parameter                      :: SuccessStep(*) = [1_IK]
     441             : 
     442         215 :         isPresentErr = present(Err)
     443         215 :         if (isPresentErr) Err%occurred = .false.
     444             : 
     445         215 :         lenSpeedup = minMaxNumProc
     446         215 :         allocate(Speedup(lenSpeedup))
     447             : 
     448         215 :         numProc = 1
     449         215 :         Speedup(numProc) = 1._RK
     450         215 :         maxSpeedup = Speedup(numProc)
     451         215 :         maxSpeedupNumProc = numProc
     452         215 :         serialRuntime = seqSecTime + parSecTime ! serial runtime of the code per function call
     453             : 
     454         215 :         maxSpeedupFound = .false.
     455        1807 :         loopOverProc: do
     456             : 
     457        2022 :             numProc = numProc + 1
     458             : 
     459             :             ! resize allocation if needed
     460             : 
     461        2022 :             if (numProc>lenSpeedup) then
     462         233 :                 if (maxSpeedupFound) exit loopOverProc
     463          18 :                 lenSpeedupNew = 2 * lenSpeedup
     464          18 :                 call resize(Speedup, from = lenSpeedup, to = lenSpeedupNew)
     465          18 :                 lenSpeedup = lenSpeedupNew
     466             :             end if
     467             : 
     468             :             ! compute the fraction of work done by the first image
     469             : 
     470        1807 :             if (successProb==0._RK) then
     471           0 :                 FirstImageContribution(1) = 1._RK / numProc
     472             :             else
     473             : 
     474             :                 FirstImageContribution = exp(getLogProbGeoCyclic( successProb = successProb &
     475             :                                                                 , maxNumTrial = numProc &
     476             :                                                                 , numTrial = 1_IK &
     477             :                                                                 , SuccessStep = SuccessStep &
     478        3614 :                                                                 ) )
     479             :             end if
     480             : 
     481             :             ! effective runtime of the parallel-section of the code, when executed in parallel on numProc processes
     482             : 
     483        1807 :             parSecTimePerProc = parSecTime * FirstImageContribution(1)
     484             : 
     485             :             ! communication time grows linearly with the number of processes.
     486             : 
     487        1807 :             comSecTime = (numProc-1_IK) * comSecTimePerProc
     488             : 
     489        1807 :             Speedup(numProc) = serialRuntime / (seqSecTime + parSecTimePerProc + comSecTime)
     490        1807 :             if (maxSpeedup < Speedup(numProc)) then
     491         468 :                 maxSpeedup = Speedup(numProc)
     492         468 :                 maxSpeedupNumProc = numProc
     493             :             else
     494        1339 :                 maxSpeedupFound = .true.
     495             :             end if
     496             : 
     497             :             if (numProc<ABS_MAX_NUM_PROC) cycle loopOverProc ! LCOV_EXCL_LINE
     498             : 
     499             :             ! LCOV_EXCL_START
     500             :             if (isPresentErr) then
     501             :                 Err%occurred = .true.
     502             :                 Err%msg =   PROCEDURE_NAME // &
     503             :                             ": Failed to find the number of processes with which the maximum speedup occurs. The search continued up to " // &
     504             :                             num2str(ABS_MAX_NUM_PROC) // " processes."
     505             :             end if
     506             :             return
     507             :             ! LCOV_EXCL_STOP
     508             : 
     509             :         end do loopOverProc
     510             : 
     511         215 :     end subroutine getForkJoinSpeedup
     512             : 
     513             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     514             : 
     515             : end module Parallelism_mod ! LCOV_EXCL_LINE

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