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Current view: top level - kernel - SpecBase_TargetAcceptanceRate_mod.f90 (source / functions) Hit Total Coverage
Test: ParaMonte 1.5.1 :: Serial Kernel - Code Coverage Report Lines: 32 32 100.0 %
Date: 2021-01-08 13:03:42 Functions: 4 4 100.0 %
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      42             : 
      43             : !> \brief
      44             : !> This module contains the classes and procedures for setting up the `targetAcceptanceRate` attribute of ParaMonte samplers.
      45             : !> For more information, see the description of this attribute in the body of the module.
      46             : !> \author Amir Shahmoradi
      47             : 
      48             : module SpecBase_TargetAcceptanceRate_mod
      49             : 
      50             :     use Constants_mod, only: RK
      51             :     implicit none
      52             : 
      53             :     character(*), parameter         :: MODULE_NAME = "@SpecBase_TargetAcceptanceRate_mod"
      54             : 
      55             :     real(RK)                        :: TargetAcceptanceRate(2) ! namelist input
      56             : 
      57             :     type                            :: TargetAcceptanceRate_type
      58             :         logical                     :: scalingRequested
      59             :         real(RK)                    :: Val(2)
      60             :         real(RK)                    :: Def(2)
      61             :         real(RK)                    :: null
      62             :         character(:), allocatable   :: desc
      63             :     contains
      64             :         procedure, pass             :: set => setTargetAcceptanceRate, checkForSanity, nullifyNameListVar
      65             :     end type TargetAcceptanceRate_type
      66             : 
      67             :     interface TargetAcceptanceRate_type
      68             :         module procedure            :: constructTargetAcceptanceRate
      69             :     end interface TargetAcceptanceRate_type
      70             : 
      71             :     private :: constructTargetAcceptanceRate, setTargetAcceptanceRate, nullifyNameListVar
      72             : 
      73             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
      74             : 
      75             : contains
      76             : 
      77             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
      78             : 
      79         349 :     function constructTargetAcceptanceRate(methodName) result(TargetAcceptanceRateObj)
      80             : #if INTEL_COMPILER_ENABLED && defined DLL_ENABLED && (OS_IS_WINDOWS || defined OS_IS_DARWIN)
      81             :         !DEC$ ATTRIBUTES DLLEXPORT :: constructTargetAcceptanceRate
      82             : #endif
      83             :         use Constants_mod, only: NULL_RK
      84             :         use String_mod, only: num2str
      85             :         implicit none
      86             :         character(*), intent(in)            :: methodName
      87             :         type(TargetAcceptanceRate_type)     :: TargetAcceptanceRateObj
      88         349 :         TargetAcceptanceRateObj%scalingRequested = .true.
      89        1047 :         TargetAcceptanceRateObj%Def = [ 0._RK, 1._RK ]
      90         349 :         TargetAcceptanceRateObj%null = NULL_RK
      91             :         TargetAcceptanceRateObj%desc = &
      92             :         "targetAcceptanceRate sets an optimal target for the ratio of the number of accepted objective function calls to the &
      93             :         &total number of function calls by the " // methodName // " sampler. It is a real-valued array of length 2, whose elements &
      94             :         &determine the upper and lower bounds of the desired acceptance rate. When the acceptance rate of the sampler is outside the &
      95             :         &specified limits, the sampler's settings will be automatically adjusted to bring the overall acceptance rate to within the &
      96             :         &specified limits by the input variable targetAcceptanceRate. When assigned from within a dynamic-language programming &
      97             :         &environment, such as MATLAB or Python, or from within an input file, targetAcceptanceRate can also be a single real number &
      98             :         &between 0 and 1. In such case, the " // methodName // " sampler will constantly attempt (with no guarantee of success) &
      99             :         &to bring the average acceptance ratio of the sampler as close to the user-provided target ratio as possible. The success &
     100             :         &of " // methodName // " in keeping the average acceptance ratio close to the requested target value depends heavily on:\n\n&
     101             :         &    1) the value of adaptiveUpdatePeriod; the larger, the easier.\n&
     102             :         &    2) the value of adaptiveUpdateCount; the larger, the easier.\n\n&
     103             :         &Note that the acceptance ratio adjustments will only occur every adaptiveUpdatePeriod sampling steps for a total &
     104             :         &number of adaptiveUpdateCount. &
     105         349 :         &There is no default value for targetAcceptanceRate, as the acceptance ratio is not directly adjusted during sampling."
     106         349 :     end function constructTargetAcceptanceRate
     107             : 
     108             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     109             : 
     110         349 :     subroutine nullifyNameListVar(TargetAcceptanceRateObj)
     111             : #if INTEL_COMPILER_ENABLED && defined DLL_ENABLED && (OS_IS_WINDOWS || defined OS_IS_DARWIN)
     112             :         !DEC$ ATTRIBUTES DLLEXPORT :: nullifyNameListVar
     113             : #endif
     114             :         implicit none
     115             :         class(TargetAcceptanceRate_type), intent(in)  :: TargetAcceptanceRateObj
     116        1047 :         TargetAcceptanceRate = TargetAcceptanceRateObj%null
     117         349 :     end subroutine nullifyNameListVar
     118             : 
     119             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     120             : 
     121         369 :     subroutine setTargetAcceptanceRate(TargetAcceptanceRateObj,targetAcceptanceRate)
     122             : #if INTEL_COMPILER_ENABLED && defined DLL_ENABLED && (OS_IS_WINDOWS || defined OS_IS_DARWIN)
     123             :         !DEC$ ATTRIBUTES DLLEXPORT :: setTargetAcceptanceRate
     124             : #endif
     125         349 :         use Constants_mod, only: RK
     126             :         implicit none
     127             :         class(TargetAcceptanceRate_type), intent(inout)     :: TargetAcceptanceRateObj
     128             :         real(RK), intent(in)                                :: TargetAcceptanceRate(2)
     129             :         logical                                             :: lowerLimitSet, upperLimitSet
     130        1107 :         TargetAcceptanceRateObj%Val = targetAcceptanceRate
     131         369 :         lowerLimitSet = TargetAcceptanceRateObj%Val(1) /= TargetAcceptanceRateObj%null
     132         369 :         upperLimitSet = TargetAcceptanceRateObj%Val(2) /= TargetAcceptanceRateObj%null
     133         369 :         if (lowerLimitSet .and. .not. upperLimitSet) TargetAcceptanceRateObj%Val(2) = TargetAcceptanceRateObj%Val(1)
     134         369 :         if (upperLimitSet .and. .not. lowerLimitSet) TargetAcceptanceRateObj%Val(1) = TargetAcceptanceRateObj%Val(2)
     135        1043 :         if (.not.(lowerLimitSet .or. upperLimitSet)) TargetAcceptanceRateObj%Val(:) = TargetAcceptanceRateObj%Def
     136        1049 :         TargetAcceptanceRateObj%scalingRequested = any(TargetAcceptanceRateObj%Val /= TargetAcceptanceRateObj%Def)
     137         369 :     end subroutine setTargetAcceptanceRate
     138             : 
     139             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     140             : 
     141         345 :     subroutine checkForSanity(TargetAcceptanceRateObj,Err)
     142             : #if INTEL_COMPILER_ENABLED && defined DLL_ENABLED && (OS_IS_WINDOWS || defined OS_IS_DARWIN)
     143             :         !DEC$ ATTRIBUTES DLLEXPORT :: checkForSanity
     144             : #endif
     145         369 :         use Constants_mod, only: RK
     146             :         use Err_mod, only: Err_type
     147             :         use String_mod, only: num2str
     148             :         implicit none
     149             :         class(TargetAcceptanceRate_type), intent(in) :: TargetAcceptanceRateObj
     150             :         type(Err_type), intent(inout)       :: Err
     151             :         character(*), parameter             :: PROCEDURE_NAME = "@checkForSanity()"
     152         317 :         if (.not. TargetAcceptanceRateObj%scalingRequested) return
     153         132 :         if ( any(TargetAcceptanceRateObj%Val<0._RK) .or. any(TargetAcceptanceRateObj%Val>1._RK) ) then
     154           4 :             Err%occurred = .true.
     155             :             Err%msg =   Err%msg // &
     156             :                         MODULE_NAME // PROCEDURE_NAME // ": Error occurred. &
     157             :                         &The target acceptance ratio limits targetAcceptanceRate [" // &
     158             :                         num2str(TargetAcceptanceRateObj%Val(1)) // "," // num2str(TargetAcceptanceRateObj%Val(2)) // &
     159           4 :                         "] cannot be less than 0 or larger than 1.\n\n"
     160             :         end if
     161          36 :         if ( all(TargetAcceptanceRateObj%Val==0._RK) .or. all(TargetAcceptanceRateObj%Val==1._RK) ) then
     162           4 :             Err%occurred = .true.
     163             :             Err%msg =   Err%msg // &
     164             :                         MODULE_NAME // PROCEDURE_NAME // ": Error occurred. &
     165             :                         &The target acceptance ratio limits targetAcceptanceRate [" // &
     166             :                         num2str(TargetAcceptanceRateObj%Val(1)) // "," // num2str(TargetAcceptanceRateObj%Val(2)) // &
     167           4 :                         "] cannot be both 0 or both 1.\n\n"
     168             :         end if
     169          28 :         if (TargetAcceptanceRateObj%Val(2) < TargetAcceptanceRateObj%Val(1)) then
     170           2 :             Err%occurred = .true.
     171             :             Err%msg =   Err%msg // &
     172             :                         MODULE_NAME // PROCEDURE_NAME // ": Error occurred. &
     173             :                         &The the lower limit of the input specification targetAcceptanceRate [" // &
     174             :                         num2str(TargetAcceptanceRateObj%Val(1)) // "," // num2str(TargetAcceptanceRateObj%Val(2)) // &
     175           2 :                         "] cannot be larger than the specified upper limit.\n\n"
     176             :         end if
     177         345 :     end subroutine checkForSanity
     178             : 
     179             : !%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     180             : 
     181             : end module SpecBase_TargetAcceptanceRate_mod ! LCOV_EXCL_LINE

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