| Line | Branch | Exec | Source |
|---|---|---|---|
| 1 | !!!############################################################################# | ||
| 2 | !!! Code written by Ned Thaddeus Taylor | ||
| 3 | !!! Code part of the ATHENA library - a feedforward neural network library | ||
| 4 | !!!############################################################################# | ||
| 5 | !!! module contains a type for storing and handling metrics | ||
| 6 | !!! module includes the following derived types: | ||
| 7 | !!! - metric_dict_type - a type for storing and handling metric data | ||
| 8 | !!!################## | ||
| 9 | !!! the metric derived type contains the following procedures: | ||
| 10 | !!! - check - checks if the metric has converged | ||
| 11 | !!! - add_t_t - adds two metric_dict_type together | ||
| 12 | !!!################## | ||
| 13 | !!! module contains the following procedures: | ||
| 14 | !!! - metric_dict_alloc - allocates memory for a metric_dict_type | ||
| 15 | !!!############################################################################# | ||
| 16 | module metrics | ||
| 17 | use constants, only: real12 | ||
| 18 | implicit none | ||
| 19 | |||
| 20 | type metric_dict_type | ||
| 21 | character(10) :: key | ||
| 22 | real(real12) :: val | ||
| 23 | logical :: active | ||
| 24 | real(real12) :: threshold | ||
| 25 | real(real12), allocatable, dimension(:) :: history | ||
| 26 | contains | ||
| 27 | procedure :: check => metric_dict_check | ||
| 28 | procedure :: add_t_t => metric_dict_add !t = type, r = real, i = int | ||
| 29 | generic :: operator(+) => add_t_t | ||
| 30 | end type metric_dict_type | ||
| 31 | |||
| 32 | |||
| 33 | private | ||
| 34 | |||
| 35 | public :: metric_dict_type | ||
| 36 | public :: metric_dict_alloc | ||
| 37 | |||
| 38 | |||
| 39 | contains | ||
| 40 | |||
| 41 | !!!############################################################################# | ||
| 42 | !!! custom operation for summing metric_dict_type | ||
| 43 | !!!############################################################################# | ||
| 44 | 1 | elemental function metric_dict_add(a, b) result(output) | |
| 45 | implicit none | ||
| 46 | class(metric_dict_type), intent(in) :: a,b | ||
| 47 | type(metric_dict_type) :: output | ||
| 48 | |||
| 49 | 1 | output%key = a%key | |
| 50 | 1 | output%val = a%val + b%val | |
| 51 | 1 | output%threshold = a%threshold | |
| 52 | 1 | output%active = a%active | |
| 53 |
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6 | if(allocated(a%history)) output%history = a%history |
| 54 | |||
| 55 |
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2 | end function metric_dict_add |
| 56 | !!!############################################################################# | ||
| 57 | |||
| 58 | |||
| 59 | !!!############################################################################# | ||
| 60 | !!! custom operation for allocating metric_dict_type | ||
| 61 | !!!############################################################################# | ||
| 62 |
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|
10 | subroutine metric_dict_alloc(input, source, length) |
| 63 | implicit none | ||
| 64 | type(metric_dict_type), dimension(:), intent(out) :: input | ||
| 65 | type(metric_dict_type), dimension(:), optional, intent(in) :: source | ||
| 66 | integer, optional, intent(in) :: length | ||
| 67 | integer :: i | ||
| 68 | |||
| 69 |
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2 | if(present(length))then |
| 70 |
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3 | do i=1,size(input,dim=1) |
| 71 |
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3 | allocate(input(i)%history(length)) |
| 72 | end do | ||
| 73 | else | ||
| 74 |
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1 | if(present(source))then |
| 75 |
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3 | do i=1,size(input,dim=1) |
| 76 |
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2 | input(i)%key = source(i)%key |
| 77 |
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2 | allocate(input(i)%history(size(source(i)%history,dim=1))) |
| 78 |
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3 | input(i)%threshold = source(i)%threshold |
| 79 | end do | ||
| 80 | else | ||
| 81 | write(0,*) & | ||
| 82 | ✗ | "ERROR: metric_dict_alloc requires either a source or length" | |
| 83 | ✗ | stop 1 | |
| 84 | end if | ||
| 85 | end if | ||
| 86 | |||
| 87 | 2 | end subroutine metric_dict_alloc | |
| 88 | !!!############################################################################# | ||
| 89 | |||
| 90 | |||
| 91 | !!!############################################################################# | ||
| 92 | !!! custom operation for checking metric convergence | ||
| 93 | !!!############################################################################# | ||
| 94 | 1001 | subroutine metric_dict_check(this,plateau_threshold,converged) | |
| 95 | implicit none | ||
| 96 | class(metric_dict_type), intent(inout) :: this | ||
| 97 | real(real12), intent(in) :: plateau_threshold | ||
| 98 | integer, intent(out) :: converged | ||
| 99 | |||
| 100 | 1001 | converged = 0 | |
| 101 |
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1001 | if(this%active)then |
| 102 |
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500522 | this%history = eoshift(this%history, shift=-1, dim=1, boundary=this%val) |
| 103 | if(& | ||
| 104 | (trim(this%key).eq."loss".and.& | ||
| 105 | 2008 | abs(sum(this%history))/size(this%history,dim=1).lt.& | |
| 106 |
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501024 | this%threshold).or.& |
| 107 | (trim(this%key).eq."accuracy".and.& | ||
| 108 |
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502 | abs(sum(1._real12-this%history))/size(this%history,dim=1).lt.& |
| 109 | this%threshold) )then | ||
| 110 | write(6,*) & | ||
| 111 |
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2 | "Convergence achieved, "//trim(this%key)//" threshold reached" |
| 112 | 2 | write(6,*) "Exiting training loop" | |
| 113 | 2 | converged = 1 | |
| 114 |
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90640 | elseif(all(abs(this%history-this%val).lt.plateau_threshold))then |
| 115 | write(0,'("ERROR: ",A," has remained constant for ",I0," runs")') & | ||
| 116 |
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1 | trim(this%key), size(this%history,dim=1) |
| 117 | 1 | write(0,*) this%history | |
| 118 | 1 | write(0,*) "Exiting..." | |
| 119 | 1 | converged = -1 | |
| 120 | end if | ||
| 121 | end if | ||
| 122 | |||
| 123 | 1001 | end subroutine metric_dict_check | |
| 124 | !!!############################################################################# | ||
| 125 | |||
| 126 | ✗ | end module metrics | |
| 127 |