Line | Branch | Exec | Source |
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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 |