| Line | Branch | Exec | Source |
|---|---|---|---|
| 1 | ✗ | submodule(athena__network) athena__network_submodule | |
| 2 | !! Submodule containing implementations for the network module | ||
| 3 | #ifdef _OPENMP | ||
| 4 | use omp_lib | ||
| 5 | #endif | ||
| 6 | use coreutils, only: stop_program, print_warning, to_lower | ||
| 7 | use athena__misc_ml, only: shuffle | ||
| 8 | |||
| 9 | use athena__accuracy, only: categorical_score, mae_score, mse_score, r2_score | ||
| 10 | use athena__base_layer, only: learnable_layer_type, merge_layer_type | ||
| 11 | #if defined(GFORTRAN) | ||
| 12 | use athena__container_layer, only: container_reduction | ||
| 13 | #endif | ||
| 14 | |||
| 15 | use athena__container_layer, only: & | ||
| 16 | list_of_layer_types, allocate_list_of_layer_types, & | ||
| 17 | list_of_onnx_layer_creators, allocate_list_of_onnx_layer_creators | ||
| 18 | |||
| 19 | ! Layer types | ||
| 20 | use athena__flatten_layer, only: flatten_layer_type | ||
| 21 | use athena__add_layer, only: add_layer_type | ||
| 22 | use athena__concat_layer, only: concat_layer_type | ||
| 23 | use athena__input_layer, only: input_layer_type | ||
| 24 | use athena__msgpass_layer, only: msgpass_layer_type | ||
| 25 | use athena__recurrent_layer, only: recurrent_layer_type | ||
| 26 | |||
| 27 | ! #ifdef _OPENMP | ||
| 28 | ! !$omp declare reduction( & | ||
| 29 | ! !$omp& network_reduction : network_type:omp_out%network_reduction(omp_in)) & | ||
| 30 | ! !$omp& initialiser(omp_priv = omp_orig) | ||
| 31 | ! #endif | ||
| 32 | |||
| 33 | contains | ||
| 34 | |||
| 35 | !############################################################################### | ||
| 36 | 1 | module subroutine network_reduction(this, source) | |
| 37 | !! Procedure to add two networks together | ||
| 38 | implicit none | ||
| 39 | |||
| 40 | ! Arguments | ||
| 41 | class(network_type), intent(inout) :: this | ||
| 42 | !! Instance of network | ||
| 43 | type(network_type), intent(in) :: source | ||
| 44 | !! Instance of network to be added to this | ||
| 45 | |||
| 46 | ! Local variables | ||
| 47 | integer :: i | ||
| 48 | !! Loop index | ||
| 49 | |||
| 50 | 1 | this%metrics(1)%val = this%metrics(1)%val + source%metrics(1)%val | |
| 51 | 1 | this%metrics(2)%val = this%metrics(2)%val + source%metrics(2)%val | |
| 52 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 1 times.
|
4 | do i=1,size(this%model) |
| 53 | 1 | select type(layer_this => this%model(i)%layer) | |
| 54 | class is(learnable_layer_type) | ||
| 55 | ✗ | select type(layer_source => source%model(i)%layer) | |
| 56 | class is(learnable_layer_type) | ||
| 57 | 2 | call layer_this%reduce(layer_source) | |
| 58 | end select | ||
| 59 | end select | ||
| 60 | end do | ||
| 61 | |||
| 62 | 1 | end subroutine network_reduction | |
| 63 | !############################################################################### | ||
| 64 | |||
| 65 | |||
| 66 | !############################################################################### | ||
| 67 | 1 | module subroutine network_copy(this, source) | |
| 68 | !! Procedure to copy a network | ||
| 69 | implicit none | ||
| 70 | |||
| 71 | ! Arguments | ||
| 72 | class(network_type), intent(inout) :: this | ||
| 73 | !! Instance of network | ||
| 74 | type(network_type), intent(in), target :: source | ||
| 75 | !! Instance of network to be copied | ||
| 76 | |||
| 77 | ! Local variables | ||
| 78 | integer :: i | ||
| 79 | !! Loop index | ||
| 80 | |||
| 81 | |||
| 82 |
6/10✓ Branch 0 taken 2 times.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 2 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 9 taken 2 times.
|
3 | this%metrics = source%metrics |
| 83 |
18/156✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✓ Branch 16 taken 1 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 3 times.
✓ Branch 25 taken 1 times.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✗ Branch 40 not taken.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✗ Branch 43 not taken.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✗ Branch 46 not taken.
✗ Branch 47 not taken.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✗ Branch 50 not taken.
✗ Branch 51 not taken.
✗ Branch 52 not taken.
✗ Branch 53 not taken.
✗ Branch 54 not taken.
✗ Branch 55 not taken.
✗ Branch 56 not taken.
✗ Branch 57 not taken.
✗ Branch 58 not taken.
✗ Branch 59 not taken.
✗ Branch 60 not taken.
✗ Branch 61 not taken.
✗ Branch 62 not taken.
✗ Branch 63 not taken.
✗ Branch 64 not taken.
✗ Branch 65 not taken.
✗ Branch 66 not taken.
✗ Branch 67 not taken.
✗ Branch 68 not taken.
✗ Branch 69 not taken.
✗ Branch 70 not taken.
✗ Branch 71 not taken.
✗ Branch 72 not taken.
✗ Branch 73 not taken.
✗ Branch 74 not taken.
✗ Branch 75 not taken.
✗ Branch 76 not taken.
✗ Branch 77 not taken.
✗ Branch 78 not taken.
✗ Branch 79 not taken.
✗ Branch 80 not taken.
✗ Branch 81 not taken.
✗ Branch 82 not taken.
✗ Branch 83 not taken.
✗ Branch 84 not taken.
✗ Branch 85 not taken.
✗ Branch 86 not taken.
✗ Branch 87 not taken.
✗ Branch 88 not taken.
✗ Branch 89 not taken.
✗ Branch 90 not taken.
✗ Branch 91 not taken.
✗ Branch 92 not taken.
✗ Branch 93 not taken.
✗ Branch 94 not taken.
✗ Branch 95 not taken.
✗ Branch 96 not taken.
✗ Branch 97 not taken.
✓ Branch 98 taken 3 times.
✓ Branch 99 taken 1 times.
✓ Branch 100 taken 3 times.
✗ Branch 101 not taken.
✓ Branch 102 taken 3 times.
✗ Branch 103 not taken.
✓ Branch 105 taken 3 times.
✗ Branch 106 not taken.
✗ Branch 107 not taken.
✓ Branch 108 taken 3 times.
✗ Branch 109 not taken.
✗ Branch 110 not taken.
✗ Branch 112 not taken.
✓ Branch 113 taken 3 times.
✗ Branch 114 not taken.
✗ Branch 115 not taken.
✗ Branch 116 not taken.
✗ Branch 117 not taken.
✗ Branch 118 not taken.
✗ Branch 119 not taken.
✗ Branch 120 not taken.
✗ Branch 121 not taken.
✗ Branch 122 not taken.
✗ Branch 123 not taken.
✗ Branch 124 not taken.
✗ Branch 125 not taken.
✗ Branch 126 not taken.
✗ Branch 127 not taken.
✗ Branch 128 not taken.
✗ Branch 129 not taken.
✗ Branch 130 not taken.
✗ Branch 131 not taken.
✗ Branch 132 not taken.
✗ Branch 133 not taken.
✗ Branch 134 not taken.
✗ Branch 135 not taken.
✗ Branch 136 not taken.
✗ Branch 137 not taken.
✗ Branch 138 not taken.
✗ Branch 139 not taken.
✗ Branch 140 not taken.
✗ Branch 141 not taken.
✗ Branch 142 not taken.
✗ Branch 143 not taken.
✗ Branch 144 not taken.
✗ Branch 145 not taken.
✗ Branch 146 not taken.
✗ Branch 147 not taken.
✗ Branch 148 not taken.
✗ Branch 149 not taken.
✗ Branch 150 not taken.
✗ Branch 151 not taken.
✗ Branch 152 not taken.
✗ Branch 153 not taken.
✗ Branch 154 not taken.
✗ Branch 155 not taken.
✗ Branch 157 not taken.
✗ Branch 158 not taken.
✗ Branch 159 not taken.
✗ Branch 160 not taken.
✗ Branch 161 not taken.
✗ Branch 162 not taken.
|
8 | this%model = source%model |
| 84 | 1 | this%num_layers = source%num_layers | |
| 85 | 1 | this%batch_size = source%batch_size | |
| 86 | 1 | this%num_params = source%num_params | |
| 87 | 1 | this%num_outputs = source%num_outputs | |
| 88 |
3/10✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✓ Branch 8 taken 1 times.
✗ Branch 10 not taken.
✗ Branch 11 not taken.
|
1 | this%optimiser = source%optimiser |
| 89 |
10/20✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✓ Branch 16 taken 1 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 3 times.
✓ Branch 23 taken 1 times.
|
4 | this%vertex_order = source%vertex_order |
| 90 |
10/20✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✓ Branch 16 taken 1 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1 times.
✓ Branch 23 taken 1 times.
|
2 | this%root_vertices = source%root_vertices |
| 91 |
10/20✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✓ Branch 16 taken 1 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1 times.
✓ Branch 23 taken 1 times.
|
2 | this%leaf_vertices = source%leaf_vertices |
| 92 |
3/10✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✓ Branch 8 taken 1 times.
✗ Branch 10 not taken.
✗ Branch 11 not taken.
|
1 | this%loss = source%loss |
| 93 | 1 | this%get_accuracy => source%get_accuracy | |
| 94 |
28/64✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 1 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 9 taken 1 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 1 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1 times.
✓ Branch 18 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 3 times.
✓ Branch 21 taken 1 times.
✓ Branch 22 taken 3 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 1 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 2 times.
✓ Branch 27 taken 1 times.
✓ Branch 28 taken 2 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 1 times.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✓ Branch 33 taken 1 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 1 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 1 times.
✗ Branch 38 not taken.
✓ Branch 39 taken 1 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 1 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 1 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 1 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 1 times.
✗ Branch 48 not taken.
✓ Branch 49 taken 1 times.
✗ Branch 50 not taken.
✗ Branch 51 not taken.
✗ Branch 52 not taken.
✗ Branch 53 not taken.
✗ Branch 54 not taken.
✗ Branch 55 not taken.
✗ Branch 56 not taken.
✓ Branch 57 taken 1 times.
✗ Branch 58 not taken.
✗ Branch 59 not taken.
✗ Branch 60 not taken.
✗ Branch 61 not taken.
✗ Branch 62 not taken.
✗ Branch 63 not taken.
|
8 | this%auto_graph = source%auto_graph |
| 95 | |||
| 96 | 1 | end subroutine network_copy | |
| 97 | !############################################################################### | ||
| 98 | |||
| 99 | |||
| 100 | !##############################################################################! | ||
| 101 | ! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ! | ||
| 102 | !##############################################################################! | ||
| 103 | |||
| 104 | |||
| 105 | !############################################################################### | ||
| 106 | 108 | module subroutine build_vertex_order(this) | |
| 107 | !! Generate the order of the layers in the network | ||
| 108 | !! | ||
| 109 | !! This module contains the subroutine to generate the order of the layers | ||
| 110 | !! in the network. The order is generated by depth first search (DFS) on the | ||
| 111 | !! graph of the network. | ||
| 112 | implicit none | ||
| 113 | |||
| 114 | ! Arguments | ||
| 115 | class(network_type), intent(inout) :: this | ||
| 116 | !! Instance of network | ||
| 117 | |||
| 118 | ! Local variables | ||
| 119 | integer :: i, order_index | ||
| 120 | !! Loop index | ||
| 121 | 216 | logical, dimension(this%auto_graph%num_vertices) :: visited | |
| 122 | !! Array to store whether a vertex has been | ||
| 123 | |||
| 124 |
5/8✗ Branch 0 not taken.
✓ Branch 1 taken 108 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 108 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 108 times.
✓ Branch 9 taken 280 times.
✓ Branch 10 taken 108 times.
|
388 | visited = .false. |
| 125 |
3/4✓ Branch 0 taken 54 times.
✓ Branch 1 taken 54 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 54 times.
|
108 | if(allocated(this%vertex_order)) deallocate(this%vertex_order) |
| 126 |
13/24✓ Branch 0 taken 108 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 108 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 108 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 108 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 108 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 108 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 108 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 108 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 108 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 108 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 108 times.
✓ Branch 29 taken 280 times.
✓ Branch 30 taken 108 times.
|
388 | allocate(this%vertex_order(this%auto_graph%num_vertices), source=0) |
| 127 | |||
| 128 | 108 | order_index = 0 | |
| 129 |
2/2✓ Branch 0 taken 280 times.
✓ Branch 1 taken 108 times.
|
388 | do i = this%auto_graph%num_vertices, 1, -1 |
| 130 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 280 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 280 times.
✓ Branch 6 taken 208 times.
✓ Branch 7 taken 72 times.
|
280 | if(.not.visited(i)) call this%dfs( & |
| 131 | i, visited, this%vertex_order, order_index & | ||
| 132 | 316 | ) | |
| 133 | end do | ||
| 134 | |||
| 135 | 108 | end subroutine build_vertex_order | |
| 136 | !############################################################################### | ||
| 137 | |||
| 138 | |||
| 139 | !############################################################################### | ||
| 140 | 280 | recursive module subroutine dfs( & | |
| 141 | 280 | this, vertex_index, visited, order, order_index & | |
| 142 | ) | ||
| 143 | !! Depth first search algorithm | ||
| 144 | implicit none | ||
| 145 | |||
| 146 | ! Arguments | ||
| 147 | class(network_type), intent(in) :: this | ||
| 148 | !! Instance of network | ||
| 149 | integer, intent(in) :: vertex_index | ||
| 150 | !! Index of the vertex to start the search from | ||
| 151 | logical, dimension(this%auto_graph%num_vertices), intent(inout) :: visited | ||
| 152 | !! Array to store whether a vertex has been visited | ||
| 153 | integer, dimension(this%auto_graph%num_vertices), intent(inout) :: order | ||
| 154 | !! Array to store the order of the vertices | ||
| 155 | integer, intent(inout) :: order_index | ||
| 156 | !! Index of the current vertex in the order array | ||
| 157 | |||
| 158 | ! Local variables | ||
| 159 | integer :: i | ||
| 160 | !! Loop index | ||
| 161 | |||
| 162 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 280 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 280 times.
|
280 | visited(vertex_index) = .true. |
| 163 |
2/2✓ Branch 0 taken 884 times.
✓ Branch 1 taken 280 times.
|
1164 | do i = 1, this%auto_graph%num_vertices, 1 |
| 164 |
6/10✗ Branch 0 not taken.
✓ Branch 1 taken 884 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 884 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 884 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 884 times.
✓ Branch 12 taken 172 times.
✓ Branch 13 taken 712 times.
|
1164 | if(this%auto_graph%adjacency(i,vertex_index).ne.0)then |
| 165 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 172 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 172 times.
✓ Branch 6 taken 72 times.
✓ Branch 7 taken 100 times.
|
172 | if(.not.visited(i)) call this%dfs(i, visited, order, order_index) |
| 166 | end if | ||
| 167 | end do | ||
| 168 | 280 | order_index = order_index + 1 | |
| 169 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 280 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 280 times.
|
280 | order(order_index) = vertex_index |
| 170 | |||
| 171 | 280 | end subroutine dfs | |
| 172 | !############################################################################### | ||
| 173 | |||
| 174 | |||
| 175 | !############################################################################### | ||
| 176 | 54 | module subroutine build_root_vertices(this) | |
| 177 | !! Calculate the root vertices of the network | ||
| 178 | implicit none | ||
| 179 | |||
| 180 | ! Arguments | ||
| 181 | class(network_type), intent(inout) :: this | ||
| 182 | !! Instance of network | ||
| 183 | |||
| 184 | ! Local variables | ||
| 185 | integer :: i | ||
| 186 | !! Loop index | ||
| 187 | |||
| 188 |
1/4✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
|
54 | if(allocated(this%root_vertices)) deallocate(this%root_vertices) |
| 189 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
|
54 | allocate(this%root_vertices(0)) |
| 190 | ! from = 1 | ||
| 191 |
2/2✓ Branch 0 taken 87 times.
✓ Branch 1 taken 54 times.
|
141 | do i = 1, this%auto_graph%num_vertices |
| 192 |
12/18✗ Branch 0 not taken.
✓ Branch 1 taken 87 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 87 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 87 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 87 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 87 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 87 times.
✓ Branch 18 taken 158 times.
✓ Branch 19 taken 54 times.
✓ Branch 20 taken 33 times.
✓ Branch 21 taken 125 times.
✓ Branch 22 taken 54 times.
✓ Branch 23 taken 33 times.
|
266 | if(all(this%auto_graph%adjacency(:,i).eq.0))then |
| 193 |
14/24✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 54 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 54 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 54 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 54 times.
✓ Branch 19 taken 54 times.
✓ Branch 20 taken 54 times.
✓ Branch 21 taken 54 times.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✓ Branch 24 taken 54 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 54 times.
✓ Branch 27 taken 54 times.
✓ Branch 28 taken 54 times.
|
162 | this%root_vertices = [this%root_vertices, i] |
| 194 | ! to = from + this%model(i)layer%num_input_data - 1 | ||
| 195 | ! this%root_bounds = [ this%root_bounds, reshape([from,to], [2,1]) ] | ||
| 196 | ! from = to + 1 | ||
| 197 | end if | ||
| 198 | end do | ||
| 199 | 54 | end subroutine build_root_vertices | |
| 200 | !############################################################################### | ||
| 201 | |||
| 202 | |||
| 203 | !############################################################################### | ||
| 204 | 54 | module subroutine build_leaf_vertices(this) | |
| 205 | !! Calculate the output vertices of the network | ||
| 206 | implicit none | ||
| 207 | |||
| 208 | ! Arguments | ||
| 209 | class(network_type), intent(inout) :: this | ||
| 210 | !! Instance of network | ||
| 211 | |||
| 212 | ! Local variables | ||
| 213 | integer :: i | ||
| 214 | !! Loop index | ||
| 215 | |||
| 216 |
1/4✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
|
54 | if(allocated(this%leaf_vertices)) deallocate(this%leaf_vertices) |
| 217 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
|
54 | allocate(this%leaf_vertices(0)) |
| 218 |
2/2✓ Branch 0 taken 140 times.
✓ Branch 1 taken 54 times.
|
194 | do i = 1, this%auto_graph%num_vertices |
| 219 |
12/18✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 140 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 140 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 140 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 140 times.
✓ Branch 18 taken 308 times.
✓ Branch 19 taken 54 times.
✓ Branch 20 taken 86 times.
✓ Branch 21 taken 222 times.
✓ Branch 22 taken 54 times.
✓ Branch 23 taken 86 times.
|
416 | if(all(this%auto_graph%adjacency(i,:).eq.0))then |
| 220 |
14/24✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 54 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 54 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 54 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 54 times.
✓ Branch 19 taken 54 times.
✓ Branch 20 taken 54 times.
✓ Branch 21 taken 54 times.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✓ Branch 24 taken 54 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 54 times.
✓ Branch 27 taken 54 times.
✓ Branch 28 taken 54 times.
|
162 | this%leaf_vertices = [this%leaf_vertices, i] |
| 221 | end if | ||
| 222 | end do | ||
| 223 | 54 | end subroutine build_leaf_vertices | |
| 224 | !############################################################################### | ||
| 225 | |||
| 226 | |||
| 227 | |||
| 228 | |||
| 229 | |||
| 230 | !##############################################################################! | ||
| 231 | ! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ! | ||
| 232 | !##############################################################################! | ||
| 233 | |||
| 234 | |||
| 235 | !############################################################################### | ||
| 236 | 1 | module subroutine print(this, file) | |
| 237 | !! Print the network to a file | ||
| 238 | use coreutils, only: to_upper | ||
| 239 | use athena__io_utils, only: athena__version__ | ||
| 240 | implicit none | ||
| 241 | |||
| 242 | ! Arguments | ||
| 243 | class(network_type), intent(in) :: this | ||
| 244 | !! Instance of network | ||
| 245 | character(*), intent(in) :: file | ||
| 246 | !! File to print the network to | ||
| 247 | |||
| 248 | ! Local variables | ||
| 249 | integer :: l, v, e, vertex_index, unit | ||
| 250 | !! Loop index | ||
| 251 | integer :: operator_in, operator_out | ||
| 252 | !! Operators for the layer | ||
| 253 | character(3) :: operator_str | ||
| 254 | !! String to store the operator | ||
| 255 | character(256) :: suffix, fmt | ||
| 256 | !! Suffix for the layer | ||
| 257 | 1 | integer, dimension(:), allocatable :: input_list, output_list | |
| 258 | |||
| 259 | 1 | open(newunit=unit,file=file,status='replace') | |
| 260 | |||
| 261 | 1 | write(unit,'("NETWORK_SETTINGS")') | |
| 262 | 1 | write(unit,'(3X,"ATHENA_VERSION = ",A)') trim(adjustl(athena__version__)) | |
| 263 |
2/4✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
|
1 | if(allocated(this%name)) write(unit,'(3X,"NAME = ",A)') trim(adjustl(this%name)) |
| 264 | 1 | write(unit,'(3X,"EPOCH = ",I0)') this%epoch | |
| 265 | 1 | write(unit,'(3X,"BATCH_SIZE = ",I0)') this%batch_size | |
| 266 | 1 | write(unit,'(3X,"ACCURACY = ",F0.9)') this%accuracy_val | |
| 267 | 1 | write(unit,'(3X,"LOSS = ",F0.9)') this%loss_val | |
| 268 |
1/2✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
|
1 | if(allocated(this%accuracy_method))then |
| 269 |
1/2✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
|
1 | write(unit,'(3X,"ACCURACY_METHOD = ",A)') trim(adjustl(this%accuracy_method)) |
| 270 | end if | ||
| 271 |
1/2✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
|
1 | if(allocated(this%loss_method))then |
| 272 |
1/2✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
|
1 | write(unit,'(3X,"LOSS_METHOD = ",A)') trim(adjustl(this%loss_method)) |
| 273 | end if | ||
| 274 |
1/2✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
|
1 | if(allocated(this%optimiser))then |
| 275 |
1/2✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
|
1 | write(unit,'(3X,"OPTIMISER: ",A)') trim(adjustl(this%optimiser%name)) |
| 276 | 1 | call this%optimiser%print_to_unit(unit=unit) | |
| 277 | 1 | write(unit,'(3X,"END OPTIMISER")') | |
| 278 | end if | ||
| 279 | 1 | write(unit,'("END NETWORK_SETTINGS")') | |
| 280 | |||
| 281 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 1 times.
|
4 | do v = 1, size(this%vertex_order,dim=1), 1 |
| 282 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
|
3 | l = this%vertex_order(v) |
| 283 | 3 | operator_in = -1 | |
| 284 | 3 | operator_out = -1 | |
| 285 |
6/12✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 3 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 3 times.
|
3 | allocate(input_list(0), output_list(0)) |
| 286 |
2/2✓ Branch 0 taken 6 times.
✓ Branch 1 taken 3 times.
|
9 | do e = 1, this%auto_graph%num_edges |
| 287 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
✓ Branch 6 taken 2 times.
✓ Branch 7 taken 4 times.
|
6 | if(-this%auto_graph%edge(e)%index(2).eq.l)then |
| 288 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
|
2 | if(operator_in.gt.0.and.this%auto_graph%edge(e)%id.ne.operator_in)then |
| 289 | ✗ | write(0,*) "WARNING: multiple operators for layer ", l | |
| 290 | ✗ | write(0,*) " using operator ", this%auto_graph%edge(e)%id | |
| 291 | end if | ||
| 292 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
|
2 | operator_in = this%auto_graph%edge(e)%id |
| 293 | vertex_index = & | ||
| 294 |
9/16✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 2 times.
✓ Branch 12 taken 3 times.
✗ Branch 13 not taken.
✗ Branch 14 not taken.
✓ Branch 15 taken 3 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 3 times.
✓ Branch 20 taken 2 times.
✓ Branch 21 taken 1 times.
|
3 | findloc( this%vertex_order, this%auto_graph%edge(e)%index(1), 1 ) |
| 295 |
14/24✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 2 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 2 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 2 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 2 times.
✓ Branch 19 taken 2 times.
✓ Branch 20 taken 2 times.
✓ Branch 21 taken 2 times.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✓ Branch 24 taken 2 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 2 times.
✓ Branch 27 taken 2 times.
✓ Branch 28 taken 2 times.
|
6 | input_list = [ input_list, vertex_index ] |
| 296 | end if | ||
| 297 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
✓ Branch 6 taken 2 times.
✓ Branch 7 taken 4 times.
|
9 | if(this%auto_graph%edge(e)%index(1).eq.l)then |
| 298 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
|
2 | if(operator_out.gt.0.and.this%auto_graph%edge(e)%id.ne.operator_out)then |
| 299 | ✗ | write(0,*) "WARNING: multiple operators for layer ", l | |
| 300 | ✗ | write(0,*) " using operator ", this%auto_graph%edge(e)%id | |
| 301 | end if | ||
| 302 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
|
2 | operator_in = this%auto_graph%edge(e)%id |
| 303 | vertex_index = & | ||
| 304 |
9/16✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 2 times.
✓ Branch 12 taken 6 times.
✓ Branch 13 taken 2 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 6 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 6 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 6 times.
|
8 | findloc( this%vertex_order, this%auto_graph%edge(e)%index(2), 1 ) |
| 305 |
14/24✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 2 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 2 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 2 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 2 times.
✓ Branch 19 taken 2 times.
✓ Branch 20 taken 2 times.
✓ Branch 21 taken 2 times.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✓ Branch 24 taken 2 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 2 times.
✓ Branch 27 taken 2 times.
✓ Branch 28 taken 2 times.
|
6 | output_list = [ output_list, vertex_index ] |
| 306 | end if | ||
| 307 | end do | ||
| 308 | |||
| 309 | 3 | suffix = "" | |
| 310 | 3 | select case(operator_in) | |
| 311 | case(1) | ||
| 312 | 3 | operator_str = " ||" | |
| 313 | case(2) | ||
| 314 | ✗ | operator_str = " +" | |
| 315 | case(3) | ||
| 316 |
1/4✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
|
3 | operator_str = " *" |
| 317 | end select | ||
| 318 | ! get size of input_list and make the formatted string | ||
| 319 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 2 times.
|
3 | if(size(input_list).eq.0)then |
| 320 |
1/2✓ Branch 3 taken 1 times.
✗ Branch 4 not taken.
|
1 | write(suffix,'(A," []")') trim(operator_str) |
| 321 | else | ||
| 322 | 2 | write(fmt,'("(A,A,"" ["",",I0,"(1X,I0),"" ]"")")') size(input_list) | |
| 323 |
1/2✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
|
2 | write(suffix,fmt) trim(suffix), operator_str, input_list |
| 324 | end if | ||
| 325 | ! select case(operator_out) | ||
| 326 | ! case(1) | ||
| 327 | ! operator_str = " ||" | ||
| 328 | ! case(2) | ||
| 329 | ! operator_str = " +" | ||
| 330 | ! case(3) | ||
| 331 | ! operator_str = " *" | ||
| 332 | ! end select | ||
| 333 | ! if(size(output_list).gt.0)then | ||
| 334 | ! write(fmt,'("(A,A,"" ["",",I0,"(1X,I0),"" ]"")")') size(output_list) | ||
| 335 | ! write(suffix,fmt) trim(suffix), operator_str, output_list | ||
| 336 | ! end if | ||
| 337 | |||
| 338 |
4/8✗ Branch 1 not taken.
✓ Branch 2 taken 3 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 3 times.
✓ Branch 9 taken 3 times.
✗ Branch 10 not taken.
✓ Branch 14 taken 3 times.
✗ Branch 15 not taken.
|
3 | write(unit,'(A,A)') to_upper(trim(this%model(l)%layer%name)), trim(suffix) |
| 339 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
|
3 | call this%model(l)%layer%print(unit=unit, print_header_footer=.false.) |
| 340 | |||
| 341 |
3/6✗ Branch 1 not taken.
✓ Branch 2 taken 3 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 3 times.
✓ Branch 9 taken 3 times.
✗ Branch 10 not taken.
|
3 | write(unit,'("END ",A)') to_upper(trim(this%model(l)%layer%name)) |
| 342 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
|
4 | deallocate(input_list, output_list) |
| 343 | end do | ||
| 344 | 1 | close(unit) | |
| 345 | |||
| 346 |
2/4✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
|
2 | end subroutine print |
| 347 | !############################################################################### | ||
| 348 | |||
| 349 | |||
| 350 | !############################################################################### | ||
| 351 | 1 | module subroutine read(this, file) | |
| 352 | !! Read the network from a file | ||
| 353 | use coreutils, only: icount | ||
| 354 | implicit none | ||
| 355 | |||
| 356 | ! Arguments | ||
| 357 | class(network_type), intent(inout) :: this | ||
| 358 | !! Instance of network | ||
| 359 | character(*), intent(in) :: file | ||
| 360 | !! File to read the network from | ||
| 361 | |||
| 362 | ! Local variables | ||
| 363 | integer :: i, unit, stat, itmp1 | ||
| 364 | !! Loop index | ||
| 365 | 1 | integer, dimension(:), allocatable :: input_list, output_list | |
| 366 | !!! List of input and output layers | ||
| 367 | character(256) :: buffer, err_msg, input_str, output_str | ||
| 368 | !! Buffer for reading lines from file | ||
| 369 | character(20) :: name | ||
| 370 | !! Name of the layer | ||
| 371 | character(2) :: operator_in, operator_out | ||
| 372 | !! Operator for the layer | ||
| 373 | integer :: layer_index | ||
| 374 | !! Index of the layer in the list of layer types | ||
| 375 | |||
| 376 | |||
| 377 | 1 | if(.not.allocated(list_of_layer_types))then | |
| 378 | 1 | call allocate_list_of_layer_types() | |
| 379 | end if | ||
| 380 | |||
| 381 | 1 | open(newunit=unit,file=file,action='read') | |
| 382 | 1 | i = 0 | |
| 383 | 4 | card_loop: do | |
| 384 | 5 | i = i + 1 | |
| 385 | 5 | read(unit,'(A)',iostat=stat) buffer | |
| 386 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 4 times.
|
5 | if(stat.lt.0)then |
| 387 | 1 | exit card_loop | |
| 388 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
|
4 | elseif(stat.gt.0)then |
| 389 | ✗ | call stop_program("error encountered in network read") | |
| 390 | ✗ | return | |
| 391 | end if | ||
| 392 |
2/4✓ Branch 2 taken 4 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 4 times.
|
4 | if(trim(adjustl(buffer)).eq."") cycle card_loop |
| 393 | |||
| 394 | !! check if a tag line | ||
| 395 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
|
4 | if(scan(buffer,'=').ne.0)then |
| 396 | ✗ | write(0,*) "WARNING: unexpected line in read file" | |
| 397 | ✗ | write(0,*) trim(buffer) | |
| 398 | ✗ | write(0,*) " skipping..." | |
| 399 | ✗ | cycle card_loop | |
| 400 | end if | ||
| 401 | |||
| 402 | !! check for card | ||
| 403 |
4/8✓ Branch 0 taken 4 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 4 times.
✓ Branch 7 taken 4 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 4 times.
✗ Branch 10 not taken.
|
4 | name = trim(adjustl(buffer(1:scan(buffer,' ')-1))) |
| 404 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 3 times.
|
4 | if(name.eq."NETWORK_SETTINGS")then |
| 405 | 1 | call this%read_network_settings(unit) | |
| 406 | 1 | cycle card_loop | |
| 407 | end if | ||
| 408 |
4/8✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 3 times.
✗ Branch 10 not taken.
|
3 | buffer = trim(adjustl(buffer(scan(buffer,' ')+1:))) |
| 409 |
4/8✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 3 times.
✓ Branch 9 taken 3 times.
✗ Branch 10 not taken.
|
3 | operator_in = trim(adjustl(buffer(1:scan(buffer,' ')-1))) |
| 410 |
4/8✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 3 times.
✗ Branch 10 not taken.
|
3 | buffer = trim(adjustl(buffer(scan(buffer,' ')+1:))) |
| 411 |
4/8✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 3 times.
✗ Branch 10 not taken.
|
3 | input_str = trim(adjustl(buffer(1:scan(buffer,']')))) |
| 412 |
1/2✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
|
3 | if(scan(input_str,'[').ne.0)then |
| 413 | input_str = & | ||
| 414 |
9/12✓ Branch 0 taken 2 times.
✓ Branch 1 taken 1 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 2 times.
✓ Branch 5 taken 2 times.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 2 times.
✓ Branch 12 taken 3 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 2 times.
✓ Branch 15 taken 1 times.
|
3 | trim(adjustl(input_str(scan(input_str,'[')+1:scan(input_str,']')-1))) |
| 415 | 3 | itmp1 = icount(input_str) | |
| 416 |
9/14✓ Branch 0 taken 2 times.
✓ Branch 1 taken 1 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 2 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 3 times.
✓ Branch 6 taken 1 times.
✓ Branch 7 taken 2 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 3 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 3 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 3 times.
|
3 | allocate(input_list(itmp1)) |
| 417 | 3 | read(input_str,*) input_list | |
| 418 | else | ||
| 419 | ✗ | allocate(input_list, source = [-1]) | |
| 420 | end if | ||
| 421 |
4/8✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
|
3 | buffer = trim(adjustl(buffer(scan(buffer,']')+1:))) |
| 422 |
3/8✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
|
3 | operator_out = trim(adjustl(buffer(1:scan(buffer,' ')-1))) |
| 423 |
4/8✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
|
3 | buffer = trim(adjustl(buffer(scan(buffer,' ')+1:))) |
| 424 |
3/8✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
|
3 | output_str = trim(adjustl(buffer(1:scan(buffer,']')))) |
| 425 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | if(scan(output_str,'[').ne.0)then |
| 426 | output_str = & | ||
| 427 | ✗ | trim(adjustl(output_str(scan(output_str,'[')+1:scan(output_str,']')-1))) | |
| 428 | ✗ | itmp1 = icount(output_str) | |
| 429 | ✗ | allocate(output_list(itmp1)) | |
| 430 | ✗ | read(output_str,*) output_list | |
| 431 | else | ||
| 432 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
|
3 | allocate(output_list(0)) |
| 433 | end if | ||
| 434 |
2/4✓ Branch 3 taken 3 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 3 times.
✗ Branch 6 not taken.
|
3 | name = trim(adjustl(to_lower(name))) |
| 435 | layer_index = & | ||
| 436 | findloc( & | ||
| 437 | ✗ | [ list_of_layer_types(:)%name ], & | |
| 438 | name, & | ||
| 439 | dim = 1 & | ||
| 440 |
10/16✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 3 times.
✓ Branch 11 taken 99 times.
✓ Branch 12 taken 3 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 3 times.
✓ Branch 15 taken 99 times.
✓ Branch 16 taken 3 times.
|
201 | ) |
| 441 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | if(layer_index.eq.0)then |
| 442 | ✗ | write(err_msg,'("unrecognised card ''",A)') trim(adjustl(buffer)) | |
| 443 | ✗ | call stop_program(err_msg) | |
| 444 | ✗ | return | |
| 445 | end if | ||
| 446 | call this%add( & | ||
| 447 | list_of_layer_types(layer_index)%read_ptr(unit), & | ||
| 448 | input_list = input_list, & | ||
| 449 | operator = operator_in & | ||
| 450 |
7/50✓ Branch 2 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✗ Branch 10 not taken.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✗ Branch 13 not taken.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✗ Branch 16 not taken.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✗ Branch 40 not taken.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✗ Branch 43 not taken.
✓ Branch 44 taken 3 times.
✗ Branch 45 not taken.
✓ Branch 47 taken 3 times.
✗ Branch 48 not taken.
✓ Branch 49 taken 3 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 3 times.
✗ Branch 52 not taken.
|
3 | ) |
| 451 |
2/4✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
|
3 | if(allocated(input_list)) deallocate(input_list) |
| 452 |
2/4✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
|
3 | if(allocated(output_list)) deallocate(output_list) |
| 453 | end do card_loop | ||
| 454 | 1 | close(unit) | |
| 455 | |||
| 456 |
3/6✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 1 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
|
2 | end subroutine read |
| 457 | !############################################################################### | ||
| 458 | |||
| 459 | |||
| 460 | !############################################################################### | ||
| 461 | 1 | module subroutine read_network_settings(this, unit) | |
| 462 | !! Read the network settings from a file | ||
| 463 | use athena__tools_infile, only: assign_val, assign_vec | ||
| 464 | use coreutils, only: to_lower, to_upper, icount | ||
| 465 | implicit none | ||
| 466 | |||
| 467 | ! Arguments | ||
| 468 | class(network_type), intent(inout) :: this | ||
| 469 | !! Instance of network | ||
| 470 | integer, intent(in) :: unit | ||
| 471 | !! File unit | ||
| 472 | |||
| 473 | ! Local variables | ||
| 474 | integer :: stat | ||
| 475 | !! File status | ||
| 476 | integer :: itmp1 | ||
| 477 | !! Temporary integer | ||
| 478 | character(20) :: accuracy_method, loss_method | ||
| 479 | !! Methods for accuracy and loss | ||
| 480 | character(256) :: buffer, tag, err_msg, name_ | ||
| 481 | !! Buffer for reading lines, tag for identifying lines, error message | ||
| 482 | |||
| 483 | |||
| 484 | ! Loop over tags in layer card | ||
| 485 | !--------------------------------------------------------------------------- | ||
| 486 | 1 | accuracy_method = "" | |
| 487 | 1 | loss_method = "" | |
| 488 | 9 | tag_loop: do | |
| 489 | |||
| 490 | ! Check for end of file | ||
| 491 | !------------------------------------------------------------------------ | ||
| 492 | 10 | read(unit,'(A)',iostat=stat) buffer | |
| 493 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 10 times.
|
10 | if(stat.ne.0)then |
| 494 | write(err_msg,'("file encountered error (EoF?) before END ",A)') & | ||
| 495 | ✗ | to_upper(this%name) | |
| 496 | ✗ | call stop_program(err_msg) | |
| 497 | ✗ | return | |
| 498 | end if | ||
| 499 |
2/4✓ Branch 2 taken 10 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 10 times.
|
10 | if(trim(adjustl(buffer)).eq."") cycle tag_loop |
| 500 | |||
| 501 | ! Check for end of layer card | ||
| 502 | !------------------------------------------------------------------------ | ||
| 503 |
3/4✓ Branch 2 taken 10 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✓ Branch 5 taken 9 times.
|
10 | if(trim(adjustl(buffer)).eq."END NETWORK_SETTINGS")then |
| 504 | 1 | backspace(unit) | |
| 505 | 1 | exit tag_loop | |
| 506 | end if | ||
| 507 | |||
| 508 |
2/4✓ Branch 2 taken 9 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 9 times.
✗ Branch 5 not taken.
|
9 | tag=trim(adjustl(buffer)) |
| 509 |
6/10✓ Branch 0 taken 8 times.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 8 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 8 times.
✓ Branch 8 taken 8 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 8 times.
✗ Branch 11 not taken.
|
9 | if(scan(buffer,"=").ne.0) tag=trim(tag(:scan(tag,"=")-1)) |
| 510 |
6/10✓ Branch 0 taken 1 times.
✓ Branch 1 taken 8 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✓ Branch 8 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 11 not taken.
|
9 | if(scan(buffer,":").ne.0) tag=trim(tag(:scan(tag,":")-1)) |
| 511 | |||
| 512 | ! Read parameters from save file | ||
| 513 | !------------------------------------------------------------------------ | ||
| 514 | 19 | select case(trim(tag)) | |
| 515 | case("ATHENA_VERSION") | ||
| 516 | ! Ignore this tag, it is only for information | ||
| 517 | case("NAME") | ||
| 518 | 1 | call assign_val(buffer, name_, itmp1) | |
| 519 |
2/4✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
|
2 | if(len(trim(adjustl(name_))) .gt. 0)then |
| 520 |
4/10✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 9 taken 1 times.
✓ Branch 10 taken 1 times.
✗ Branch 11 not taken.
|
1 | this%name = trim(adjustl(name_)) |
| 521 | end if | ||
| 522 | case("EPOCH") | ||
| 523 | 1 | call assign_val(buffer, this%epoch, itmp1) | |
| 524 | case("BATCH_SIZE") | ||
| 525 | 1 | call assign_val(buffer, this%batch_size, itmp1) | |
| 526 | case("ACCURACY") | ||
| 527 | 1 | call assign_val(buffer, this%accuracy_val, itmp1) | |
| 528 | case("LOSS") | ||
| 529 | 1 | call assign_val(buffer, this%loss_val, itmp1) | |
| 530 | case("ACCURACY_METHOD") | ||
| 531 | 1 | call assign_val(buffer, accuracy_method, itmp1) | |
| 532 | 1 | call this%set_accuracy(accuracy_method) | |
| 533 | case("LOSS_METHOD") | ||
| 534 | 1 | call assign_val(buffer, loss_method, itmp1) | |
| 535 | 1 | call this%set_loss(loss_method) | |
| 536 | case("OPTIMISER") | ||
| 537 | 1 | backspace(unit) | |
| 538 | 1 | call this%read_optimiser_settings(unit) | |
| 539 | case default | ||
| 540 | ! Don't look for "e" due to scientific notation of numbers | ||
| 541 | ! ... i.e. exponent (E+00) | ||
| 542 | ✗ | if(scan(to_lower(trim(adjustl(buffer))),& | |
| 543 | 'abcdfghijklmnopqrstuvwxyz').eq.0)then | ||
| 544 | ✗ | cycle tag_loop | |
| 545 | ✗ | elseif(tag(:3).eq.'END')then | |
| 546 | ✗ | cycle tag_loop | |
| 547 | end if | ||
| 548 | write(err_msg,'("Unrecognised line in input file: ",A)') & | ||
| 549 | ✗ | trim(adjustl(buffer)) | |
| 550 | ✗ | call stop_program(err_msg) | |
| 551 |
10/12✓ Branch 0 taken 9 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✓ Branch 3 taken 1 times.
✓ Branch 4 taken 1 times.
✓ Branch 5 taken 1 times.
✓ Branch 6 taken 1 times.
✓ Branch 7 taken 1 times.
✓ Branch 8 taken 1 times.
✓ Branch 9 taken 1 times.
✓ Branch 10 taken 1 times.
✗ Branch 11 not taken.
|
18 | return |
| 552 | end select | ||
| 553 | end do tag_loop | ||
| 554 | |||
| 555 | |||
| 556 | ! Check for end of layer card | ||
| 557 | !--------------------------------------------------------------------------- | ||
| 558 | 1 | read(unit,'(A)') buffer | |
| 559 |
2/4✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
|
1 | if(trim(adjustl(buffer)).ne."END NETWORK_SETTINGS")then |
| 560 | ✗ | write(0,*) trim(adjustl(buffer)) | |
| 561 | ✗ | write(err_msg,'("END NETWORK_SETTINGS not where expected")') | |
| 562 | ✗ | call stop_program(err_msg) | |
| 563 | ✗ | return | |
| 564 | end if | ||
| 565 | |||
| 566 | end subroutine read_network_settings | ||
| 567 | !------------------------------------------------------------------------------- | ||
| 568 | 1 | module subroutine read_optimiser_settings(this, unit) | |
| 569 | !! Read the optimiser settings from a file | ||
| 570 | use coreutils, only: to_lower, to_upper, icount | ||
| 571 | use athena__optimiser, only: & | ||
| 572 | sgd_optimiser_type, adam_optimiser_type, rmsprop_optimiser_type, & | ||
| 573 | adagrad_optimiser_type, base_optimiser_type | ||
| 574 | implicit none | ||
| 575 | |||
| 576 | ! Arguments | ||
| 577 | class(network_type), intent(inout) :: this | ||
| 578 | !! Instance of network | ||
| 579 | integer, intent(in) :: unit | ||
| 580 | !! File unit | ||
| 581 | |||
| 582 | ! Local variables | ||
| 583 | integer :: stat | ||
| 584 | !! File status | ||
| 585 | character(20) :: optimiser_name | ||
| 586 | !! Name of the optimiser | ||
| 587 | character(256) :: buffer, err_msg, tmp | ||
| 588 | !! Buffer for reading lines, error message | ||
| 589 | |||
| 590 | ! Read until end of optimiser settings | ||
| 591 | 1 | read(unit,'(A)',iostat=stat) buffer | |
| 592 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | if(stat.ne.0)then |
| 593 | write(err_msg,'("file encountered error (EoF?) before END ",A)') & | ||
| 594 | ✗ | to_upper(this%name) | |
| 595 | ✗ | call stop_program(err_msg) | |
| 596 | ✗ | return | |
| 597 | end if | ||
| 598 | 1 | read(buffer,*) tmp, optimiser_name | |
| 599 | |||
| 600 | 2 | select case(trim(adjustl(to_lower(optimiser_name)))) | |
| 601 | case("sgd") | ||
| 602 | ✗ | this%optimiser = sgd_optimiser_type() | |
| 603 | case("adam") | ||
| 604 | ✗ | this%optimiser = adam_optimiser_type() | |
| 605 | case("rmsprop") | ||
| 606 | ✗ | this%optimiser = rmsprop_optimiser_type() | |
| 607 | case("adagrad") | ||
| 608 | ✗ | this%optimiser = adagrad_optimiser_type() | |
| 609 | case("","base") | ||
| 610 |
8/22✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 9 taken 1 times.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✗ Branch 14 not taken.
✓ Branch 15 taken 1 times.
✗ Branch 16 not taken.
✗ Branch 17 not taken.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✓ Branch 21 taken 1 times.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✓ Branch 24 taken 1 times.
✓ Branch 26 taken 1 times.
✗ Branch 27 not taken.
|
1 | this%optimiser = base_optimiser_type() |
| 611 | case default | ||
| 612 | ✗ | write(err_msg,'("Unrecognised optimiser: ",A)') trim(adjustl(optimiser_name)) | |
| 613 | ✗ | call stop_program(err_msg) | |
| 614 |
2/8✓ Branch 1 taken 1 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 8 not taken.
|
3 | return |
| 615 | end select | ||
| 616 | 1 | call this%optimiser%read(unit) | |
| 617 | |||
| 618 | end subroutine read_optimiser_settings | ||
| 619 | !############################################################################### | ||
| 620 | |||
| 621 | |||
| 622 | !############################################################################### | ||
| 623 | 1 | module subroutine build_from_onnx( & | |
| 624 |
4/8✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
|
1 | this, nodes, initialisers, inputs, value_info, verbose & |
| 625 | ) | ||
| 626 | !! Build network from ONNX nodes and initialisers | ||
| 627 | use coreutils, only: to_lower | ||
| 628 | implicit none | ||
| 629 | |||
| 630 | ! Arguments | ||
| 631 | class(network_type), intent(inout) :: this | ||
| 632 | !! Instance of network | ||
| 633 | type(onnx_node_type), dimension(:), intent(in) :: nodes | ||
| 634 | !! Array of ONNX nodes | ||
| 635 | type(onnx_initialiser_type), dimension(:), intent(in) :: initialisers | ||
| 636 | !! Array of ONNX initialisers | ||
| 637 | type(onnx_tensor_type), dimension(:), intent(in) :: inputs | ||
| 638 | !! Array of ONNX inputs | ||
| 639 | type(onnx_tensor_type), dimension(:), intent(in) :: value_info | ||
| 640 | !! Array of ONNX value infos | ||
| 641 | integer, optional, intent(in) :: verbose | ||
| 642 | !! Verbosity level | ||
| 643 | |||
| 644 | ! Local variables | ||
| 645 | integer :: i, j, k, j_out, layer_index | ||
| 646 | !! Loop indices | ||
| 647 | integer :: verbose_ = 0 | ||
| 648 | !! Verbosity level | ||
| 649 | character(20) :: op_type | ||
| 650 | !! Lowercase op_type | ||
| 651 | character(64) :: tmp_name | ||
| 652 | !! Temporary name for matching | ||
| 653 | character(256) :: err_msg | ||
| 654 | !! Error message | ||
| 655 | 1 | integer, dimension(:), allocatable :: input_shape | |
| 656 | !! Shape of input layer | ||
| 657 | 1 | integer, dimension(:), allocatable :: input_list | |
| 658 | !! List of input layers | ||
| 659 | 1 | type(onnx_initialiser_type), dimension(:), allocatable :: init_list | |
| 660 | !! List of initialisers for a specific node | ||
| 661 | 1 | type(onnx_tensor_type), dimension(:), allocatable :: value_info_list | |
| 662 | !! List of value info tensors | ||
| 663 | |||
| 664 | 1 | verbose_ = 0 | |
| 665 |
1/2✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
|
1 | if(present(verbose)) verbose_ = verbose |
| 666 | |||
| 667 | |||
| 668 |
1/2✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
|
1 | if(.not.allocated(list_of_onnx_layer_creators))then |
| 669 | 1 | call allocate_list_of_onnx_layer_creators() | |
| 670 | end if | ||
| 671 | |||
| 672 |
5/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✓ Branch 9 taken 1 times.
✓ Branch 10 taken 1 times.
|
2 | do i = 1, size(inputs) |
| 673 |
13/26✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 1 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 1 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 1 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 1 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 1 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 1 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 1 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 1 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 1 times.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✓ Branch 30 taken 1 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 3 times.
✓ Branch 33 taken 1 times.
|
4 | input_shape = inputs(i)%dims(2:size(inputs(i)%dims)) |
| 674 | |||
| 675 | call this%add( & | ||
| 676 | input_layer_type(input_shape, index=i) & | ||
| 677 |
6/48✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✗ Branch 10 not taken.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✗ Branch 13 not taken.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✗ Branch 16 not taken.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✗ Branch 40 not taken.
✗ Branch 41 not taken.
✓ Branch 42 taken 1 times.
✗ Branch 43 not taken.
✓ Branch 45 taken 1 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 1 times.
✗ Branch 48 not taken.
✓ Branch 49 taken 1 times.
✗ Branch 50 not taken.
|
2 | ) |
| 678 | end do | ||
| 679 | |||
| 680 | ! Loop through nodes and create layers | ||
| 681 |
5/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✓ Branch 9 taken 8 times.
✓ Branch 10 taken 1 times.
|
9 | do i = 1, size(nodes) |
| 682 |
1/8✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
|
8 | if(verbose_.gt.0) write(*,*) "Processing ONNX node: ", trim(nodes(i)%name), & |
| 683 | ✗ | " (", trim(nodes(i)%op_type), ")" | |
| 684 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
✓ Branch 8 taken 8 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 8 times.
✗ Branch 11 not taken.
|
8 | op_type = trim(adjustl(nodes(i)%op_type)) |
| 685 | |||
| 686 | layer_index = & | ||
| 687 | findloc( & | ||
| 688 | ✗ | [ list_of_onnx_layer_creators(:)%op_type ], & | |
| 689 | op_type, & | ||
| 690 | dim = 1 & | ||
| 691 |
10/16✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 8 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 8 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 8 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 8 times.
✓ Branch 11 taken 136 times.
✓ Branch 12 taken 8 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 8 times.
✓ Branch 15 taken 136 times.
✓ Branch 16 taken 8 times.
|
280 | ) |
| 692 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
|
8 | if(layer_index.eq.0)then |
| 693 | ✗ | write(err_msg,'("unrecognised op_type ''",A)') trim(adjustl(nodes(i)%op_type)) | |
| 694 | ✗ | call stop_program(err_msg) | |
| 695 | ✗ | return | |
| 696 | end if | ||
| 697 | |||
| 698 | ! find all input layers and initialisers for this node | ||
| 699 | ! ... i.e. check over inputs for name matches | ||
| 700 | 8 | j_out = 0 | |
| 701 |
8/24✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 8 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 8 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 8 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 8 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 8 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 8 times.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
|
8 | allocate(init_list(0)) |
| 702 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 8 times.
|
8 | allocate(input_list(0)) |
| 703 |
8/22✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 8 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 8 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 8 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 8 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 8 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 8 times.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
|
8 | allocate(value_info_list(0)) |
| 704 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
✓ Branch 6 taken 14 times.
✓ Branch 7 taken 8 times.
|
22 | do j = 1, size(nodes(i)%inputs) |
| 705 |
5/8✗ Branch 0 not taken.
✓ Branch 1 taken 14 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 14 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 14 times.
✓ Branch 9 taken 84 times.
✓ Branch 10 taken 14 times.
|
98 | do k = 1, size(initialisers) |
| 706 |
10/18✗ Branch 0 not taken.
✓ Branch 1 taken 84 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 84 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 84 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 84 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 84 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 84 times.
✓ Branch 20 taken 84 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 84 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 6 times.
✓ Branch 25 taken 78 times.
|
98 | if(trim(nodes(i)%inputs(j)) .eq. trim(initialisers(k)%name))then |
| 707 |
33/60✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 6 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 6 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 6 times.
✓ Branch 15 taken 3 times.
✓ Branch 16 taken 6 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 6 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 6 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 6 times.
✓ Branch 25 taken 9 times.
✓ Branch 26 taken 6 times.
✓ Branch 27 taken 9 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 9 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 9 times.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✓ Branch 34 taken 9 times.
✓ Branch 35 taken 6 times.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✓ Branch 38 taken 6 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 6 times.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✗ Branch 43 not taken.
✗ Branch 44 not taken.
✓ Branch 45 taken 6 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 3 times.
✓ Branch 48 taken 6 times.
✓ Branch 49 taken 3 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 3 times.
✗ Branch 52 not taken.
✗ Branch 53 not taken.
✓ Branch 54 taken 3 times.
✓ Branch 55 taken 6 times.
✗ Branch 56 not taken.
✓ Branch 57 taken 9 times.
✓ Branch 58 taken 6 times.
✓ Branch 59 taken 9 times.
✓ Branch 60 taken 6 times.
✗ Branch 61 not taken.
✓ Branch 62 taken 9 times.
✗ Branch 63 not taken.
✓ Branch 64 taken 9 times.
✗ Branch 65 not taken.
✓ Branch 66 taken 9 times.
|
51 | init_list = [ init_list, initialisers(k) ] |
| 708 | end if | ||
| 709 | end do | ||
| 710 |
5/8✗ Branch 0 not taken.
✓ Branch 1 taken 14 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 14 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 14 times.
✓ Branch 9 taken 14 times.
✓ Branch 10 taken 14 times.
|
28 | do k = 1, size(inputs) |
| 711 |
10/18✗ Branch 0 not taken.
✓ Branch 1 taken 14 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 14 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 14 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 14 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 14 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 14 times.
✓ Branch 20 taken 14 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 14 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 1 times.
✓ Branch 25 taken 13 times.
|
28 | if(trim(nodes(i)%inputs(j)) .eq. trim(inputs(k)%name))then |
| 712 |
14/24✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 1 times.
✓ Branch 19 taken 1 times.
✓ Branch 20 taken 1 times.
✓ Branch 21 taken 1 times.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✓ Branch 24 taken 1 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 1 times.
✓ Branch 27 taken 1 times.
✓ Branch 28 taken 1 times.
|
3 | input_list = [ input_list, k ] |
| 713 | end if | ||
| 714 | end do | ||
| 715 |
6/12✗ Branch 0 not taken.
✓ Branch 1 taken 14 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 14 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 14 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 14 times.
✓ Branch 13 taken 14 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 14 times.
✗ Branch 16 not taken.
|
14 | tmp_name = trim(nodes(i)%inputs(j)) |
| 716 |
2/2✓ Branch 0 taken 7 times.
✓ Branch 1 taken 7 times.
|
14 | if(index(tmp_name, "_output").gt.0) & |
| 717 |
4/8✓ Branch 0 taken 7 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 7 times.
✓ Branch 6 taken 7 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 7 times.
✗ Branch 9 not taken.
|
7 | tmp_name = trim(tmp_name(:index(tmp_name, "_output")-1)) |
| 718 |
5/8✗ Branch 0 not taken.
✓ Branch 1 taken 14 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 14 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 14 times.
✓ Branch 9 taken 112 times.
✓ Branch 10 taken 14 times.
|
134 | do k = 1, size(nodes) |
| 719 |
6/10✗ Branch 1 not taken.
✓ Branch 2 taken 112 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 112 times.
✓ Branch 8 taken 112 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 112 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 7 times.
✓ Branch 13 taken 105 times.
|
126 | if(trim(tmp_name) .eq. trim(nodes(k)%name))then |
| 720 |
17/30✗ Branch 0 not taken.
✓ Branch 1 taken 7 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 7 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 7 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 7 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 7 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 7 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 7 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 7 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 7 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 7 times.
✓ Branch 28 taken 7 times.
✓ Branch 29 taken 7 times.
✓ Branch 30 taken 7 times.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✓ Branch 33 taken 7 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 7 times.
✓ Branch 36 taken 7 times.
✓ Branch 37 taken 7 times.
|
21 | input_list = [ input_list, k + size(inputs) ] |
| 721 | end if | ||
| 722 | end do | ||
| 723 | end do | ||
| 724 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
✓ Branch 6 taken 8 times.
✓ Branch 7 taken 8 times.
|
16 | do j = 1, size(nodes(i)%outputs) |
| 725 |
5/8✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 8 times.
✓ Branch 9 taken 32 times.
✓ Branch 10 taken 8 times.
|
48 | do k = 1, size(value_info) |
| 726 |
10/18✗ Branch 0 not taken.
✓ Branch 1 taken 32 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 32 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 32 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 32 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 32 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 32 times.
✓ Branch 20 taken 32 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 32 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 4 times.
✓ Branch 25 taken 28 times.
|
40 | if(trim(nodes(i)%outputs(j)) .eq. trim(value_info(k)%name))then |
| 727 |
26/54✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 4 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 4 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 4 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 4 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 4 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 4 times.
✓ Branch 25 taken 4 times.
✓ Branch 26 taken 4 times.
✓ Branch 27 taken 4 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 4 times.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✓ Branch 32 taken 4 times.
✓ Branch 33 taken 4 times.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✓ Branch 36 taken 4 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 4 times.
✗ Branch 39 not taken.
✗ Branch 40 not taken.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✓ Branch 43 taken 4 times.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✓ Branch 46 taken 4 times.
✗ Branch 47 not taken.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✗ Branch 50 not taken.
✓ Branch 51 taken 4 times.
✗ Branch 52 not taken.
✓ Branch 53 taken 4 times.
✓ Branch 54 taken 4 times.
✓ Branch 55 taken 4 times.
✓ Branch 56 taken 4 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 4 times.
✗ Branch 59 not taken.
✓ Branch 60 taken 4 times.
|
24 | value_info_list = [ value_info_list, value_info(k) ] |
| 728 | end if | ||
| 729 | end do | ||
| 730 | end do | ||
| 731 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 8 times.
|
8 | if(size(init_list)+size(input_list).ne.size(nodes(i)%inputs))then |
| 732 | ✗ | if(verbose_.gt.0)then | |
| 733 | ✗ | write(0,*) "WARNING: not all inputs found for node ", & | |
| 734 | ✗ | trim(nodes(i)%name) | |
| 735 | end if | ||
| 736 | end if | ||
| 737 | |||
| 738 | ! assume default operator | ||
| 739 | |||
| 740 | call this%add( & | ||
| 741 | list_of_onnx_layer_creators(layer_index)%create_ptr( & | ||
| 742 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 8 times.
|
8 | nodes(i), init_list, value_info_list & |
| 743 | ), & | ||
| 744 | input_list = input_list & | ||
| 745 | ! operator = operator_in & | ||
| 746 |
8/52✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✓ Branch 4 taken 8 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 8 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 9 taken 8 times.
✗ Branch 10 not taken.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✗ Branch 13 not taken.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✗ Branch 16 not taken.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✗ Branch 40 not taken.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✗ Branch 43 not taken.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✗ Branch 46 not taken.
✓ Branch 47 taken 8 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 8 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 8 times.
✗ Branch 53 not taken.
✓ Branch 54 taken 8 times.
|
16 | ) |
| 747 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
|
8 | deallocate(input_list) |
| 748 |
7/12✓ Branch 0 taken 8 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 6 times.
✓ Branch 3 taken 8 times.
✓ Branch 4 taken 6 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 6 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 9 taken 6 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 8 times.
|
22 | deallocate(init_list) |
| 749 |
6/10✓ Branch 0 taken 8 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 4 times.
✓ Branch 3 taken 8 times.
✓ Branch 4 taken 4 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 4 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 8 times.
|
21 | deallocate(value_info_list) |
| 750 | end do | ||
| 751 | |||
| 752 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | if(verbose_.gt.0) write(*,*) "ONNX model built with ", this%num_layers, " layers." |
| 753 | |||
| 754 |
4/26✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 1 times.
✗ Branch 16 not taken.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
|
1 | end subroutine build_from_onnx |
| 755 | !############################################################################### | ||
| 756 | |||
| 757 | |||
| 758 | !##############################################################################! | ||
| 759 | ! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ! | ||
| 760 | !##############################################################################! | ||
| 761 | |||
| 762 | |||
| 763 | !############################################################################### | ||
| 764 |
8/12✓ Branch 0 taken 14 times.
✓ Branch 1 taken 130 times.
✓ Branch 2 taken 14 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 14 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 53 times.
✓ Branch 7 taken 91 times.
✓ Branch 8 taken 53 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 53 times.
✗ Branch 11 not taken.
|
144 | module subroutine add(this, layer, input_list, output_list, operator) |
| 765 | !! Add a layer to the network | ||
| 766 | implicit none | ||
| 767 | |||
| 768 | ! Arguments | ||
| 769 | class(network_type), intent(inout) :: this | ||
| 770 | !! Instance of network | ||
| 771 | class(base_layer_type), intent(in) :: layer | ||
| 772 | !! Layer to add to the network | ||
| 773 | integer, dimension(:), optional, intent(in) :: input_list | ||
| 774 | !! List of input layers | ||
| 775 | integer, dimension(:), optional, intent(in) :: output_list | ||
| 776 | !! List of output layers | ||
| 777 | class(*), optional, intent(in) :: operator | ||
| 778 | !! Operator to use to connect the layers | ||
| 779 | |||
| 780 | ! Local variables | ||
| 781 | integer :: i, vertex_index | ||
| 782 | !! Loop index | ||
| 783 | integer :: operator_ | ||
| 784 | !! Operator to use to connect the layers | ||
| 785 | character(256) :: err_msg | ||
| 786 | !! Error message | ||
| 787 | integer, dimension(2) :: vertex_indices | ||
| 788 | !! Indices of the vertices to connect | ||
| 789 | 144 | type(container_layer_type), allocatable, dimension(:) :: model | |
| 790 | !! Model to add the layer to | ||
| 791 | |||
| 792 | |||
| 793 | |||
| 794 |
2/2✓ Branch 0 taken 55 times.
✓ Branch 1 taken 89 times.
|
144 | if(.not.allocated(this%model))then |
| 795 |
13/144✓ Branch 0 taken 55 times.
✓ Branch 1 taken 55 times.
✓ Branch 2 taken 55 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 55 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 55 times.
✗ Branch 9 not taken.
✗ Branch 10 not taken.
✓ Branch 11 taken 55 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 55 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 55 times.
✓ Branch 16 taken 55 times.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✗ Branch 40 not taken.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✗ Branch 43 not taken.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✗ Branch 46 not taken.
✗ Branch 47 not taken.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✗ Branch 50 not taken.
✗ Branch 51 not taken.
✗ Branch 52 not taken.
✗ Branch 53 not taken.
✗ Branch 54 not taken.
✗ Branch 55 not taken.
✗ Branch 56 not taken.
✗ Branch 57 not taken.
✗ Branch 58 not taken.
✗ Branch 59 not taken.
✗ Branch 60 not taken.
✗ Branch 61 not taken.
✗ Branch 62 not taken.
✗ Branch 63 not taken.
✗ Branch 64 not taken.
✗ Branch 65 not taken.
✗ Branch 66 not taken.
✗ Branch 67 not taken.
✗ Branch 68 not taken.
✗ Branch 69 not taken.
✗ Branch 70 not taken.
✗ Branch 71 not taken.
✗ Branch 72 not taken.
✗ Branch 73 not taken.
✗ Branch 74 not taken.
✗ Branch 75 not taken.
✗ Branch 76 not taken.
✗ Branch 77 not taken.
✗ Branch 78 not taken.
✗ Branch 79 not taken.
✗ Branch 80 not taken.
✗ Branch 81 not taken.
✗ Branch 82 not taken.
✗ Branch 83 not taken.
✗ Branch 84 not taken.
✗ Branch 85 not taken.
✗ Branch 86 not taken.
✗ Branch 87 not taken.
✗ Branch 88 not taken.
✓ Branch 89 taken 55 times.
✓ Branch 90 taken 55 times.
✗ Branch 91 not taken.
✓ Branch 92 taken 55 times.
✗ Branch 93 not taken.
✗ Branch 94 not taken.
✗ Branch 96 not taken.
✓ Branch 97 taken 55 times.
✗ Branch 98 not taken.
✗ Branch 99 not taken.
✗ Branch 100 not taken.
✗ Branch 101 not taken.
✗ Branch 102 not taken.
✗ Branch 103 not taken.
✗ Branch 104 not taken.
✗ Branch 105 not taken.
✗ Branch 106 not taken.
✗ Branch 107 not taken.
✗ Branch 108 not taken.
✗ Branch 109 not taken.
✗ Branch 110 not taken.
✗ Branch 111 not taken.
✗ Branch 112 not taken.
✗ Branch 113 not taken.
✗ Branch 114 not taken.
✗ Branch 115 not taken.
✗ Branch 116 not taken.
✗ Branch 117 not taken.
✗ Branch 118 not taken.
✗ Branch 119 not taken.
✗ Branch 120 not taken.
✗ Branch 121 not taken.
✗ Branch 122 not taken.
✗ Branch 123 not taken.
✗ Branch 124 not taken.
✗ Branch 125 not taken.
✗ Branch 126 not taken.
✗ Branch 127 not taken.
✗ Branch 128 not taken.
✗ Branch 129 not taken.
✗ Branch 130 not taken.
✗ Branch 131 not taken.
✗ Branch 132 not taken.
✗ Branch 133 not taken.
✗ Branch 134 not taken.
✗ Branch 135 not taken.
✗ Branch 136 not taken.
✗ Branch 137 not taken.
✗ Branch 138 not taken.
✗ Branch 139 not taken.
✗ Branch 141 not taken.
✗ Branch 142 not taken.
✗ Branch 143 not taken.
✗ Branch 144 not taken.
✗ Branch 145 not taken.
✗ Branch 146 not taken.
|
275 | this%model = [container_layer_type()] |
| 796 | 55 | this%num_layers = 1 | |
| 797 | else | ||
| 798 |
16/30✓ Branch 0 taken 89 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 89 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 89 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 89 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 89 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 89 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 89 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 89 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 89 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 89 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 89 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 89 times.
✓ Branch 31 taken 246 times.
✓ Branch 32 taken 89 times.
✓ Branch 33 taken 246 times.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✓ Branch 36 taken 246 times.
|
335 | allocate(model(size(this%model,dim=1)+1)) |
| 799 |
2/2✓ Branch 0 taken 157 times.
✓ Branch 1 taken 89 times.
|
246 | do i = 1, size(this%model,dim=1) |
| 800 |
16/32✗ Branch 0 not taken.
✓ Branch 1 taken 157 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 157 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 157 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 157 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 157 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 157 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 157 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 157 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 157 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 157 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 157 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 157 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 157 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 157 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 157 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 157 times.
|
246 | allocate(model(i)%layer, source=this%model(i)%layer) |
| 801 | end do | ||
| 802 |
13/60✓ Branch 0 taken 89 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 157 times.
✓ Branch 3 taken 89 times.
✓ Branch 4 taken 157 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 157 times.
✗ Branch 7 not taken.
✓ Branch 9 taken 157 times.
✗ Branch 10 not taken.
✗ Branch 11 not taken.
✓ Branch 12 taken 157 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 157 times.
✗ Branch 15 not taken.
✗ Branch 16 not taken.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✗ Branch 40 not taken.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✗ Branch 43 not taken.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✗ Branch 46 not taken.
✗ Branch 47 not taken.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✗ Branch 50 not taken.
✗ Branch 51 not taken.
✓ Branch 52 taken 157 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 157 times.
✗ Branch 56 not taken.
✓ Branch 57 taken 157 times.
✗ Branch 58 not taken.
✓ Branch 59 taken 157 times.
✓ Branch 60 taken 89 times.
✗ Branch 61 not taken.
|
335 | call move_alloc(model, this%model) |
| 803 | 89 | this%num_layers = this%num_layers + 1 | |
| 804 | end if | ||
| 805 |
10/20✗ Branch 0 not taken.
✓ Branch 1 taken 144 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 144 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 144 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 144 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 144 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 144 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 144 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 144 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 144 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 144 times.
|
144 | allocate(this%model(size(this%model,dim=1))%layer, source=layer) |
| 806 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 144 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 144 times.
|
144 | this%model(size(this%model,dim=1))%layer%id = this%num_layers |
| 807 | |||
| 808 | |||
| 809 | 144 | operator_ = 1 | |
| 810 |
3/4✓ Branch 0 taken 6 times.
✓ Branch 1 taken 138 times.
✓ Branch 2 taken 6 times.
✗ Branch 3 not taken.
|
144 | if(present(operator))then |
| 811 | select type(operator) | ||
| 812 | type is(integer) | ||
| 813 | 3 | operator_ = operator | |
| 814 | type is(character(*)) | ||
| 815 | 6 | select case(trim(to_lower(operator))) | |
| 816 | case("||", "concat", "concatenate", "append") | ||
| 817 | 3 | operator_ = 1 | |
| 818 | case("+", "add") | ||
| 819 | ✗ | operator_ = 2 | |
| 820 | case("*", "x", "mul", "multiply") | ||
| 821 |
2/6✓ Branch 1 taken 3 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
|
9 | operator_ = 3 |
| 822 | end select | ||
| 823 | end select | ||
| 824 | end if | ||
| 825 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 144 times.
|
144 | if(operator_.gt.2.or.operator_.lt.1)then |
| 826 | ✗ | call stop_program("invalid operator") | |
| 827 | ✗ | return | |
| 828 | end if | ||
| 829 | |||
| 830 | ! edge_index(1) = index of the previous layer | ||
| 831 | ! abs(edge_index(2)) = index of the current layer | ||
| 832 | ! the -ve sign of edge_index(2) indicates that the edge goes from the | ||
| 833 | ! previous layer to the current layer | ||
| 834 | ! i.e. forward pass flows from positive to negative | ||
| 835 | ! adjacency(i,:) is all of the layers that i feeds forward to | ||
| 836 | ! adjacency(:,i) is all of the layers that feed forward to i | ||
| 837 | ! (i.e. the backward pass) | ||
| 838 | 144 | this%auto_graph%directed = .true. | |
| 839 | call this%auto_graph%add_vertex( & | ||
| 840 | feature=[1._real32], id=this%num_layers, update_adjacency=.true. & | ||
| 841 | 144 | ) | |
| 842 |
2/2✓ Branch 0 taken 14 times.
✓ Branch 1 taken 130 times.
|
144 | if(present(input_list))then |
| 843 |
6/10✓ Branch 0 taken 14 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 14 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 14 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 14 times.
✓ Branch 11 taken 13 times.
✓ Branch 12 taken 14 times.
|
27 | do i = 1, size(input_list), 1 |
| 844 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 13 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 13 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 13 times.
|
13 | if(input_list(i).eq.0)then |
| 845 | ✗ | vertex_index = 0 | |
| 846 | elseif( & | ||
| 847 |
5/10✗ Branch 0 not taken.
✓ Branch 1 taken 13 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 13 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 13 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 13 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 13 times.
|
13 | input_list(i).le.-this%auto_graph%num_vertices .or. & |
| 848 | input_list(i).gt.this%auto_graph%num_vertices & | ||
| 849 | )then | ||
| 850 | write(err_msg, & | ||
| 851 | '("input vertex index ",I0," out of range (",I0,":",I0,")")' & | ||
| 852 | ✗ | ) & | |
| 853 | ✗ | input_list(i), & | |
| 854 | ✗ | -this%auto_graph%num_vertices +1, & | |
| 855 | ✗ | this%auto_graph%num_vertices | |
| 856 | ✗ | call stop_program(err_msg) | |
| 857 | ✗ | return | |
| 858 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 13 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 13 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 13 times.
|
13 | elseif(input_list(i).lt.0)then |
| 859 | ✗ | vertex_index = this%auto_graph%num_vertices + input_list(i) | |
| 860 | else | ||
| 861 | vertex_index = findloc( & | ||
| 862 | 52 | [this%auto_graph%vertex(:)%id], & | |
| 863 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 43 times.
|
43 | input_list(i), 1 & |
| 864 |
11/18✗ Branch 0 not taken.
✓ Branch 1 taken 13 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 13 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 13 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 13 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 13 times.
✓ Branch 15 taken 63 times.
✓ Branch 16 taken 13 times.
✓ Branch 17 taken 43 times.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✓ Branch 20 taken 43 times.
✓ Branch 21 taken 13 times.
✓ Branch 22 taken 30 times.
|
119 | ) |
| 865 | end if | ||
| 866 |
2/2✓ Branch 0 taken 26 times.
✓ Branch 1 taken 13 times.
|
39 | vertex_indices = [ vertex_index, -this%auto_graph%num_vertices ] |
| 867 | call this%auto_graph%add_edge( & | ||
| 868 | index = vertex_indices, & | ||
| 869 | feature = [ 1._real32 ], & | ||
| 870 | id = operator_, & | ||
| 871 | update_adjacency = .true. & | ||
| 872 | 27 | ) | |
| 873 | end do | ||
| 874 |
3/4✓ Branch 1 taken 130 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 26 times.
✓ Branch 4 taken 104 times.
|
130 | elseif(trim(layer%type).ne."inpt".and.this%auto_graph%num_vertices.gt.1)then |
| 875 | vertex_indices = [ & | ||
| 876 | this%auto_graph%num_vertices - 1, & | ||
| 877 | -this%auto_graph%num_vertices & | ||
| 878 |
2/2✓ Branch 0 taken 52 times.
✓ Branch 1 taken 26 times.
|
78 | ] |
| 879 | call this%auto_graph%add_edge( & | ||
| 880 | index = vertex_indices, & | ||
| 881 | feature = [ 1._real32 ], & | ||
| 882 | id = operator_, & | ||
| 883 | update_adjacency = .true. & | ||
| 884 | 26 | ) | |
| 885 | end if | ||
| 886 | |||
| 887 |
2/2✓ Branch 0 taken 53 times.
✓ Branch 1 taken 91 times.
|
144 | if(present(output_list))then |
| 888 |
6/10✓ Branch 0 taken 53 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 53 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 53 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 53 times.
✓ Branch 11 taken 53 times.
✓ Branch 12 taken 53 times.
|
106 | do i = 1, size(output_list), 1 |
| 889 | vertex_index = findloc( & | ||
| 890 | 212 | [this%auto_graph%vertex(:)%id], & | |
| 891 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 57 times.
|
57 | output_list(i), 1 & |
| 892 |
11/18✗ Branch 0 not taken.
✓ Branch 1 taken 53 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 53 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 53 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 53 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 53 times.
✓ Branch 15 taken 133 times.
✓ Branch 16 taken 53 times.
✓ Branch 17 taken 57 times.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✓ Branch 20 taken 57 times.
✓ Branch 21 taken 53 times.
✓ Branch 22 taken 4 times.
|
243 | ) |
| 893 |
2/2✓ Branch 0 taken 106 times.
✓ Branch 1 taken 53 times.
|
159 | vertex_indices = [ this%auto_graph%num_vertices, -vertex_index ] |
| 894 | call this%auto_graph%add_edge( & | ||
| 895 | index = vertex_indices, & | ||
| 896 | feature = [ 1._real32 ], & | ||
| 897 | id = operator_, & | ||
| 898 | update_adjacency = .true. & | ||
| 899 | 106 | ) | |
| 900 | end do | ||
| 901 | end if | ||
| 902 | |||
| 903 |
1/60✗ Branch 0 not taken.
✓ Branch 1 taken 144 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✗ Branch 13 not taken.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✗ Branch 16 not taken.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✗ Branch 40 not taken.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✗ Branch 43 not taken.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✗ Branch 46 not taken.
✗ Branch 47 not taken.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✗ Branch 50 not taken.
✗ Branch 51 not taken.
✗ Branch 52 not taken.
✗ Branch 53 not taken.
✗ Branch 54 not taken.
✗ Branch 56 not taken.
✗ Branch 57 not taken.
✗ Branch 58 not taken.
✗ Branch 59 not taken.
✗ Branch 60 not taken.
✗ Branch 61 not taken.
|
144 | end subroutine add |
| 904 | !############################################################################### | ||
| 905 | |||
| 906 | |||
| 907 | !############################################################################### | ||
| 908 | ✗ | module function network_setup( & | |
| 909 | ✗ | layers, optimiser, loss_method, accuracy_method, & | |
| 910 | metrics, batch_size & | ||
| 911 | ✗ | ) result(network) | |
| 912 | !! Setup the network | ||
| 913 | implicit none | ||
| 914 | |||
| 915 | ! Arguments | ||
| 916 | type(container_layer_type), dimension(:), intent(in) :: layers | ||
| 917 | !! Layers to add to the network | ||
| 918 | class(base_optimiser_type), optional, intent(in) :: optimiser | ||
| 919 | !! Optimiser to use for training | ||
| 920 | class(*), optional, intent(in) :: loss_method | ||
| 921 | !! Loss method | ||
| 922 | character(*), optional, intent(in) :: accuracy_method | ||
| 923 | !! Accuracy method | ||
| 924 | class(*), dimension(..), optional, intent(in) :: metrics | ||
| 925 | !! Metrics | ||
| 926 | integer, optional, intent(in) :: batch_size | ||
| 927 | !! Batch size | ||
| 928 | |||
| 929 | type(network_type) :: network | ||
| 930 | !! Network to setup | ||
| 931 | |||
| 932 | ! Local variables | ||
| 933 | integer :: l | ||
| 934 | !! Loop index | ||
| 935 | |||
| 936 | |||
| 937 | !--------------------------------------------------------------------------- | ||
| 938 | ! Handle optional arguments | ||
| 939 | !--------------------------------------------------------------------------- | ||
| 940 | ✗ | if(present(loss_method)) call network%set_loss(loss_method) | |
| 941 | ✗ | if(present(accuracy_method)) call network%set_accuracy(accuracy_method) | |
| 942 | ✗ | if(present(metrics)) call network%set_metrics(metrics) | |
| 943 | ✗ | if(present(batch_size)) network%batch_size = batch_size | |
| 944 | ✗ | network%auto_graph%directed = .true. | |
| 945 | |||
| 946 | |||
| 947 | !--------------------------------------------------------------------------- | ||
| 948 | ! Add layers to network | ||
| 949 | !--------------------------------------------------------------------------- | ||
| 950 | ✗ | do l = 1, size(layers) | |
| 951 | ✗ | call network%add(layers(l)%layer) | |
| 952 | end do | ||
| 953 | |||
| 954 | |||
| 955 | !--------------------------------------------------------------------------- | ||
| 956 | ! Compile network if optimiser present | ||
| 957 | !--------------------------------------------------------------------------- | ||
| 958 | ✗ | if(present(optimiser)) call network%compile(optimiser) | |
| 959 | |||
| 960 | ✗ | end function network_setup | |
| 961 | !############################################################################### | ||
| 962 | |||
| 963 | |||
| 964 | !############################################################################### | ||
| 965 | 51 | module subroutine set_metrics(this, metrics) | |
| 966 | !! Set the metrics for the network | ||
| 967 | use coreutils, only: to_lower | ||
| 968 | implicit none | ||
| 969 | |||
| 970 | ! Arguments | ||
| 971 | class(network_type), intent(inout) :: this | ||
| 972 | !! Instance of network | ||
| 973 | class(*), dimension(..), intent(in) :: metrics | ||
| 974 | !! Metrics | ||
| 975 | |||
| 976 | ! Local variables | ||
| 977 | integer :: i | ||
| 978 | !! Loop index | ||
| 979 | |||
| 980 | |||
| 981 |
2/2✓ Branch 0 taken 102 times.
✓ Branch 1 taken 51 times.
|
153 | this%metrics%active = .false. |
| 982 | 51 | this%metrics(1)%key = "loss" | |
| 983 | 51 | this%metrics(2)%key = "accuracy" | |
| 984 |
2/2✓ Branch 0 taken 102 times.
✓ Branch 1 taken 51 times.
|
153 | this%metrics%threshold = 1.E-1_real32 |
| 985 | select rank(metrics) | ||
| 986 | #if defined(GFORTRAN) | ||
| 987 | rank(0) | ||
| 988 | select type(metrics) | ||
| 989 | type is(character(*)) | ||
| 990 | ! ERROR: ifort cannot identify that the rank of metrics has been ... | ||
| 991 | ! ... identified as scalar here | ||
| 992 | where(to_lower(trim(metrics)).eq.this%metrics%key) | ||
| 993 | this%metrics%active = .true. | ||
| 994 | end where | ||
| 995 | end select | ||
| 996 | #endif | ||
| 997 | rank(1) | ||
| 998 |
1/2✓ Branch 0 taken 51 times.
✗ Branch 1 not taken.
|
51 | select type(metrics) |
| 999 | type is(character(*)) | ||
| 1000 |
2/2✓ Branch 0 taken 50 times.
✓ Branch 1 taken 50 times.
|
100 | do i=1,size(metrics,1) |
| 1001 |
7/10✗ Branch 0 not taken.
✓ Branch 1 taken 50 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 50 times.
✓ Branch 8 taken 50 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 100 times.
✓ Branch 11 taken 50 times.
✓ Branch 12 taken 50 times.
✓ Branch 13 taken 50 times.
|
200 | where(to_lower(trim(metrics(i))).eq.this%metrics%key) |
| 1002 | this%metrics%active = .true. | ||
| 1003 | end where | ||
| 1004 | end do | ||
| 1005 | type is(metric_dict_type) | ||
| 1006 |
1/2✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
|
1 | if(size(metrics,1).eq.2)then |
| 1007 |
12/20✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✓ Branch 15 taken 2 times.
✓ Branch 16 taken 1 times.
✓ Branch 17 taken 2 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1 times.
✓ Branch 20 taken 1 times.
✓ Branch 21 taken 2 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 2 times.
✗ Branch 24 not taken.
|
3 | this%metrics(:2) = metrics(:2) |
| 1008 | else | ||
| 1009 | ✗ | call stop_program("invalid length array for metric_dict_type") | |
| 1010 | ✗ | return | |
| 1011 | end if | ||
| 1012 | end select | ||
| 1013 | rank default | ||
| 1014 | ✗ | call stop_program("provided metrics rank in compile invalid") | |
| 1015 | ✗ | return | |
| 1016 | end select | ||
| 1017 | |||
| 1018 | end subroutine set_metrics | ||
| 1019 | !############################################################################### | ||
| 1020 | |||
| 1021 | |||
| 1022 | !############################################################################### | ||
| 1023 | 60 | module subroutine set_loss(this, loss_method, verbose) | |
| 1024 | !! Set the loss method for the network | ||
| 1025 | use coreutils, only: to_lower | ||
| 1026 | use athena__loss, only: & | ||
| 1027 | bce_loss_type, & | ||
| 1028 | cce_loss_type, & | ||
| 1029 | mae_loss_type, & | ||
| 1030 | mse_loss_type, & | ||
| 1031 | nll_loss_type, & | ||
| 1032 | huber_loss_type | ||
| 1033 | implicit none | ||
| 1034 | |||
| 1035 | ! Arguments | ||
| 1036 | class(network_type), intent(inout) :: this | ||
| 1037 | !! Instance of network | ||
| 1038 | class(*), intent(in) :: loss_method | ||
| 1039 | !! Loss method | ||
| 1040 | integer, optional, intent(in) :: verbose | ||
| 1041 | !! Verbosity level | ||
| 1042 | |||
| 1043 | ! Local variables | ||
| 1044 | integer :: verbose_ | ||
| 1045 | !! Verbosity level | ||
| 1046 | 60 | character(len=:), allocatable :: loss_method_ | |
| 1047 | !! Loss method | ||
| 1048 | character(256) :: err_msg | ||
| 1049 | !! Error message | ||
| 1050 | |||
| 1051 | |||
| 1052 |
2/2✓ Branch 0 taken 53 times.
✓ Branch 1 taken 7 times.
|
60 | if(present(verbose))then |
| 1053 | 53 | verbose_ = verbose | |
| 1054 | else | ||
| 1055 | 7 | verbose_ = 0 | |
| 1056 | end if | ||
| 1057 | |||
| 1058 | !--------------------------------------------------------------------------- | ||
| 1059 | ! Handle analogous definitions | ||
| 1060 | !--------------------------------------------------------------------------- | ||
| 1061 | |||
| 1062 | !--------------------------------------------------------------------------- | ||
| 1063 | ! Set loss method | ||
| 1064 | !--------------------------------------------------------------------------- | ||
| 1065 | select type(loss_method) | ||
| 1066 | class is(base_loss_type) | ||
| 1067 | ✗ | this%loss = loss_method | |
| 1068 | ✗ | if(verbose_.gt.0) write(*,*) "Loss method: ", trim(loss_method%name) | |
| 1069 | ✗ | loss_method_ = trim(loss_method%name) | |
| 1070 | type is(character(*)) | ||
| 1071 |
3/8✓ Branch 0 taken 60 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✓ Branch 4 taken 60 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 60 times.
|
60 | loss_method_ = to_lower(loss_method) |
| 1072 | 1 | select case(loss_method) | |
| 1073 | case("binary_crossentropy") | ||
| 1074 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
|
1 | loss_method_ = "bce" |
| 1075 | case("categorical_crossentropy") | ||
| 1076 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
|
1 | loss_method_ = "cce" |
| 1077 | case("mean_absolute_error") | ||
| 1078 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
|
1 | loss_method_ = "mae" |
| 1079 | case("mean_squared_error") | ||
| 1080 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
|
1 | loss_method_ = "mse" |
| 1081 | case("negative_log_likelihood") | ||
| 1082 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
|
1 | loss_method_ = "nll" |
| 1083 | case("huber") | ||
| 1084 |
11/15✓ Branch 0 taken 1 times.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✓ Branch 3 taken 1 times.
✓ Branch 4 taken 1 times.
✓ Branch 5 taken 1 times.
✓ Branch 6 taken 54 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 1 times.
✓ Branch 9 taken 1 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1 times.
✗ Branch 12 not taken.
✗ Branch 13 not taken.
✓ Branch 14 taken 1 times.
|
60 | loss_method_ = "hub" |
| 1085 | end select | ||
| 1086 | 60 | select case(loss_method_) | |
| 1087 | case("bce") | ||
| 1088 |
5/12✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 5 not taken.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 11 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
|
2 | this%loss = bce_loss_type() |
| 1089 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | if(verbose_.gt.0) write(*,*) "Loss method: Binary Cross Entropy" |
| 1090 | case("cce") | ||
| 1091 |
5/12✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 5 not taken.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 11 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
|
2 | this%loss = cce_loss_type() |
| 1092 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | if(verbose_.gt.0) write(*,*) "Loss method: Categorical Cross Entropy" |
| 1093 | case("mae") | ||
| 1094 |
5/12✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 5 not taken.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 11 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
|
2 | this%loss = mae_loss_type() |
| 1095 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | if(verbose_.gt.0) write(*,*) "Loss method: Mean Absolute Error" |
| 1096 | case("mse") | ||
| 1097 |
8/12✓ Branch 0 taken 1 times.
✓ Branch 1 taken 54 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 5 taken 54 times.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 54 times.
✓ Branch 10 taken 1 times.
✗ Branch 11 not taken.
✓ Branch 13 taken 55 times.
✗ Branch 14 not taken.
|
56 | this%loss = mse_loss_type() |
| 1098 |
2/2✓ Branch 0 taken 12 times.
✓ Branch 1 taken 43 times.
|
67 | if(verbose_.gt.0) write(*,*) "Loss method: Mean Squared Error" |
| 1099 | case("nll") | ||
| 1100 |
5/12✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 5 not taken.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 11 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
|
2 | this%loss = nll_loss_type() |
| 1101 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | if(verbose_.gt.0) write(*,*) "Loss method: Negative Log Likelihood" |
| 1102 | case("hub") | ||
| 1103 |
5/12✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 5 not taken.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 11 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
|
2 | this%loss = huber_loss_type() |
| 1104 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | if(verbose_.gt.0) write(*,*) "Loss method: Huber" |
| 1105 | case default | ||
| 1106 | write(err_msg,'(A)') & | ||
| 1107 | "No loss method provided" // & | ||
| 1108 | achar(13) // achar(10) // & | ||
| 1109 | ✗ | "Failed loss method: "//trim(loss_method_) | |
| 1110 | ✗ | call stop_program(trim(err_msg)) | |
| 1111 |
6/7✓ Branch 0 taken 1 times.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✓ Branch 3 taken 55 times.
✓ Branch 4 taken 1 times.
✓ Branch 5 taken 1 times.
✗ Branch 6 not taken.
|
60 | return |
| 1112 | end select | ||
| 1113 | end select | ||
| 1114 |
6/8✓ Branch 0 taken 47 times.
✓ Branch 1 taken 13 times.
✓ Branch 2 taken 1 times.
✓ Branch 3 taken 12 times.
✓ Branch 4 taken 60 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 60 times.
|
60 | this%loss_method = loss_method_ |
| 1115 | |||
| 1116 |
1/2✓ Branch 0 taken 60 times.
✗ Branch 1 not taken.
|
60 | end subroutine set_loss |
| 1117 | !############################################################################### | ||
| 1118 | |||
| 1119 | |||
| 1120 | !############################################################################### | ||
| 1121 | 19 | module subroutine set_accuracy(this, accuracy_method, verbose) | |
| 1122 | !! Set the accuracy method for the network | ||
| 1123 | use coreutils, only: to_lower | ||
| 1124 | use athena__accuracy, only: & | ||
| 1125 | categorical_score, & | ||
| 1126 | mae_score, & | ||
| 1127 | mse_score, & | ||
| 1128 | rmse_score, & | ||
| 1129 | r2_score | ||
| 1130 | implicit none | ||
| 1131 | |||
| 1132 | ! Arguments | ||
| 1133 | class(network_type), intent(inout) :: this | ||
| 1134 | !! Instance of network | ||
| 1135 | character(*), intent(in) :: accuracy_method | ||
| 1136 | !! Accuracy method | ||
| 1137 | integer, optional, intent(in) :: verbose | ||
| 1138 | !! Verbosity level | ||
| 1139 | |||
| 1140 | ! Local variables | ||
| 1141 | integer :: verbose_ | ||
| 1142 | !! Verbosity level | ||
| 1143 | 19 | character(len=:), allocatable :: accuracy_method_ | |
| 1144 | !! Accuracy method | ||
| 1145 | character(256) :: err_msg | ||
| 1146 | !! Error message | ||
| 1147 | |||
| 1148 | |||
| 1149 | 19 | if(present(verbose))then | |
| 1150 | 13 | verbose_ = verbose | |
| 1151 | else | ||
| 1152 | 6 | verbose_ = 0 | |
| 1153 | end if | ||
| 1154 | |||
| 1155 | !--------------------------------------------------------------------------- | ||
| 1156 | ! Handle analogous definitions | ||
| 1157 | !--------------------------------------------------------------------------- | ||
| 1158 |
3/8✓ Branch 1 taken 19 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 19 times.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✓ Branch 8 taken 19 times.
|
19 | accuracy_method_ = to_lower(accuracy_method) |
| 1159 | 1 | select case(accuracy_method) | |
| 1160 | case("categorical") | ||
| 1161 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
|
1 | accuracy_method_ = "cat" |
| 1162 | case("mean_absolute_error") | ||
| 1163 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
|
1 | accuracy_method_ = "mae" |
| 1164 | case("mean_squared_error") | ||
| 1165 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
|
1 | accuracy_method_ = "mse" |
| 1166 | case("root_mean_squared_error") | ||
| 1167 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
|
1 | accuracy_method_ = "rmse" |
| 1168 | case("r2", "r^2", "r squared") | ||
| 1169 |
11/14✓ Branch 0 taken 1 times.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✓ Branch 3 taken 1 times.
✓ Branch 4 taken 2 times.
✓ Branch 5 taken 13 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✓ Branch 8 taken 1 times.
✓ Branch 9 taken 1 times.
✓ Branch 10 taken 2 times.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✓ Branch 13 taken 2 times.
|
19 | accuracy_method_ = "r2" |
| 1170 | end select | ||
| 1171 | |||
| 1172 | !--------------------------------------------------------------------------- | ||
| 1173 | ! Set accuracy method | ||
| 1174 | !--------------------------------------------------------------------------- | ||
| 1175 | 1 | select case(accuracy_method_) | |
| 1176 | case("cat") | ||
| 1177 | 1 | this%get_accuracy => categorical_score | |
| 1178 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | if(verbose_.gt.0) write(*,*) "Accuracy method: Categorical " |
| 1179 | case("mae") | ||
| 1180 | 1 | this%get_accuracy => mae_score | |
| 1181 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | if(verbose_.gt.0) write(*,*) "Accuracy method: Mean Absolute Error" |
| 1182 | case("mse") | ||
| 1183 | 14 | this%get_accuracy => mse_score | |
| 1184 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 12 times.
|
16 | if(verbose_.gt.0) write(*,*) "Accuracy method: Mean Squared Error" |
| 1185 | case("rmse") | ||
| 1186 | 1 | this%get_accuracy => rmse_score | |
| 1187 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | if(verbose_.gt.0) write(*,*) "Accuracy method: Root Mean Squared Error" |
| 1188 | case("r2") | ||
| 1189 | 2 | this%get_accuracy => r2_score | |
| 1190 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
|
2 | if(verbose_.gt.0) write(*,*) "Accuracy method: R^2" |
| 1191 | case default | ||
| 1192 | write(err_msg,'(A)') & | ||
| 1193 | "No accuracy method provided" // & | ||
| 1194 | achar(13) // achar(10) // & | ||
| 1195 | ✗ | "Failed accuracy method: "//trim(accuracy_method_) | |
| 1196 | ✗ | call stop_program(trim(err_msg)) | |
| 1197 |
5/6✓ Branch 0 taken 1 times.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 14 times.
✓ Branch 3 taken 1 times.
✓ Branch 4 taken 2 times.
✗ Branch 5 not taken.
|
19 | return |
| 1198 | end select | ||
| 1199 |
6/8✓ Branch 0 taken 12 times.
✓ Branch 1 taken 7 times.
✓ Branch 2 taken 2 times.
✓ Branch 3 taken 5 times.
✓ Branch 4 taken 19 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 19 times.
|
19 | this%accuracy_method = accuracy_method_ |
| 1200 | |||
| 1201 |
3/4✓ Branch 0 taken 13 times.
✓ Branch 1 taken 6 times.
✓ Branch 2 taken 19 times.
✗ Branch 3 not taken.
|
38 | end subroutine set_accuracy |
| 1202 | !############################################################################### | ||
| 1203 | |||
| 1204 | |||
| 1205 | !############################################################################### | ||
| 1206 | 11 | module subroutine reset(this) | |
| 1207 | !! Reset the network | ||
| 1208 | implicit none | ||
| 1209 | |||
| 1210 | ! Arguments | ||
| 1211 | class(network_type), intent(inout) :: this | ||
| 1212 | !! Instance of network | ||
| 1213 | |||
| 1214 | 11 | this%epoch = 0 | |
| 1215 | 11 | this%accuracy_val = 0._real32 | |
| 1216 | 11 | this%loss_val = huge(1._real32) | |
| 1217 | 11 | this%batch_size = 0 | |
| 1218 | 11 | this%num_layers = 0 | |
| 1219 | 11 | this%num_outputs = 0 | |
| 1220 |
4/6✓ Branch 0 taken 9 times.
✓ Branch 1 taken 2 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 9 times.
✓ Branch 5 taken 9 times.
✗ Branch 6 not taken.
|
20 | if(allocated(this%optimiser)) deallocate(this%optimiser) |
| 1221 |
2/2✓ Branch 0 taken 11 times.
✓ Branch 1 taken 11 times.
|
22 | call this%set_metrics(["loss"]) |
| 1222 |
15/62✓ Branch 0 taken 10 times.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 10 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 31 times.
✓ Branch 5 taken 10 times.
✓ Branch 6 taken 31 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 31 times.
✗ Branch 9 not taken.
✓ Branch 11 taken 31 times.
✗ Branch 12 not taken.
✗ Branch 13 not taken.
✓ Branch 14 taken 31 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 31 times.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✗ Branch 40 not taken.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✗ Branch 43 not taken.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✗ Branch 46 not taken.
✗ Branch 47 not taken.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✗ Branch 50 not taken.
✗ Branch 51 not taken.
✗ Branch 52 not taken.
✗ Branch 53 not taken.
✓ Branch 54 taken 31 times.
✗ Branch 56 not taken.
✓ Branch 57 taken 31 times.
✗ Branch 58 not taken.
✓ Branch 59 taken 31 times.
✗ Branch 60 not taken.
✓ Branch 61 taken 31 times.
✗ Branch 62 not taken.
✓ Branch 63 taken 10 times.
|
52 | if(allocated(this%model)) deallocate(this%model) |
| 1223 |
4/6✓ Branch 0 taken 9 times.
✓ Branch 1 taken 2 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 9 times.
✓ Branch 5 taken 9 times.
✗ Branch 6 not taken.
|
20 | if(allocated(this%loss)) deallocate(this%loss) |
| 1224 | 11 | this%get_accuracy => null() | |
| 1225 | |||
| 1226 |
3/4✓ Branch 0 taken 9 times.
✓ Branch 1 taken 2 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 9 times.
|
11 | if(allocated(this%vertex_order)) deallocate(this%vertex_order) |
| 1227 |
3/4✓ Branch 0 taken 9 times.
✓ Branch 1 taken 2 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 9 times.
|
11 | if(allocated(this%leaf_vertices)) deallocate(this%leaf_vertices) |
| 1228 |
3/4✓ Branch 0 taken 9 times.
✓ Branch 1 taken 2 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 9 times.
|
11 | if(allocated(this%root_vertices)) deallocate(this%root_vertices) |
| 1229 |
21/32✗ Branch 1 not taken.
✓ Branch 2 taken 11 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 11 times.
✓ Branch 5 taken 10 times.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 11 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 11 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 11 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 11 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 11 times.
✓ Branch 17 taken 10 times.
✓ Branch 18 taken 1 times.
✓ Branch 19 taken 10 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 31 times.
✓ Branch 22 taken 10 times.
✓ Branch 23 taken 31 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 10 times.
✓ Branch 26 taken 1 times.
✓ Branch 27 taken 10 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 21 times.
✓ Branch 30 taken 10 times.
✓ Branch 31 taken 21 times.
✗ Branch 32 not taken.
|
83 | this%auto_graph = graph_type(directed=.true.) |
| 1230 | |||
| 1231 | 11 | end subroutine reset | |
| 1232 | !############################################################################### | ||
| 1233 | |||
| 1234 | |||
| 1235 | !############################################################################### | ||
| 1236 | 54 | module subroutine compile( & | |
| 1237 | this, optimiser, loss_method, accuracy_method, & | ||
| 1238 | metrics, batch_size, verbose & | ||
| 1239 | ) | ||
| 1240 | !! Compile the network | ||
| 1241 | implicit none | ||
| 1242 | |||
| 1243 | ! Arguments | ||
| 1244 | class(network_type), intent(inout) :: this | ||
| 1245 | !! Instance of network | ||
| 1246 | class(base_optimiser_type), optional, intent(in) :: optimiser | ||
| 1247 | !! Optimiser to use for training | ||
| 1248 | class(*), optional, intent(in) :: loss_method | ||
| 1249 | !! Loss method | ||
| 1250 | character(*), optional, intent(in) :: accuracy_method | ||
| 1251 | !! Accuracy method | ||
| 1252 | class(*), dimension(..), optional, intent(in) :: metrics | ||
| 1253 | !! Metrics | ||
| 1254 | integer, optional, intent(in) :: batch_size | ||
| 1255 | !! Batch size | ||
| 1256 | integer, optional, intent(in) :: verbose | ||
| 1257 | !! Verbosity level | ||
| 1258 | |||
| 1259 | ! Local variables | ||
| 1260 | integer :: i, j, k, child_id, parent_id, layer_id, num_inputs, input_rank | ||
| 1261 | !! Loop index | ||
| 1262 | integer :: parent_vertex, vertex_idx | ||
| 1263 | !! Vertex indices | ||
| 1264 | integer :: layer_rank, parent_rank, operator | ||
| 1265 | !! Ranks of layers | ||
| 1266 | integer :: verbose_ = 0 | ||
| 1267 | !! Verbosity level | ||
| 1268 | logical :: use_graph_input = .false. | ||
| 1269 | !! Boolean whether to use graph input | ||
| 1270 | logical :: l_flatten_child, l_set_input_shape | ||
| 1271 | !! Booleans whether to flatten child or set input shape | ||
| 1272 | 54 | integer, dimension(:), allocatable :: input_shape, & | |
| 1273 | 54 | child_vertices, parent_vertices, output_ranks, parent_ids | |
| 1274 | !! Shapes of the input and output of the layers | ||
| 1275 | 54 | integer, dimension(:,:), allocatable :: merge_shape | |
| 1276 | !! Shapes of the inputs to merge layers | ||
| 1277 | class(base_layer_type), allocatable :: & | ||
| 1278 | 216 | t_input_layer, t_flatten_layer, t_merge_layer | |
| 1279 | !! Temporary input, flatten, and merge layers | ||
| 1280 | |||
| 1281 | |||
| 1282 | !--------------------------------------------------------------------------- | ||
| 1283 | ! Initialise optional arguments | ||
| 1284 | !--------------------------------------------------------------------------- | ||
| 1285 | 50 | if(present(verbose)) verbose_ = verbose | |
| 1286 | |||
| 1287 | |||
| 1288 | !--------------------------------------------------------------------------- | ||
| 1289 | ! Initialise metrics | ||
| 1290 | !--------------------------------------------------------------------------- | ||
| 1291 |
3/4✓ Branch 0 taken 39 times.
✓ Branch 1 taken 15 times.
✓ Branch 2 taken 39 times.
✗ Branch 3 not taken.
|
54 | if(present(metrics)) call this%set_metrics(metrics) |
| 1292 | |||
| 1293 | |||
| 1294 | !--------------------------------------------------------------------------- | ||
| 1295 | ! Initialise loss and accuracy methods | ||
| 1296 | !--------------------------------------------------------------------------- | ||
| 1297 |
3/4✓ Branch 0 taken 53 times.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 53 times.
✗ Branch 3 not taken.
|
54 | if(present(loss_method)) call this%set_loss(loss_method, verbose_) |
| 1298 |
2/2✓ Branch 0 taken 13 times.
✓ Branch 1 taken 41 times.
|
54 | if(present(accuracy_method)) & |
| 1299 | 13 | call this%set_accuracy(accuracy_method, verbose_) | |
| 1300 | |||
| 1301 | |||
| 1302 | !--------------------------------------------------------------------------- | ||
| 1303 | ! Check for input layers at root vertices | ||
| 1304 | !--------------------------------------------------------------------------- | ||
| 1305 | 54 | this%auto_graph%directed = .true. | |
| 1306 | 54 | call this%build_root_vertices() | |
| 1307 |
2/2✓ Branch 0 taken 54 times.
✓ Branch 1 taken 54 times.
|
108 | do i = 1, size(this%root_vertices) |
| 1308 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 54 times.
|
54 | layer_id = this%auto_graph%vertex(this%root_vertices(i))%id |
| 1309 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
|
54 | if(.not.allocated(this%model(layer_id)%layer%input_shape))then |
| 1310 | ✗ | call stop_program("input_shape of first layer not defined") | |
| 1311 | ✗ | return | |
| 1312 | end if | ||
| 1313 | 54 | use_graph_input = .false. | |
| 1314 | 108 | select type( root => this%model(layer_id)%layer) | |
| 1315 | class is(input_layer_type) | ||
| 1316 | 4 | cycle | |
| 1317 | class is(learnable_layer_type) | ||
| 1318 |
10/20✗ Branch 0 not taken.
✓ Branch 1 taken 50 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 50 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 50 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 50 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 50 times.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✓ Branch 16 taken 50 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 50 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 50 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 76 times.
✓ Branch 23 taken 50 times.
|
126 | input_shape = root%input_shape |
| 1319 |
1/2✓ Branch 0 taken 50 times.
✗ Branch 1 not taken.
|
100 | use_graph_input = root%use_graph_input |
| 1320 | class default | ||
| 1321 | ✗ | input_shape = root%input_shape | |
| 1322 | end select | ||
| 1323 | t_input_layer = input_layer_type(& | ||
| 1324 | input_shape = input_shape, & | ||
| 1325 | index = i, & | ||
| 1326 | use_graph_input = use_graph_input, & | ||
| 1327 | verbose=verbose_ & | ||
| 1328 |
9/58✗ Branch 0 not taken.
✓ Branch 1 taken 50 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✓ Branch 6 taken 50 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 9 taken 50 times.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✓ Branch 14 taken 50 times.
✗ Branch 15 not taken.
✗ Branch 16 not taken.
✓ Branch 17 taken 50 times.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✗ Branch 40 not taken.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✗ Branch 43 not taken.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✗ Branch 46 not taken.
✗ Branch 47 not taken.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✗ Branch 50 not taken.
✗ Branch 51 not taken.
✗ Branch 52 not taken.
✗ Branch 53 not taken.
✓ Branch 54 taken 50 times.
✗ Branch 55 not taken.
✓ Branch 57 taken 50 times.
✗ Branch 58 not taken.
✓ Branch 59 taken 50 times.
✗ Branch 60 not taken.
✓ Branch 61 taken 50 times.
✗ Branch 62 not taken.
|
50 | ) |
| 1329 | call this%add( & | ||
| 1330 | 100 | t_input_layer, output_list = [ this%model(layer_id)%layer%id ] & | |
| 1331 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 50 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 50 times.
✓ Branch 6 taken 50 times.
✓ Branch 7 taken 50 times.
|
100 | ) |
| 1332 | ! NEED TO CALL layer%init? | ||
| 1333 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 50 times.
|
50 | deallocate(input_shape) |
| 1334 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 50 times.
✓ Branch 3 taken 50 times.
✗ Branch 4 not taken.
|
50 | deallocate(t_input_layer) |
| 1335 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 50 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 50 times.
|
50 | this%root_vertices(i) = this%num_layers |
| 1336 |
1/2✓ Branch 0 taken 50 times.
✗ Branch 1 not taken.
|
104 | if(i.eq.1)then |
| 1337 |
2/2✓ Branch 0 taken 69 times.
✓ Branch 1 taken 50 times.
|
119 | do j = 1, this%auto_graph%num_edges |
| 1338 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 69 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 69 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 69 times.
|
69 | if(this%auto_graph%edge(j)%index(1).eq.0) & |
| 1339 |
0/4✗ Branch 0 not taken.
✗ Branch 1 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
|
50 | this%auto_graph%edge(j)%index(1) = this%num_layers |
| 1340 | end do | ||
| 1341 | end if | ||
| 1342 | end do | ||
| 1343 | 54 | call this%auto_graph%generate_adjacency() | |
| 1344 | |||
| 1345 | |||
| 1346 | !--------------------------------------------------------------------------- | ||
| 1347 | ! Identify whether input is graph type | ||
| 1348 | !--------------------------------------------------------------------------- | ||
| 1349 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
✓ Branch 6 taken 13 times.
✓ Branch 7 taken 41 times.
|
54 | if( & |
| 1350 | this%model( & | ||
| 1351 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 54 times.
|
54 | this%auto_graph%vertex(this%root_vertices(1))%id & |
| 1352 | )%layer%use_graph_input & | ||
| 1353 | )then | ||
| 1354 | 13 | this%use_graph_input = .true. | |
| 1355 | else | ||
| 1356 | 41 | this%use_graph_input = .false. | |
| 1357 | end if | ||
| 1358 | |||
| 1359 | |||
| 1360 | !--------------------------------------------------------------------------- | ||
| 1361 | ! Check for zero input rank layers | ||
| 1362 | !--------------------------------------------------------------------------- | ||
| 1363 |
2/2✓ Branch 0 taken 137 times.
✓ Branch 1 taken 54 times.
|
191 | do i = 1, size(this%auto_graph%vertex, dim = 1) |
| 1364 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 137 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 137 times.
|
137 | layer_id = this%auto_graph%vertex(i)%id |
| 1365 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 137 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 137 times.
✓ Branch 6 taken 4 times.
✓ Branch 7 taken 133 times.
|
191 | if(this%model(layer_id)%layer%input_rank.eq.0)then |
| 1366 | parent_ids = pack( & | ||
| 1367 | 72 | [ ( & | |
| 1368 | this%auto_graph%vertex(j)%id, & | ||
| 1369 | 24 | j = 1, size(this%auto_graph%adjacency(:,i)) & | |
| 1370 | ) ], & | ||
| 1371 | 24 | this%auto_graph%adjacency(:,i) .ne. 0 & | |
| 1372 |
27/44✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 4 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 4 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 4 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 4 times.
✓ Branch 21 taken 36 times.
✓ Branch 22 taken 4 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 36 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 36 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 4 times.
✓ Branch 31 taken 36 times.
✓ Branch 32 taken 4 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 4 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 4 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 4 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 4 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 4 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 4 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 4 times.
✓ Branch 53 taken 36 times.
✓ Branch 54 taken 4 times.
✓ Branch 56 taken 3 times.
✓ Branch 57 taken 1 times.
✓ Branch 58 taken 1 times.
✓ Branch 59 taken 3 times.
|
112 | ) |
| 1373 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
|
4 | if(size(parent_ids).eq.0) cycle |
| 1374 | ✗ | output_ranks = [ ( this%model(parent_ids(j))%layer%output_rank, & | |
| 1375 |
18/26✓ Branch 0 taken 1 times.
✓ Branch 1 taken 3 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 4 times.
✓ Branch 5 taken 4 times.
✓ Branch 6 taken 4 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 4 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 4 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 4 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 4 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 4 times.
✓ Branch 19 taken 4 times.
✓ Branch 20 taken 4 times.
✓ Branch 21 taken 3 times.
✓ Branch 22 taken 1 times.
✓ Branch 23 taken 3 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 1 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 4 times.
✓ Branch 28 taken 4 times.
|
16 | j=1,size(parent_ids) ) ] |
| 1376 |
10/18✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 4 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 4 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 4 times.
✓ Branch 18 taken 4 times.
✓ Branch 19 taken 4 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 4 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 4 times.
|
8 | if(any(output_ranks.ne.output_ranks(1)))then |
| 1377 | ✗ | write(0,*) output_ranks | |
| 1378 | call stop_program( & | ||
| 1379 | ✗ | "input rank of layer "//trim(this%model(layer_id)%layer%name) // & | |
| 1380 | " is zero, but multiple parents with different output ranks" & | ||
| 1381 | ✗ | ) | |
| 1382 | ✗ | return | |
| 1383 | end if | ||
| 1384 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 4 times.
|
4 | input_rank = this%model(parent_ids(1))%layer%output_rank |
| 1385 | 8 | call this%model(layer_id)%layer%set_rank( & | |
| 1386 | input_rank = input_rank, & | ||
| 1387 | output_rank = input_rank & | ||
| 1388 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
|
4 | ) |
| 1389 | end if | ||
| 1390 | end do | ||
| 1391 | |||
| 1392 | |||
| 1393 | !--------------------------------------------------------------------------- | ||
| 1394 | ! Check for required flatten layers | ||
| 1395 | !--------------------------------------------------------------------------- | ||
| 1396 | 54 | i = 0 | |
| 1397 | 140 | flatten_loop: do | |
| 1398 | 194 | i = i + 1 | |
| 1399 |
2/2✓ Branch 0 taken 54 times.
✓ Branch 1 taken 140 times.
|
194 | if(i.gt.this%auto_graph%num_vertices) exit flatten_loop |
| 1400 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
|
140 | layer_id = this%auto_graph%vertex(i)%id |
| 1401 | |||
| 1402 | ! get all child vertices | ||
| 1403 | child_vertices = pack( & | ||
| 1404 | 840 | [(j, j=1,size(this%auto_graph%adjacency(i,:)))], & | |
| 1405 | 840 | this%auto_graph%adjacency(i,:) .ne. 0 & | |
| 1406 |
23/40✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 140 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 140 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 140 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 140 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 140 times.
✓ Branch 21 taken 438 times.
✓ Branch 22 taken 140 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 140 times.
✓ Branch 25 taken 438 times.
✓ Branch 26 taken 140 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 140 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 140 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 140 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 140 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 140 times.
✗ Branch 41 not taken.
✓ Branch 42 taken 140 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 140 times.
✓ Branch 47 taken 438 times.
✓ Branch 48 taken 140 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 140 times.
✓ Branch 52 taken 140 times.
✗ Branch 53 not taken.
|
1454 | ) |
| 1407 |
2/2✓ Branch 0 taken 86 times.
✓ Branch 1 taken 137 times.
|
223 | child_loop: do j = 1, size(child_vertices) |
| 1408 | ! Get layer ID (needed for add() function's output_list parameter) | ||
| 1409 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 86 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 86 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 86 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 86 times.
|
86 | child_id = this%auto_graph%vertex(child_vertices(j))%id |
| 1410 |
5/8✗ Branch 0 not taken.
✓ Branch 1 taken 86 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 86 times.
✓ Branch 7 taken 86 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 4 times.
✓ Branch 10 taken 82 times.
|
86 | if(trim(this%model(layer_id)%layer%type).eq."flat") cycle child_loop |
| 1411 |
6/10✗ Branch 0 not taken.
✓ Branch 1 taken 82 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 82 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 82 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 82 times.
✓ Branch 12 taken 79 times.
✓ Branch 13 taken 3 times.
|
82 | if( this%model(layer_id)%layer%output_rank .eq. & |
| 1412 | 79 | this%model(child_id)%layer%input_rank ) cycle child_loop | |
| 1413 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
|
3 | if(this%model(layer_id)%layer%output_rank.eq.0) cycle child_loop |
| 1414 | |||
| 1415 | ! get all parent vertices of the child vertex | ||
| 1416 | parent_vertices = pack( & | ||
| 1417 | ✗ | [(k, k=1,size(this%auto_graph%adjacency(:,child_vertices(j))))], & | |
| 1418 | ✗ | this%auto_graph%adjacency(:,child_vertices(j)) .ne. 0 & | |
| 1419 |
27/48✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 3 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 3 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 3 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 3 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 3 times.
✓ Branch 25 taken 11 times.
✓ Branch 26 taken 3 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 3 times.
✓ Branch 29 taken 11 times.
✓ Branch 30 taken 3 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 3 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 3 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 3 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 3 times.
✗ Branch 43 not taken.
✓ Branch 44 taken 3 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 3 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 3 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 3 times.
✗ Branch 52 not taken.
✓ Branch 53 taken 3 times.
✓ Branch 55 taken 11 times.
✓ Branch 56 taken 3 times.
✗ Branch 58 not taken.
✓ Branch 59 taken 3 times.
✓ Branch 60 taken 3 times.
✗ Branch 61 not taken.
|
36 | ) |
| 1420 | 3 | l_flatten_child = .true. | |
| 1421 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 3 times.
|
6 | do k = 1, size(parent_vertices) |
| 1422 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
|
3 | parent_id = this%auto_graph%vertex(parent_vertices(k))%id |
| 1423 | !check if ranks match, rather than input and output shapes | ||
| 1424 |
5/10✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 3 times.
|
3 | if( this%model(layer_id)%layer%output_rank .ne. & |
| 1425 | this%model(parent_id)%layer%input_rank & | ||
| 1426 | 3 | ) l_flatten_child = .false. | |
| 1427 | end do | ||
| 1428 | t_flatten_layer = flatten_layer_type( & | ||
| 1429 | 6 | input_rank = this%model(layer_id)%layer%output_rank & | |
| 1430 |
11/62✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 5 not taken.
✓ Branch 6 taken 3 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 3 times.
✓ Branch 12 taken 3 times.
✗ Branch 13 not taken.
✗ Branch 14 not taken.
✓ Branch 15 taken 3 times.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✓ Branch 20 taken 3 times.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✓ Branch 23 taken 3 times.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✗ Branch 40 not taken.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✗ Branch 43 not taken.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✗ Branch 46 not taken.
✗ Branch 47 not taken.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✗ Branch 50 not taken.
✗ Branch 51 not taken.
✗ Branch 52 not taken.
✗ Branch 53 not taken.
✗ Branch 54 not taken.
✗ Branch 55 not taken.
✗ Branch 56 not taken.
✗ Branch 57 not taken.
✗ Branch 58 not taken.
✗ Branch 59 not taken.
✗ Branch 60 not taken.
✓ Branch 61 taken 3 times.
✗ Branch 63 not taken.
✓ Branch 64 taken 3 times.
✗ Branch 65 not taken.
✓ Branch 66 taken 3 times.
✗ Branch 67 not taken.
✓ Branch 68 taken 3 times.
|
3 | ) |
| 1431 | |||
| 1432 |
1/2✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
|
3 | if(l_flatten_child)then |
| 1433 | ! add flatten layer in the place of the child layer | ||
| 1434 | 6 | operator = this%auto_graph%edge( & | |
| 1435 | ✗ | this%auto_graph%adjacency(parent_vertices(1),child_vertices(j)) & | |
| 1436 |
10/20✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 3 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 3 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 3 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 3 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 3 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 3 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 3 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 3 times.
|
3 | )%id |
| 1437 | call this%auto_graph%remove_edges( & | ||
| 1438 | indices = [ & | ||
| 1439 | 12 | this%auto_graph%adjacency( & | |
| 1440 | ✗ | parent_vertices(:),child_vertices(j) & | |
| 1441 | ) & | ||
| 1442 | ] & | ||
| 1443 |
12/20✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 3 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 3 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 3 times.
✓ Branch 13 taken 3 times.
✓ Branch 14 taken 3 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 3 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 3 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 3 times.
✓ Branch 23 taken 3 times.
✓ Branch 24 taken 3 times.
|
9 | ) |
| 1444 | call this%add( & | ||
| 1445 | t_flatten_layer, & | ||
| 1446 | ✗ | input_list=[parent_vertices(:)], output_list=[child_id], & | |
| 1447 | operator=operator & | ||
| 1448 |
12/18✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 3 times.
✓ Branch 11 taken 3 times.
✓ Branch 12 taken 3 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 3 times.
✓ Branch 15 taken 3 times.
✓ Branch 16 taken 3 times.
✓ Branch 17 taken 3 times.
✓ Branch 18 taken 3 times.
|
12 | ) |
| 1449 | else | ||
| 1450 | ! add flatten layer between the current layer and the child layer | ||
| 1451 | ✗ | operator = this%auto_graph%edge( & | |
| 1452 | ✗ | this%auto_graph%adjacency(i,child_vertices(j)) & | |
| 1453 | ✗ | )%id | |
| 1454 | call this%auto_graph%remove_edges( & | ||
| 1455 | ✗ | indices = [this%auto_graph%adjacency(i,child_vertices(j))] & | |
| 1456 | ✗ | ) | |
| 1457 | call this%add( & | ||
| 1458 | t_flatten_layer, input_list = [layer_id], & | ||
| 1459 | output_list = [child_id], & | ||
| 1460 | operator=operator & | ||
| 1461 | ✗ | ) | |
| 1462 | end if | ||
| 1463 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✓ Branch 3 taken 3 times.
✗ Branch 4 not taken.
|
3 | deallocate(t_flatten_layer) |
| 1464 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | deallocate(child_vertices) |
| 1465 | 140 | cycle flatten_loop | |
| 1466 | end do child_loop | ||
| 1467 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 137 times.
|
137 | deallocate(child_vertices) |
| 1468 | end do flatten_loop | ||
| 1469 | 54 | call this%build_vertex_order() | |
| 1470 | |||
| 1471 | |||
| 1472 | !--------------------------------------------------------------------------- | ||
| 1473 | ! Check for required merge layers | ||
| 1474 | !--------------------------------------------------------------------------- | ||
| 1475 | 54 | i = 0 | |
| 1476 | 140 | merge_loop: do | |
| 1477 | 194 | i = i + 1 | |
| 1478 |
2/2✓ Branch 0 taken 54 times.
✓ Branch 1 taken 140 times.
|
194 | if(i.gt.this%auto_graph%num_vertices) exit merge_loop |
| 1479 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
|
140 | layer_id = this%auto_graph%vertex(i)%id |
| 1480 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 140 times.
|
140 | if(this%model(layer_id)%layer%type.eq."merg") cycle merge_loop |
| 1481 | |||
| 1482 | ! get all child vertices | ||
| 1483 | parent_vertices = pack( & | ||
| 1484 | 840 | [(j, j=1,size(this%auto_graph%adjacency(:,i)))], & | |
| 1485 | 840 | this%auto_graph%adjacency(:,i) .ne. 0 & | |
| 1486 |
25/40✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 140 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 140 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 140 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 140 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 140 times.
✓ Branch 21 taken 442 times.
✓ Branch 22 taken 140 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 140 times.
✓ Branch 25 taken 442 times.
✓ Branch 26 taken 140 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 140 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 140 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 140 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 140 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 140 times.
✗ Branch 41 not taken.
✓ Branch 42 taken 140 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 140 times.
✓ Branch 47 taken 442 times.
✓ Branch 48 taken 140 times.
✓ Branch 50 taken 89 times.
✓ Branch 51 taken 51 times.
✓ Branch 52 taken 108 times.
✓ Branch 53 taken 32 times.
|
1466 | ) |
| 1487 |
1/2✓ Branch 0 taken 140 times.
✗ Branch 1 not taken.
|
140 | if(size(parent_vertices).le.1) cycle merge_loop |
| 1488 | |||
| 1489 | ! get edge id for merge layer | ||
| 1490 | ✗ | operator = this%auto_graph%edge( & | |
| 1491 | ✗ | this%auto_graph%adjacency(parent_vertices(1),i) & | |
| 1492 | ✗ | )%id | |
| 1493 | |||
| 1494 | ! remove edges from parents to this layer | ||
| 1495 | ✗ | do j = 1, size(parent_vertices) | |
| 1496 | call this%auto_graph%remove_edges( & | ||
| 1497 | ✗ | indices = [this%auto_graph%adjacency(parent_vertices(j),i)] & | |
| 1498 | ✗ | ) | |
| 1499 | end do | ||
| 1500 | parent_ids = & | ||
| 1501 | ✗ | [ ( & | |
| 1502 | ✗ | this%auto_graph%vertex(parent_vertices(k))%id, & | |
| 1503 | k = 1, size(parent_vertices) & | ||
| 1504 | ✗ | ) ] | |
| 1505 | ✗ | select case(operator) | |
| 1506 | case(1) ! concatenate | ||
| 1507 | t_merge_layer = concat_layer_type( & | ||
| 1508 | input_layer_ids = parent_ids, & | ||
| 1509 | ✗ | input_rank = this%model(layer_id)%layer%input_rank & | |
| 1510 | ✗ | ) | |
| 1511 | case(2) ! add | ||
| 1512 | t_merge_layer = add_layer_type( & | ||
| 1513 | input_layer_ids = parent_ids, & | ||
| 1514 | ✗ | input_rank = this%model(layer_id)%layer%input_rank & | |
| 1515 | ✗ | ) | |
| 1516 | ! case(3) ! multiply | ||
| 1517 | ! t_merge_layer = multiply_layer_type( & | ||
| 1518 | ! input_layer_ids = parent_vertices & | ||
| 1519 | ! ) | ||
| 1520 | case default | ||
| 1521 | ✗ | write(0,*) "invalid merge operator: ", operator | |
| 1522 | ✗ | call stop_program("invalid merge operator") | |
| 1523 | ✗ | return | |
| 1524 | end select | ||
| 1525 | ✗ | t_merge_layer%use_graph_input = this%model(layer_id)%layer%use_graph_input | |
| 1526 | ✗ | t_merge_layer%use_graph_output = t_merge_layer%use_graph_input | |
| 1527 | call this%add( & | ||
| 1528 | t_merge_layer, & | ||
| 1529 | input_list = parent_ids, & | ||
| 1530 | output_list = [layer_id] & | ||
| 1531 | ✗ | ) | |
| 1532 | ✗ | deallocate(t_merge_layer) | |
| 1533 | end do merge_loop | ||
| 1534 | 54 | call this%build_vertex_order() | |
| 1535 | |||
| 1536 | |||
| 1537 | ! Update number of layers | ||
| 1538 | !--------------------------------------------------------------------------- | ||
| 1539 | 54 | this%num_layers = size(this%model,dim=1) | |
| 1540 | |||
| 1541 | |||
| 1542 | |||
| 1543 | !--------------------------------------------------------------------------- | ||
| 1544 | ! Initialise layers | ||
| 1545 | !--------------------------------------------------------------------------- | ||
| 1546 |
2/2✓ Branch 0 taken 140 times.
✓ Branch 1 taken 54 times.
|
194 | do i = 1, size(this%vertex_order, dim = 1) |
| 1547 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
|
140 | vertex_idx = this%vertex_order(i) |
| 1548 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
|
140 | layer_id = this%auto_graph%vertex(vertex_idx)%id |
| 1549 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
✓ Branch 6 taken 112 times.
✓ Branch 7 taken 28 times.
|
140 | if(allocated(this%model(layer_id)%layer%input_shape))then |
| 1550 | 112 | l_set_input_shape = .false. | |
| 1551 | else | ||
| 1552 | 28 | l_set_input_shape = .true. | |
| 1553 | end if | ||
| 1554 |
2/2✓ Branch 0 taken 28 times.
✓ Branch 1 taken 112 times.
|
140 | if(l_set_input_shape)then |
| 1555 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 28 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 28 times.
|
28 | layer_rank = this%model(layer_id)%layer%input_rank |
| 1556 | 28 | parent_rank = 0 | |
| 1557 | |||
| 1558 | 56 | select type( layer => this%model(layer_id)%layer ) | |
| 1559 | class is(merge_layer_type) | ||
| 1560 | ! loop over all parent layers | ||
| 1561 | allocate( & | ||
| 1562 | ✗ | merge_shape( & | |
| 1563 | ✗ | this%model(layer_id)%layer%input_rank, & | |
| 1564 | size(layer%input_layer_ids) & | ||
| 1565 | ) & | ||
| 1566 | ✗ | ) | |
| 1567 | ✗ | do k = 1, size(layer%input_layer_ids) | |
| 1568 | ✗ | merge_shape(:,k) = & | |
| 1569 | ✗ | this%model(layer%input_layer_ids(k))%layer%output_shape | |
| 1570 | end do | ||
| 1571 | ✗ | input_shape = layer%calc_input_shape(merge_shape) | |
| 1572 | ✗ | deallocate(merge_shape) | |
| 1573 | class default | ||
| 1574 | |||
| 1575 | allocate( & | ||
| 1576 | ✗ | input_shape(this%model(layer_id)%layer%input_rank), & | |
| 1577 | source = 0 & | ||
| 1578 |
10/20✗ Branch 0 not taken.
✓ Branch 1 taken 28 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 28 times.
✓ Branch 6 taken 28 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 28 times.
✗ Branch 9 not taken.
✗ Branch 10 not taken.
✓ Branch 11 taken 28 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 28 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 28 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 28 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 28 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 28 times.
|
28 | ) |
| 1579 |
2/2✓ Branch 0 taken 150 times.
✓ Branch 1 taken 28 times.
|
178 | do j = 1, this%auto_graph%num_vertices |
| 1580 |
6/10✗ Branch 0 not taken.
✓ Branch 1 taken 150 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 150 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 150 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 150 times.
✓ Branch 12 taken 122 times.
✓ Branch 13 taken 28 times.
|
150 | if(this%auto_graph%adjacency(j,vertex_idx).eq.0) cycle |
| 1581 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 28 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 28 times.
|
28 | parent_id = this%auto_graph%vertex(j)%id |
| 1582 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 28 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 28 times.
|
28 | parent_rank = this%model(parent_id)%layer%output_rank |
| 1583 | |||
| 1584 |
2/2✓ Branch 0 taken 27 times.
✓ Branch 1 taken 1 times.
|
56 | if(layer_rank .eq. parent_rank)then |
| 1585 | ✗ | input_shape(:) = input_shape(:) + & | |
| 1586 |
18/34✗ Branch 0 not taken.
✓ Branch 1 taken 27 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 27 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 27 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 27 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 27 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 27 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 27 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 27 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 27 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 27 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 27 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 27 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 27 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 27 times.
✗ Branch 35 not taken.
✓ Branch 36 taken 27 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 27 times.
✓ Branch 40 taken 50 times.
✓ Branch 41 taken 27 times.
|
77 | this%model(parent_id)%layer%output_shape |
| 1587 |
1/2✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
|
1 | elseif(layer_rank .eq. 1)then |
| 1588 | ✗ | input_shape(1) = input_shape(1) + & | |
| 1589 |
12/22✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 1 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 1 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 1 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✓ Branch 22 taken 1 times.
✓ Branch 23 taken 1 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 1 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 1 times.
|
2 | product( this%model(parent_id)%layer%output_shape ) |
| 1590 | end if | ||
| 1591 | end do | ||
| 1592 | end select | ||
| 1593 | 56 | call this%model(layer_id)%layer%init( & | |
| 1594 | input_shape = input_shape, & | ||
| 1595 | verbose = verbose_ & | ||
| 1596 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 28 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 28 times.
|
28 | ) |
| 1597 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 28 times.
|
28 | deallocate(input_shape) |
| 1598 | end if | ||
| 1599 |
2/2✓ Branch 0 taken 38 times.
✓ Branch 1 taken 102 times.
|
194 | if(verbose_.gt.0)then |
| 1600 |
2/4✗ Branch 3 not taken.
✓ Branch 4 taken 38 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 38 times.
|
38 | write(*,*) "layer: ", layer_id, this%model(layer_id)%layer%type |
| 1601 |
8/14✗ Branch 1 not taken.
✓ Branch 2 taken 38 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 38 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 38 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 38 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 38 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 38 times.
✓ Branch 19 taken 77 times.
✓ Branch 20 taken 38 times.
|
115 | write(*,*) this%model(layer_id)%layer%input_shape |
| 1602 |
8/14✗ Branch 1 not taken.
✓ Branch 2 taken 38 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 38 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 38 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 38 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 38 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 38 times.
✓ Branch 19 taken 71 times.
✓ Branch 20 taken 38 times.
|
109 | write(*,*) this%model(layer_id)%layer%output_shape |
| 1603 | end if | ||
| 1604 | end do | ||
| 1605 | |||
| 1606 | |||
| 1607 | ! Set number of outputs | ||
| 1608 | !--------------------------------------------------------------------------- | ||
| 1609 | 54 | this%num_outputs = 0 | |
| 1610 | 54 | call this%build_leaf_vertices() | |
| 1611 |
2/2✓ Branch 0 taken 54 times.
✓ Branch 1 taken 54 times.
|
108 | do i = 1, size(this%leaf_vertices,1) |
| 1612 | this%num_outputs = this%num_outputs + & | ||
| 1613 | product( & | ||
| 1614 | 324 | this%model( & | |
| 1615 | 216 | this%auto_graph%vertex(this%leaf_vertices(i))%id & | |
| 1616 | )%layer%output_shape & | ||
| 1617 |
12/22✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 54 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 54 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 54 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 54 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 54 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 54 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 54 times.
✓ Branch 30 taken 69 times.
✓ Branch 31 taken 54 times.
|
177 | ) |
| 1618 | end do | ||
| 1619 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
✓ Branch 6 taken 9 times.
✓ Branch 7 taken 45 times.
|
54 | if( & |
| 1620 | this%model( & | ||
| 1621 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 54 times.
|
54 | this%auto_graph%vertex(this%leaf_vertices(1))%id & |
| 1622 | )%layer%use_graph_output & | ||
| 1623 | )then | ||
| 1624 | 9 | this%use_graph_output = .true. | |
| 1625 | else | ||
| 1626 | 45 | this%use_graph_output = .false. | |
| 1627 | end if | ||
| 1628 | |||
| 1629 | |||
| 1630 | !--------------------------------------------------------------------------- | ||
| 1631 | ! Confirm input_shape of each layer matches data going into it | ||
| 1632 | !--------------------------------------------------------------------------- | ||
| 1633 |
2/2✓ Branch 0 taken 140 times.
✓ Branch 1 taken 54 times.
|
194 | do i = 1, size(this%vertex_order, dim = 1) |
| 1634 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
|
140 | vertex_idx = this%vertex_order(i) |
| 1635 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
|
140 | layer_id = this%auto_graph%vertex(vertex_idx)%id |
| 1636 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
✓ Branch 6 taken 54 times.
✓ Branch 7 taken 86 times.
|
140 | if(this%model(layer_id)%layer%type.eq."inpt") cycle |
| 1637 | |||
| 1638 | ! Get all parent vertices that feed into this layer | ||
| 1639 | parent_vertices = pack( & | ||
| 1640 | 516 | [(j, j=1,size(this%auto_graph%adjacency(:,vertex_idx)))], & | |
| 1641 | 516 | this%auto_graph%adjacency(:,vertex_idx) .ne. 0 & | |
| 1642 |
24/40✗ Branch 0 not taken.
✓ Branch 1 taken 86 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 86 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 86 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 86 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 86 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 86 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 86 times.
✓ Branch 21 taken 302 times.
✓ Branch 22 taken 86 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 86 times.
✓ Branch 25 taken 302 times.
✓ Branch 26 taken 86 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 86 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 86 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 86 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 86 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 86 times.
✗ Branch 41 not taken.
✓ Branch 42 taken 86 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 86 times.
✓ Branch 47 taken 302 times.
✓ Branch 48 taken 86 times.
✓ Branch 50 taken 86 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 47 times.
✓ Branch 53 taken 39 times.
|
992 | ) |
| 1643 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 86 times.
|
86 | if(size(parent_vertices).eq.0) cycle |
| 1644 | 172 | select type( layer => this%model(layer_id)%layer ) | |
| 1645 | class is(merge_layer_type) | ||
| 1646 | ✗ | operator = layer%merge_mode | |
| 1647 | class default | ||
| 1648 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 86 times.
|
86 | if(size(parent_vertices).gt.1)then |
| 1649 | call stop_program( & | ||
| 1650 | "layer "//trim(layer%name)// & | ||
| 1651 | " is not a merge layer but has multiple inputs" & | ||
| 1652 | ✗ | ) | |
| 1653 | ✗ | return | |
| 1654 | end if | ||
| 1655 | end select | ||
| 1656 | |||
| 1657 | ! Calculate expected input size from parent layers | ||
| 1658 | 86 | num_inputs = 0 | |
| 1659 |
2/2✓ Branch 0 taken 86 times.
✓ Branch 1 taken 86 times.
|
172 | do j = 1, size(parent_vertices) |
| 1660 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 86 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 86 times.
|
86 | parent_vertex = parent_vertices(j) |
| 1661 | |||
| 1662 | 86 | select case(operator) | |
| 1663 | case(1) ! pointwise - all inputs should have same size | ||
| 1664 |
1/2✓ Branch 0 taken 21 times.
✗ Branch 1 not taken.
|
42 | if(num_inputs.eq.0)then |
| 1665 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 21 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 21 times.
✓ Branch 6 taken 3 times.
✓ Branch 7 taken 18 times.
|
21 | if(this%model(layer_id)%layer%use_graph_input)then |
| 1666 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
|
3 | num_inputs = this%model(parent_vertex)%layer%output_shape(1) |
| 1667 | else | ||
| 1668 |
8/14✗ Branch 0 not taken.
✓ Branch 1 taken 18 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 18 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 18 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 18 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 18 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 18 times.
✓ Branch 18 taken 34 times.
✓ Branch 19 taken 18 times.
|
52 | num_inputs = product(this%model(parent_vertex)%layer%output_shape) |
| 1669 | end if | ||
| 1670 | end if | ||
| 1671 | case(2) ! concatenate | ||
| 1672 |
2/9✓ Branch 0 taken 21 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 65 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✗ Branch 9 not taken.
✗ Branch 10 not taken.
|
86 | if(this%model(layer_id)%layer%use_graph_input)then |
| 1673 | num_inputs = num_inputs + & | ||
| 1674 | ✗ | this%model(parent_vertex)%layer%output_shape(1) | |
| 1675 | else | ||
| 1676 | num_inputs = num_inputs + & | ||
| 1677 | ✗ | product(this%model(parent_vertex)%layer%output_shape) | |
| 1678 | end if | ||
| 1679 | end select | ||
| 1680 | end do | ||
| 1681 | |||
| 1682 | ! Verify calculated input size matches layer's expected input size | ||
| 1683 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 86 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 86 times.
✓ Branch 6 taken 19 times.
✓ Branch 7 taken 67 times.
|
140 | if(this%model(layer_id)%layer%use_graph_input)then |
| 1684 |
5/10✗ Branch 0 not taken.
✓ Branch 1 taken 19 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 19 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 19 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 19 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 19 times.
|
19 | if(num_inputs.ne.this%model(layer_id)%layer%input_shape(1) .and. & |
| 1685 | num_inputs.ne.0)then | ||
| 1686 | ✗ | write(*,*) "Expected:", num_inputs, "Got:", & | |
| 1687 | ✗ | this%model(layer_id)%layer%input_shape(1) | |
| 1688 | call stop_program( & | ||
| 1689 | "input_shape of layer "//& | ||
| 1690 | ✗ | trim(this%model(layer_id)%layer%name)// & | |
| 1691 | " does not match data going into it" & | ||
| 1692 | ✗ | ) | |
| 1693 | end if | ||
| 1694 | else | ||
| 1695 |
9/16✗ Branch 0 not taken.
✓ Branch 1 taken 67 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 67 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 67 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 67 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 67 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 67 times.
✓ Branch 18 taken 103 times.
✓ Branch 19 taken 67 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 67 times.
|
170 | if(num_inputs.ne.product(this%model(layer_id)%layer%input_shape) .and. & |
| 1696 | num_inputs.ne.0)then | ||
| 1697 | ✗ | write(*,*) "Expected:", num_inputs, "Got:", & | |
| 1698 | ✗ | product(this%model(layer_id)%layer%input_shape) | |
| 1699 | call stop_program( & | ||
| 1700 | "input_shape of layer "//& | ||
| 1701 | ✗ | trim(this%model(layer_id)%layer%name)// & | |
| 1702 | " does not match data going into it" & | ||
| 1703 | ✗ | ) | |
| 1704 | end if | ||
| 1705 | end if | ||
| 1706 | |||
| 1707 | end do | ||
| 1708 | |||
| 1709 | !--------------------------------------------------------------------------- | ||
| 1710 | ! Initialise optimiser | ||
| 1711 | !--------------------------------------------------------------------------- | ||
| 1712 | 54 | this%num_params = this%get_num_params() | |
| 1713 |
2/4✓ Branch 0 taken 54 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 54 times.
✗ Branch 3 not taken.
|
54 | if(present(optimiser))then |
| 1714 |
7/10✓ Branch 0 taken 1 times.
✓ Branch 1 taken 53 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 5 taken 53 times.
✓ Branch 6 taken 1 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 53 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1 times.
|
55 | this%optimiser = optimiser |
| 1715 | end if | ||
| 1716 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
|
54 | if(.not.allocated(this%optimiser))then |
| 1717 | ✗ | call stop_program("No optimiser is defined for the network") | |
| 1718 | ✗ | return | |
| 1719 | else | ||
| 1720 | 54 | call this%optimiser%init(num_params=this%num_params) | |
| 1721 | end if | ||
| 1722 | |||
| 1723 | |||
| 1724 | !--------------------------------------------------------------------------- | ||
| 1725 | ! Pre-compute forward pass navigation | ||
| 1726 | !--------------------------------------------------------------------------- | ||
| 1727 | block | ||
| 1728 | integer :: nv, l_idx, v_idx, lid, parent_v | ||
| 1729 | 54 | nv = size(this%vertex_order, 1) | |
| 1730 |
3/4✓ Branch 0 taken 7 times.
✓ Branch 1 taken 47 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 7 times.
|
54 | if(allocated(this%fwd_layer_id)) deallocate(this%fwd_layer_id) |
| 1731 |
3/4✓ Branch 0 taken 7 times.
✓ Branch 1 taken 47 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 7 times.
|
54 | if(allocated(this%fwd_num_inputs)) deallocate(this%fwd_num_inputs) |
| 1732 |
3/4✓ Branch 0 taken 7 times.
✓ Branch 1 taken 47 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 7 times.
|
54 | if(allocated(this%fwd_parent_id)) deallocate(this%fwd_parent_id) |
| 1733 |
3/4✓ Branch 0 taken 7 times.
✓ Branch 1 taken 47 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 7 times.
|
54 | if(allocated(this%fwd_layer_type)) deallocate(this%fwd_layer_type) |
| 1734 |
7/14✓ Branch 0 taken 54 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 54 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 54 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 54 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 54 times.
|
54 | allocate(this%fwd_layer_id(nv)) |
| 1735 |
7/14✓ Branch 0 taken 54 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 54 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 54 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 54 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 54 times.
|
54 | allocate(this%fwd_num_inputs(nv)) |
| 1736 |
7/14✓ Branch 0 taken 54 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 54 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 54 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 54 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 54 times.
|
54 | allocate(this%fwd_parent_id(nv)) |
| 1737 |
7/14✓ Branch 0 taken 54 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 54 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 54 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 54 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 54 times.
|
54 | allocate(this%fwd_layer_type(nv)) |
| 1738 |
2/2✓ Branch 0 taken 140 times.
✓ Branch 1 taken 54 times.
|
194 | this%fwd_parent_id = 0 |
| 1739 |
2/2✓ Branch 0 taken 140 times.
✓ Branch 1 taken 54 times.
|
194 | do l_idx = 1, nv |
| 1740 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
|
140 | v_idx = this%vertex_order(l_idx) |
| 1741 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
|
140 | lid = this%auto_graph%vertex(v_idx)%id |
| 1742 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
|
140 | this%fwd_layer_id(l_idx) = lid |
| 1743 | 280 | this%fwd_num_inputs(l_idx) = & | |
| 1744 |
12/20✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 140 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 140 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 140 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 140 times.
✓ Branch 18 taken 442 times.
✓ Branch 19 taken 140 times.
✓ Branch 20 taken 86 times.
✓ Branch 21 taken 356 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 140 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 140 times.
|
582 | count(this%auto_graph%adjacency(:,v_idx).gt.0) |
| 1745 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 140 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 140 times.
✓ Branch 6 taken 86 times.
✓ Branch 7 taken 54 times.
|
140 | if(this%fwd_num_inputs(l_idx).eq.1)then |
| 1746 | parent_v = maxloc( & | ||
| 1747 |
11/18✗ Branch 0 not taken.
✓ Branch 1 taken 86 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 86 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 86 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 86 times.
✓ Branch 12 taken 86 times.
✗ Branch 13 not taken.
✗ Branch 14 not taken.
✓ Branch 15 taken 86 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 86 times.
✓ Branch 20 taken 302 times.
✓ Branch 21 taken 86 times.
✓ Branch 22 taken 155 times.
✓ Branch 23 taken 147 times.
|
388 | this%auto_graph%adjacency(:,v_idx), dim=1) |
| 1748 | 172 | this%fwd_parent_id(l_idx) = & | |
| 1749 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 86 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 86 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 86 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 86 times.
|
86 | this%auto_graph%vertex(parent_v)%id |
| 1750 | end if | ||
| 1751 | ! Determine layer type: 0=input, 1=merge, 2=default | ||
| 1752 | 54 | select type(layer => this%model(lid)%layer) | |
| 1753 | class is(input_layer_type) | ||
| 1754 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 54 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 54 times.
|
54 | this%fwd_layer_type(l_idx) = 0 |
| 1755 | class is(merge_layer_type) | ||
| 1756 | ✗ | this%fwd_layer_type(l_idx) = 1 | |
| 1757 | class default | ||
| 1758 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 86 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 86 times.
|
86 | this%fwd_layer_type(l_idx) = 2 |
| 1759 | end select | ||
| 1760 | end do | ||
| 1761 | end block | ||
| 1762 | |||
| 1763 | |||
| 1764 | !--------------------------------------------------------------------------- | ||
| 1765 | ! Pre-compute parameter segment layout | ||
| 1766 | !--------------------------------------------------------------------------- | ||
| 1767 | block | ||
| 1768 | integer :: l_idx, p_idx, seg_count, s_idx, e_idx | ||
| 1769 | ! First pass: count segments | ||
| 1770 | 54 | seg_count = 0 | |
| 1771 |
2/2✓ Branch 0 taken 140 times.
✓ Branch 1 taken 54 times.
|
194 | do l_idx = 1, this%num_layers |
| 1772 | 54 | select type(current => this%model(l_idx)%layer) | |
| 1773 | class is(learnable_layer_type) | ||
| 1774 | 77 | seg_count = seg_count + size(current%params) | |
| 1775 | end select | ||
| 1776 | end do | ||
| 1777 | 54 | this%param_num_segments = seg_count | |
| 1778 |
3/4✓ Branch 0 taken 7 times.
✓ Branch 1 taken 47 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 7 times.
|
54 | if(allocated(this%param_seg_layer)) deallocate(this%param_seg_layer) |
| 1779 |
3/4✓ Branch 0 taken 7 times.
✓ Branch 1 taken 47 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 7 times.
|
54 | if(allocated(this%param_seg_pidx)) deallocate(this%param_seg_pidx) |
| 1780 |
3/4✓ Branch 0 taken 7 times.
✓ Branch 1 taken 47 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 7 times.
|
54 | if(allocated(this%param_seg_start)) deallocate(this%param_seg_start) |
| 1781 |
3/4✓ Branch 0 taken 7 times.
✓ Branch 1 taken 47 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 7 times.
|
54 | if(allocated(this%param_seg_end)) deallocate(this%param_seg_end) |
| 1782 |
7/14✓ Branch 0 taken 54 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 54 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 54 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 54 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 54 times.
|
54 | allocate(this%param_seg_layer(seg_count)) |
| 1783 |
7/14✓ Branch 0 taken 54 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 54 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 54 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 54 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 54 times.
|
54 | allocate(this%param_seg_pidx(seg_count)) |
| 1784 |
7/14✓ Branch 0 taken 54 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 54 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 54 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 54 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 54 times.
|
54 | allocate(this%param_seg_start(seg_count)) |
| 1785 |
7/14✓ Branch 0 taken 54 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 54 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 54 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 54 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 54 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 54 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 54 times.
|
54 | allocate(this%param_seg_end(seg_count)) |
| 1786 | ! Second pass: fill layout | ||
| 1787 | 54 | seg_count = 0 | |
| 1788 | 54 | e_idx = 0 | |
| 1789 |
2/2✓ Branch 0 taken 140 times.
✓ Branch 1 taken 54 times.
|
194 | do l_idx = 1, this%num_layers |
| 1790 | 54 | select type(current => this%model(l_idx)%layer) | |
| 1791 | class is(learnable_layer_type) | ||
| 1792 |
2/2✓ Branch 0 taken 146 times.
✓ Branch 1 taken 77 times.
|
223 | do p_idx = 1, size(current%params) |
| 1793 | 146 | seg_count = seg_count + 1 | |
| 1794 | 146 | s_idx = e_idx + 1 | |
| 1795 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 146 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 146 times.
|
146 | e_idx = e_idx + size(current%params(p_idx)%val, 1) |
| 1796 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 146 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 146 times.
|
146 | this%param_seg_layer(seg_count) = l_idx |
| 1797 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 146 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 146 times.
|
146 | this%param_seg_pidx(seg_count) = p_idx |
| 1798 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 146 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 146 times.
|
146 | this%param_seg_start(seg_count) = s_idx |
| 1799 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 146 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 146 times.
|
223 | this%param_seg_end(seg_count) = e_idx |
| 1800 | end do | ||
| 1801 | end select | ||
| 1802 | end do | ||
| 1803 | end block | ||
| 1804 | |||
| 1805 | |||
| 1806 | !--------------------------------------------------------------------------- | ||
| 1807 | ! Set batch size, if provided | ||
| 1808 | !--------------------------------------------------------------------------- | ||
| 1809 |
2/2✓ Branch 0 taken 45 times.
✓ Branch 1 taken 9 times.
|
54 | if(present(batch_size)) this%batch_size = batch_size |
| 1810 | |||
| 1811 |
13/26✓ Branch 0 taken 50 times.
✓ Branch 1 taken 4 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 54 times.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✗ Branch 7 not taken.
✓ Branch 8 taken 54 times.
✗ Branch 9 not taken.
✗ Branch 10 not taken.
✗ Branch 12 not taken.
✓ Branch 13 taken 54 times.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✓ Branch 17 taken 54 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1 times.
✓ Branch 20 taken 53 times.
✓ Branch 21 taken 1 times.
✓ Branch 22 taken 53 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 54 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 54 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 54 times.
|
108 | end subroutine compile |
| 1812 | !############################################################################### | ||
| 1813 | |||
| 1814 | |||
| 1815 | !############################################################################### | ||
| 1816 | 1249 | module subroutine set_batch_size(this, batch_size) | |
| 1817 | !! Set the batch size for the network | ||
| 1818 | implicit none | ||
| 1819 | |||
| 1820 | ! Arguments | ||
| 1821 | class(network_type), intent(inout) :: this | ||
| 1822 | !! Instance of network | ||
| 1823 | integer, intent(in) :: batch_size | ||
| 1824 | !! Batch size | ||
| 1825 | |||
| 1826 | ! Local variables | ||
| 1827 | integer :: l | ||
| 1828 | !! Loop index | ||
| 1829 | |||
| 1830 | |||
| 1831 | 1249 | this%batch_size = batch_size | |
| 1832 | |||
| 1833 | 1249 | end subroutine set_batch_size | |
| 1834 | !############################################################################### | ||
| 1835 | |||
| 1836 | |||
| 1837 | !############################################################################### | ||
| 1838 | ✗ | module subroutine reset_state(this) | |
| 1839 | !! Reset the hidden state of all layers in the network | ||
| 1840 | implicit none | ||
| 1841 | |||
| 1842 | ! Arguments | ||
| 1843 | class(network_type), intent(inout) :: this | ||
| 1844 | !! Instance of network | ||
| 1845 | |||
| 1846 | ! Local variables | ||
| 1847 | integer :: l | ||
| 1848 | !! Loop index | ||
| 1849 | |||
| 1850 | ✗ | do l = 1, size(this%model, dim = 1) | |
| 1851 | ✗ | select type( layer => this%model(l)%layer ) | |
| 1852 | class is(recurrent_layer_type) | ||
| 1853 | ✗ | call layer%reset_state() | |
| 1854 | end select | ||
| 1855 | end do | ||
| 1856 | |||
| 1857 | ✗ | end subroutine reset_state | |
| 1858 | !############################################################################### | ||
| 1859 | |||
| 1860 | |||
| 1861 | !############################################################################### | ||
| 1862 |
1/6✗ Branch 0 not taken.
✓ Branch 1 taken 605 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
|
605 | module subroutine set_training_mode(this, mode_store, layer_indices) |
| 1863 | !! Put the network in training mode. | ||
| 1864 | implicit none | ||
| 1865 | |||
| 1866 | ! Arguments | ||
| 1867 | class(network_type), intent(inout) :: this | ||
| 1868 | !! Instance of network | ||
| 1869 | logical, dimension(:), allocatable, intent(out), optional :: mode_store | ||
| 1870 | !! Optional array to store the training mode of each layer | ||
| 1871 | integer, dimension(:), intent(in), optional :: layer_indices | ||
| 1872 | !! Optional array of layer indices to set to training mode. | ||
| 1873 | !! If not provided, all layers will be set to training mode. | ||
| 1874 | |||
| 1875 | ! Local variables | ||
| 1876 | integer :: l | ||
| 1877 | !! Loop index | ||
| 1878 | |||
| 1879 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 605 times.
|
605 | if(.not.allocated(this%model)) return |
| 1880 |
9/16✓ Branch 0 taken 5 times.
✓ Branch 1 taken 600 times.
✓ Branch 2 taken 5 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 5 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 5 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 5 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 5 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 5 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 5 times.
|
605 | if(present(mode_store)) allocate(mode_store(this%num_layers)) |
| 1881 |
2/2✓ Branch 0 taken 1813 times.
✓ Branch 1 taken 605 times.
|
2418 | do l = 1, this%num_layers |
| 1882 |
6/10✓ Branch 0 taken 13 times.
✓ Branch 1 taken 1800 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 13 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 13 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 13 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 13 times.
|
1813 | if(present(mode_store)) mode_store(l) = this%model(l)%layer%inference |
| 1883 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 1813 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1813 times.
|
1813 | this%model(l)%layer%inference = .false. |
| 1884 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1813 times.
|
1813 | if(present(layer_indices))then |
| 1885 | ✗ | if(any(layer_indices.eq.l))then | |
| 1886 | ✗ | this%model(l)%layer%inference = .false. | |
| 1887 | end if | ||
| 1888 | else | ||
| 1889 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 1813 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1813 times.
|
1813 | this%model(l)%layer%inference = .false. |
| 1890 | end if | ||
| 1891 | end do | ||
| 1892 | |||
| 1893 | end subroutine set_training_mode | ||
| 1894 | !------------------------------------------------------------------------------- | ||
| 1895 |
1/6✗ Branch 0 not taken.
✓ Branch 1 taken 636 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
|
636 | module subroutine set_inference_mode(this, mode_store, layer_indices) |
| 1896 | !! Put the network in inference mode. | ||
| 1897 | implicit none | ||
| 1898 | |||
| 1899 | ! Arguments | ||
| 1900 | class(network_type), intent(inout) :: this | ||
| 1901 | !! Instance of network | ||
| 1902 | logical, dimension(:), allocatable, intent(out), optional :: mode_store | ||
| 1903 | !! Optional array to store the training mode of each layer | ||
| 1904 | integer, dimension(:), intent(in), optional :: layer_indices | ||
| 1905 | !! Optional array of layer indices to set to inference mode. | ||
| 1906 | !! If not provided, all layers will be set to inference mode. | ||
| 1907 | |||
| 1908 | ! Local variables | ||
| 1909 | integer :: l | ||
| 1910 | !! Loop index | ||
| 1911 | |||
| 1912 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 636 times.
|
636 | if(.not.allocated(this%model)) return |
| 1913 |
9/16✓ Branch 0 taken 17 times.
✓ Branch 1 taken 619 times.
✓ Branch 2 taken 17 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 17 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 17 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 17 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 17 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 17 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 17 times.
|
636 | if(present(mode_store)) allocate(mode_store(this%num_layers)) |
| 1914 |
2/2✓ Branch 0 taken 1891 times.
✓ Branch 1 taken 636 times.
|
2527 | do l = 1, this%num_layers |
| 1915 |
6/10✓ Branch 0 taken 36 times.
✓ Branch 1 taken 1855 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 36 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 36 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 36 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 36 times.
|
1891 | if(present(mode_store)) mode_store(l) = this%model(l)%layer%inference |
| 1916 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1891 times.
|
1891 | if(present(layer_indices))then |
| 1917 | ✗ | if(any(layer_indices.eq.l))then | |
| 1918 | ✗ | this%model(l)%layer%inference = .true. | |
| 1919 | end if | ||
| 1920 | else | ||
| 1921 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 1891 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1891 times.
|
1891 | this%model(l)%layer%inference = .true. |
| 1922 | end if | ||
| 1923 | end do | ||
| 1924 | |||
| 1925 | end subroutine set_inference_mode | ||
| 1926 | !------------------------------------------------------------------------------- | ||
| 1927 |
1/2✓ Branch 0 taken 22 times.
✗ Branch 1 not taken.
|
22 | module subroutine restore_mode(this, mode_store) |
| 1928 | !! Restore the training/inference mode of each layer from a stored array. | ||
| 1929 | implicit none | ||
| 1930 | |||
| 1931 | ! Arguments | ||
| 1932 | class(network_type), intent(inout) :: this | ||
| 1933 | !! Instance of network | ||
| 1934 | logical, dimension(:), intent(in) :: mode_store | ||
| 1935 | !! Array storing the mode of each layer | ||
| 1936 | !! .true. = inference, .false. = training | ||
| 1937 | |||
| 1938 | ! Local variables | ||
| 1939 | integer :: l | ||
| 1940 | !! Loop index | ||
| 1941 | |||
| 1942 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 22 times.
|
22 | if(.not.allocated(this%model)) return |
| 1943 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 22 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 22 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 22 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 22 times.
|
22 | if(size(mode_store) .ne. this%num_layers)then |
| 1944 | ✗ | call stop_program("mode_store size does not match number of layers") | |
| 1945 | ✗ | return | |
| 1946 | end if | ||
| 1947 |
2/2✓ Branch 0 taken 49 times.
✓ Branch 1 taken 22 times.
|
71 | do l = 1, this%num_layers |
| 1948 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 49 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 49 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 49 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 49 times.
|
49 | this%model(l)%layer%inference = mode_store(l) |
| 1949 | end do | ||
| 1950 | |||
| 1951 | end subroutine restore_mode | ||
| 1952 | !############################################################################### | ||
| 1953 | |||
| 1954 | |||
| 1955 | !############################################################################### | ||
| 1956 | ✗ | module function layer_from_id(this, id) result(layer) | |
| 1957 | !! Get layer from its ID | ||
| 1958 | implicit none | ||
| 1959 | |||
| 1960 | ! Arguments | ||
| 1961 | class(network_type), intent(in), target :: this | ||
| 1962 | !! Instance of network | ||
| 1963 | integer, intent(in) :: id | ||
| 1964 | !! Layer ID | ||
| 1965 | |||
| 1966 | class(base_layer_type), pointer :: layer | ||
| 1967 | !! Layer | ||
| 1968 | |||
| 1969 | ! Local variables | ||
| 1970 | integer :: i, itmp1 | ||
| 1971 | !! Loop index | ||
| 1972 | |||
| 1973 | ✗ | itmp1 = 0 | |
| 1974 | ✗ | do i = 1, size(this%model, dim = 1) | |
| 1975 | ✗ | if(this%model(i)%layer%id.eq.id)then | |
| 1976 | ✗ | if(itmp1.ne.0)then | |
| 1977 | ✗ | call stop_program("multiple layers with same ID found") | |
| 1978 | ✗ | return | |
| 1979 | end if | ||
| 1980 | ✗ | layer => this%model(i)%layer | |
| 1981 | ✗ | itmp1 = itmp1 + 1 | |
| 1982 | end if | ||
| 1983 | end do | ||
| 1984 | |||
| 1985 | ✗ | end function layer_from_id | |
| 1986 | !############################################################################### | ||
| 1987 | |||
| 1988 | |||
| 1989 | !##############################################################################! | ||
| 1990 | ! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ! | ||
| 1991 | !##############################################################################! | ||
| 1992 | |||
| 1993 | |||
| 1994 | !############################################################################### | ||
| 1995 | #ifdef __flang__ | ||
| 1996 | module function get_sample_flang( & | ||
| 1997 | input, start_index, end_index, batch_size & | ||
| 1998 | ) result(sample) | ||
| 1999 | !! Get samples of batch size from a real array | ||
| 2000 | implicit none | ||
| 2001 | |||
| 2002 | ! Arguments | ||
| 2003 | integer, intent(in) :: start_index, end_index | ||
| 2004 | !! Start and end indices | ||
| 2005 | integer, intent(in) :: batch_size | ||
| 2006 | !! Batch size | ||
| 2007 | real(real32), dimension(..), intent(in) :: input | ||
| 2008 | !! Input array | ||
| 2009 | |||
| 2010 | real(real32), allocatable :: sample(:,:) | ||
| 2011 | !! Sample array | ||
| 2012 | |||
| 2013 | integer :: num_samples | ||
| 2014 | |||
| 2015 | num_samples = end_index - start_index + 1 | ||
| 2016 | |||
| 2017 | select rank(input) | ||
| 2018 | rank(2) | ||
| 2019 | sample = input(:, start_index:end_index) | ||
| 2020 | rank(3) | ||
| 2021 | sample = reshape(input(:, :, start_index:end_index), & | ||
| 2022 | [size(input,1) * size(input,2), num_samples]) | ||
| 2023 | rank(4) | ||
| 2024 | sample = reshape(input(:, :, :, start_index:end_index), & | ||
| 2025 | [size(input,1) * size(input,2) * size(input,3), num_samples]) | ||
| 2026 | rank(5) | ||
| 2027 | sample = reshape(input(:, :, :, :, start_index:end_index), & | ||
| 2028 | [size(input,1) * size(input,2) * size(input,3) * size(input,4), & | ||
| 2029 | num_samples]) | ||
| 2030 | rank(6) | ||
| 2031 | sample = reshape(input(:, :, :, :, :, start_index:end_index), & | ||
| 2032 | [size(input,1) * size(input,2) * size(input,3) * size(input,4) * & | ||
| 2033 | size(input,5), num_samples]) | ||
| 2034 | rank default | ||
| 2035 | allocate(sample(0, 0)) | ||
| 2036 | end select | ||
| 2037 | |||
| 2038 | end function get_sample_flang | ||
| 2039 | #else | ||
| 2040 | 13 | module function get_sample_ptr( & | |
| 2041 | input, start_index, end_index, batch_size & | ||
| 2042 | ) result(sample_ptr) | ||
| 2043 | !! Get samples of batch size from a real array | ||
| 2044 | implicit none | ||
| 2045 | |||
| 2046 | ! Arguments | ||
| 2047 | integer, intent(in) :: start_index, end_index | ||
| 2048 | !! Start and end indices | ||
| 2049 | integer, intent(in) :: batch_size | ||
| 2050 | !! Batch size | ||
| 2051 | real(real32), dimension(..), intent(in), target :: input | ||
| 2052 | !! Input array | ||
| 2053 | |||
| 2054 | real(real32), pointer :: sample_ptr(:,:) | ||
| 2055 | !! Pointer to sample | ||
| 2056 | |||
| 2057 | |||
| 2058 | select rank(input) | ||
| 2059 | rank(2) | ||
| 2060 | ✗ | sample_ptr(1:size(input(:,1)),1:end_index-start_index+1) => & | |
| 2061 |
15/30✗ Branch 0 not taken.
✓ Branch 1 taken 13 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 13 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 13 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 13 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 13 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 13 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 13 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 13 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 13 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 13 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 13 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 13 times.
✗ Branch 32 not taken.
✓ Branch 33 taken 13 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 13 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 13 times.
|
13 | input(:,start_index:end_index) |
| 2062 | rank(3) | ||
| 2063 | ✗ | sample_ptr(1:size(input(:,:,1)),1:end_index-start_index+1) => & | |
| 2064 | ✗ | input(:,:,start_index:end_index) | |
| 2065 | rank(4) | ||
| 2066 | ✗ | sample_ptr(1:size(input(:,:,:,1)),1:end_index-start_index+1) => & | |
| 2067 | ✗ | input(:,:,:,start_index:end_index) | |
| 2068 | rank(5) | ||
| 2069 | ✗ | sample_ptr(1:size(input(:,:,:,:,1)),1:end_index-start_index+1) => & | |
| 2070 | ✗ | input(:,:,:,:,start_index:end_index) | |
| 2071 | rank(6) | ||
| 2072 | ✗ | sample_ptr(1:size(input(:,:,:,:,:,1)),1:end_index-start_index+1) => & | |
| 2073 | ✗ | input(:,:,:,:,:,start_index:end_index) | |
| 2074 | rank default | ||
| 2075 | ✗ | sample_ptr => null() | |
| 2076 | end select | ||
| 2077 | |||
| 2078 | 13 | end function get_sample_ptr | |
| 2079 | #endif | ||
| 2080 | !------------------------------------------------------------------------------- | ||
| 2081 | 1704 | module function get_sample_array( & | |
| 2082 |
1/2✓ Branch 0 taken 1704 times.
✗ Branch 1 not taken.
|
1704 | input, start_index, end_index, batch_size, as_graph & |
| 2083 | ) result(sample) | ||
| 2084 | !! Get samples of batch size from a derived type array | ||
| 2085 | implicit none | ||
| 2086 | |||
| 2087 | ! Arguments | ||
| 2088 | integer, intent(in) :: start_index, end_index | ||
| 2089 | !! Start and end indices | ||
| 2090 | integer, intent(in) :: batch_size | ||
| 2091 | !! Batch size | ||
| 2092 | class(array_type), dimension(:,:), intent(in) :: input | ||
| 2093 | !! Input array | ||
| 2094 | logical, intent(in) :: as_graph | ||
| 2095 | !! Boolean whether to treat the input as a graph | ||
| 2096 | |||
| 2097 | type(array_type), dimension(:,:), allocatable :: sample | ||
| 2098 | !! Sample array | ||
| 2099 | |||
| 2100 | ! Local variables | ||
| 2101 | integer :: i, j | ||
| 2102 | !! Loop index | ||
| 2103 | |||
| 2104 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1704 times.
|
1704 | if(as_graph)then |
| 2105 | ✗ | allocate(sample(size(input,1), batch_size)) | |
| 2106 | ✗ | do i = 1, size(input,1) | |
| 2107 | ✗ | do j = start_index, end_index, 1 | |
| 2108 | ✗ | sample(i, j - start_index + 1)%val = input(i, j)%val | |
| 2109 | end do | ||
| 2110 | end do | ||
| 2111 | else | ||
| 2112 |
40/76✗ Branch 0 not taken.
✓ Branch 1 taken 1704 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1704 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1704 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1704 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1704 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1704 times.
✓ Branch 18 taken 1704 times.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✓ Branch 21 taken 1704 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 1704 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 1704 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 1704 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 1704 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 1704 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 1704 times.
✓ Branch 40 taken 1704 times.
✗ Branch 41 not taken.
✗ Branch 42 not taken.
✓ Branch 43 taken 1704 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 1704 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 1704 times.
✗ Branch 48 not taken.
✓ Branch 49 taken 1704 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 1704 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 1704 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 1704 times.
✗ Branch 60 not taken.
✓ Branch 61 taken 1704 times.
✗ Branch 63 not taken.
✓ Branch 64 taken 1704 times.
✗ Branch 66 not taken.
✓ Branch 67 taken 1704 times.
✗ Branch 69 not taken.
✓ Branch 70 taken 1704 times.
✗ Branch 72 not taken.
✓ Branch 73 taken 1704 times.
✗ Branch 75 not taken.
✓ Branch 76 taken 1704 times.
✗ Branch 78 not taken.
✓ Branch 79 taken 1704 times.
✓ Branch 81 taken 1704 times.
✓ Branch 82 taken 1704 times.
✓ Branch 83 taken 1704 times.
✓ Branch 84 taken 1704 times.
✓ Branch 85 taken 1704 times.
✗ Branch 86 not taken.
✗ Branch 87 not taken.
✓ Branch 88 taken 1704 times.
✗ Branch 89 not taken.
✓ Branch 90 taken 1704 times.
✗ Branch 91 not taken.
✓ Branch 92 taken 1704 times.
✗ Branch 93 not taken.
✓ Branch 94 taken 1704 times.
✗ Branch 95 not taken.
✓ Branch 96 taken 1704 times.
✗ Branch 97 not taken.
✓ Branch 98 taken 1704 times.
|
5112 | allocate(sample(size(input,1), size(input,2))) |
| 2113 |
8/14✗ Branch 0 not taken.
✓ Branch 1 taken 1704 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1704 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1704 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1704 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1704 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1704 times.
✓ Branch 18 taken 1704 times.
✓ Branch 19 taken 1704 times.
|
3408 | do i = 1, size(input,1) |
| 2114 |
8/14✗ Branch 0 not taken.
✓ Branch 1 taken 1704 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1704 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1704 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1704 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1704 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1704 times.
✓ Branch 18 taken 1704 times.
✓ Branch 19 taken 1704 times.
|
5112 | do j = 1, size(input,2) |
| 2115 |
2/4✗ Branch 5 not taken.
✓ Branch 6 taken 1704 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1704 times.
|
3408 | call sample(i,j)%allocate(array_shape=[input(i,j)%shape, & |
| 2116 |
16/28✗ Branch 0 not taken.
✓ Branch 1 taken 1704 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 1704 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1704 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1704 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 1704 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1704 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1704 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1704 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1704 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1704 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 1704 times.
✓ Branch 27 taken 1704 times.
✓ Branch 28 taken 1704 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 1704 times.
✓ Branch 31 taken 3408 times.
✓ Branch 32 taken 1704 times.
|
10224 | end_index - start_index + 1]) |
| 2117 |
23/44✗ Branch 0 not taken.
✓ Branch 1 taken 1704 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1704 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1704 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1704 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1704 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1704 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1704 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1704 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 1704 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 1704 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 1704 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 1704 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 1704 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 1704 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 1704 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 1704 times.
✓ Branch 48 taken 1704 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 1704 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 1704 times.
✗ Branch 53 not taken.
✗ Branch 54 not taken.
✗ Branch 55 not taken.
✓ Branch 56 taken 1705 times.
✓ Branch 57 taken 1704 times.
✓ Branch 58 taken 5115 times.
✓ Branch 59 taken 1705 times.
|
10228 | sample(i,j)%val = input(i,j)%val(:,start_index:end_index) |
| 2118 | end do | ||
| 2119 | end do | ||
| 2120 | end if | ||
| 2121 | |||
| 2122 | 1704 | end function get_sample_array | |
| 2123 | !------------------------------------------------------------------------------- | ||
| 2124 | ✗ | module function get_sample_graph1d( & | |
| 2125 | ✗ | input, start_index, end_index, batch_size & | |
| 2126 | ✗ | ) result(sample) | |
| 2127 | !! Get samples of batch size from a graph | ||
| 2128 | implicit none | ||
| 2129 | |||
| 2130 | ! Arguments | ||
| 2131 | integer, intent(in) :: start_index, end_index | ||
| 2132 | !! Start and end indices | ||
| 2133 | integer, intent(in) :: batch_size | ||
| 2134 | !! Batch size | ||
| 2135 | class(graph_type), dimension(:), intent(in) :: input | ||
| 2136 | !! Input array | ||
| 2137 | |||
| 2138 | type(graph_type), dimension(1, batch_size) :: sample | ||
| 2139 | !! Sample array | ||
| 2140 | |||
| 2141 | ✗ | sample(1,1:batch_size) = input(start_index:end_index) | |
| 2142 | |||
| 2143 | ✗ | end function get_sample_graph1d | |
| 2144 | !------------------------------------------------------------------------------- | ||
| 2145 | 12 | module function get_sample_graph2d( & | |
| 2146 |
1/2✓ Branch 0 taken 12 times.
✗ Branch 1 not taken.
|
12 | input, start_index, end_index, batch_size & |
| 2147 |
22/48✓ Branch 0 taken 12 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 12 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 12 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 12 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 12 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 12 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 12 times.
✓ Branch 20 taken 12 times.
✓ Branch 21 taken 12 times.
✓ Branch 22 taken 12 times.
✓ Branch 23 taken 12 times.
✓ Branch 24 taken 12 times.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✓ Branch 27 taken 12 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 12 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 12 times.
✗ Branch 32 not taken.
✓ Branch 33 taken 12 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 12 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 12 times.
✗ Branch 38 not taken.
✓ Branch 39 taken 12 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 12 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 12 times.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✗ Branch 46 not taken.
✗ Branch 47 not taken.
✗ Branch 48 not taken.
✓ Branch 49 taken 12 times.
✗ Branch 50 not taken.
✗ Branch 51 not taken.
✗ Branch 52 not taken.
✗ Branch 53 not taken.
|
48 | ) result(sample) |
| 2148 | !! Get samples of batch size from a graph | ||
| 2149 | implicit none | ||
| 2150 | |||
| 2151 | ! Arguments | ||
| 2152 | integer, intent(in) :: start_index, end_index | ||
| 2153 | !! Start and end indices | ||
| 2154 | integer, intent(in) :: batch_size | ||
| 2155 | !! Batch size | ||
| 2156 | class(graph_type), dimension(:,:), intent(in) :: input | ||
| 2157 | !! Input array | ||
| 2158 | |||
| 2159 |
6/12✗ Branch 0 not taken.
✓ Branch 1 taken 12 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 12 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 12 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 12 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 12 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 12 times.
|
12 | type(graph_type), dimension(size(input,1), batch_size) :: sample |
| 2160 | !! Sample array | ||
| 2161 | |||
| 2162 |
47/110✗ Branch 0 not taken.
✓ Branch 1 taken 12 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 12 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 12 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 12 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 12 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 12 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 12 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 12 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 12 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 12 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 12 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 12 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 12 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 12 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 12 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 12 times.
✗ Branch 48 not taken.
✓ Branch 49 taken 12 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 12 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 12 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 12 times.
✗ Branch 60 not taken.
✓ Branch 61 taken 12 times.
✓ Branch 63 taken 12 times.
✓ Branch 64 taken 12 times.
✓ Branch 65 taken 12 times.
✓ Branch 66 taken 12 times.
✓ Branch 67 taken 12 times.
✗ Branch 68 not taken.
✗ Branch 69 not taken.
✓ Branch 70 taken 12 times.
✗ Branch 71 not taken.
✓ Branch 72 taken 12 times.
✗ Branch 73 not taken.
✓ Branch 74 taken 12 times.
✓ Branch 75 taken 12 times.
✗ Branch 76 not taken.
✓ Branch 77 taken 12 times.
✗ Branch 78 not taken.
✓ Branch 79 taken 12 times.
✗ Branch 80 not taken.
✓ Branch 81 taken 12 times.
✗ Branch 82 not taken.
✓ Branch 83 taken 12 times.
✗ Branch 84 not taken.
✗ Branch 85 not taken.
✓ Branch 86 taken 12 times.
✗ Branch 87 not taken.
✗ Branch 88 not taken.
✗ Branch 89 not taken.
✗ Branch 90 not taken.
✗ Branch 91 not taken.
✓ Branch 92 taken 12 times.
✗ Branch 93 not taken.
✗ Branch 94 not taken.
✗ Branch 95 not taken.
✗ Branch 96 not taken.
✓ Branch 97 taken 12 times.
✗ Branch 98 not taken.
✗ Branch 99 not taken.
✓ Branch 100 taken 12 times.
✗ Branch 101 not taken.
✓ Branch 102 taken 12 times.
✗ Branch 103 not taken.
✓ Branch 104 taken 12 times.
✗ Branch 105 not taken.
✓ Branch 106 taken 12 times.
✗ Branch 107 not taken.
✓ Branch 108 taken 12 times.
✗ Branch 109 not taken.
✓ Branch 110 taken 12 times.
✗ Branch 111 not taken.
✓ Branch 112 taken 12 times.
✗ Branch 113 not taken.
✓ Branch 114 taken 12 times.
✗ Branch 115 not taken.
✓ Branch 116 taken 12 times.
✗ Branch 117 not taken.
✗ Branch 118 not taken.
✗ Branch 119 not taken.
✗ Branch 120 not taken.
✗ Branch 121 not taken.
✗ Branch 122 not taken.
✗ Branch 123 not taken.
✓ Branch 124 taken 12 times.
✗ Branch 125 not taken.
✗ Branch 126 not taken.
✗ Branch 127 not taken.
✗ Branch 128 not taken.
✗ Branch 129 not taken.
✗ Branch 130 not taken.
|
36 | sample(1:size(input,1),1:batch_size) = input(:,start_index:end_index) |
| 2163 | |||
| 2164 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 12 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 12 times.
✓ Branch 6 taken 12 times.
✓ Branch 7 taken 12 times.
|
36 | end function get_sample_graph2d |
| 2165 | !############################################################################### | ||
| 2166 | |||
| 2167 | |||
| 2168 | !############################################################################### | ||
| 2169 | 59 | pure module function get_num_params(this) result(num_params) | |
| 2170 | !! Get the number of learnable parameters in the network | ||
| 2171 | implicit none | ||
| 2172 | |||
| 2173 | ! Arguments | ||
| 2174 | class(network_type), intent(in) :: this | ||
| 2175 | !! Instance of network | ||
| 2176 | integer :: num_params | ||
| 2177 | !! Number of parameters | ||
| 2178 | |||
| 2179 | ! Local variables | ||
| 2180 | integer :: l, i | ||
| 2181 | !! Loop index | ||
| 2182 | |||
| 2183 | 59 | num_params = 0 | |
| 2184 |
2/2✓ Branch 0 taken 153 times.
✓ Branch 1 taken 59 times.
|
212 | do l = 1, this%num_layers |
| 2185 | 59 | select type(current => this%model(l)%layer) | |
| 2186 | class is(learnable_layer_type) | ||
| 2187 |
2/2✓ Branch 0 taken 161 times.
✓ Branch 1 taken 85 times.
|
246 | do i = 1, size(current%params) |
| 2188 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 161 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 161 times.
|
246 | num_params = num_params + size(current%params(i)%val, 1) |
| 2189 | end do | ||
| 2190 | end select | ||
| 2191 | end do | ||
| 2192 | |||
| 2193 | 59 | end function get_num_params | |
| 2194 | !############################################################################### | ||
| 2195 | |||
| 2196 | |||
| 2197 | !############################################################################### | ||
| 2198 |
1/2✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
|
3 | pure module function get_params(this) result(params) |
| 2199 | !! Get learnable parameters | ||
| 2200 | implicit none | ||
| 2201 | |||
| 2202 | ! Arguments | ||
| 2203 | class(network_type), intent(in) :: this | ||
| 2204 | !! Instance of network | ||
| 2205 | real(real32), dimension(this%num_params) :: params | ||
| 2206 | !! Parameters | ||
| 2207 | |||
| 2208 | ! Local variables | ||
| 2209 | integer :: l, i, start_idx, end_idx | ||
| 2210 | !! Loop index | ||
| 2211 | |||
| 2212 | 3 | start_idx = 0 | |
| 2213 | 3 | end_idx = 0 | |
| 2214 |
2/2✓ Branch 0 taken 7 times.
✓ Branch 1 taken 3 times.
|
10 | do l = 1, this%num_layers |
| 2215 | 3 | select type(current => this%model(l)%layer) | |
| 2216 | class is(learnable_layer_type) | ||
| 2217 |
2/2✓ Branch 0 taken 7 times.
✓ Branch 1 taken 4 times.
|
11 | do i = 1, size(current%params) |
| 2218 | 7 | start_idx = end_idx + 1 | |
| 2219 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 7 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 7 times.
|
7 | end_idx = end_idx + size(current%params(i)%val, 1) |
| 2220 |
15/28✗ Branch 0 not taken.
✓ Branch 1 taken 7 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 7 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 7 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 7 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 7 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 7 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 7 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 7 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 7 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 7 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 7 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 7 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 7 times.
✓ Branch 39 taken 476 times.
✓ Branch 40 taken 7 times.
|
487 | params(start_idx:end_idx) = current%params(i)%val(:,1) |
| 2221 | end do | ||
| 2222 | end select | ||
| 2223 | end do | ||
| 2224 | |||
| 2225 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | end function get_params |
| 2226 | !############################################################################### | ||
| 2227 | |||
| 2228 | |||
| 2229 | !############################################################################### | ||
| 2230 | ✗ | module subroutine set_params(this, params) | |
| 2231 | !! Set learnable parameters | ||
| 2232 | implicit none | ||
| 2233 | |||
| 2234 | ! Arguments | ||
| 2235 | class(network_type), intent(inout) :: this | ||
| 2236 | !! Instance of network | ||
| 2237 | real(real32), dimension(this%num_params), intent(in) :: params | ||
| 2238 | !! Parameters | ||
| 2239 | |||
| 2240 | ! Local variables | ||
| 2241 | integer :: l, i, start_idx, end_idx | ||
| 2242 | !! Loop index | ||
| 2243 | |||
| 2244 | ✗ | start_idx = 0 | |
| 2245 | ✗ | end_idx = 0 | |
| 2246 | ✗ | do l = 1, this%num_layers | |
| 2247 | ✗ | select type(current => this%model(l)%layer) | |
| 2248 | class is(learnable_layer_type) | ||
| 2249 | ✗ | do i = 1, size(current%params) | |
| 2250 | ✗ | start_idx = end_idx + 1 | |
| 2251 | ✗ | end_idx = end_idx + size(current%params(i)%val, 1) | |
| 2252 | ✗ | current%params(i)%val(:,1) = params(start_idx:end_idx) | |
| 2253 | end do | ||
| 2254 | ! call current%set_params(params(start_idx:end_idx)) | ||
| 2255 | end select | ||
| 2256 | end do | ||
| 2257 | |||
| 2258 | ✗ | end subroutine set_params | |
| 2259 | !############################################################################### | ||
| 2260 | |||
| 2261 | |||
| 2262 | !############################################################################### | ||
| 2263 | ✗ | pure module function get_gradients(this) result(gradients) | |
| 2264 | !! Get gradients | ||
| 2265 | implicit none | ||
| 2266 | |||
| 2267 | ! Arguments | ||
| 2268 | class(network_type), intent(in) :: this | ||
| 2269 | !! Instance of network | ||
| 2270 | real(real32), dimension(this%num_params) :: gradients | ||
| 2271 | !! Gradients | ||
| 2272 | |||
| 2273 | ! Local variables | ||
| 2274 | integer :: l, i, start_idx, end_idx | ||
| 2275 | !! Loop index | ||
| 2276 | |||
| 2277 | ✗ | start_idx = 0 | |
| 2278 | ✗ | end_idx = 0 | |
| 2279 | ✗ | do l = 1, this%num_layers | |
| 2280 | ✗ | select type(current => this%model(l)%layer) | |
| 2281 | class is(learnable_layer_type) | ||
| 2282 | ✗ | do i = 1, size(current%params) | |
| 2283 | ✗ | if(associated(current%params(i)%grad))then | |
| 2284 | ✗ | start_idx = end_idx + 1 | |
| 2285 | ✗ | end_idx = end_idx + size(current%params(i)%val, 1) | |
| 2286 | ✗ | gradients(start_idx:end_idx) = [ & | |
| 2287 | ✗ | sum(current%params(i)%grad%val, dim=2) / & | |
| 2288 | ✗ | real(size(current%params(i)%grad%val, dim=2), real32) & | |
| 2289 | ✗ | ] | |
| 2290 | end if | ||
| 2291 | end do | ||
| 2292 | end select | ||
| 2293 | end do | ||
| 2294 | ✗ | call this%optimiser%clip_dict%apply(size(gradients),gradients) | |
| 2295 | |||
| 2296 | ✗ | end function get_gradients | |
| 2297 | !############################################################################### | ||
| 2298 | |||
| 2299 | |||
| 2300 | !############################################################################### | ||
| 2301 | ✗ | module subroutine set_gradients(this, gradients) | |
| 2302 | !! Set gradients | ||
| 2303 | implicit none | ||
| 2304 | |||
| 2305 | ! Arguments | ||
| 2306 | class(network_type), intent(inout) :: this | ||
| 2307 | !! Instance of network | ||
| 2308 | real(real32), dimension(..), intent(in) :: gradients | ||
| 2309 | !! Gradients | ||
| 2310 | |||
| 2311 | ! Local variables | ||
| 2312 | integer :: l, start_idx, end_idx | ||
| 2313 | !! Loop index | ||
| 2314 | |||
| 2315 | ✗ | start_idx = 0 | |
| 2316 | ✗ | end_idx = 0 | |
| 2317 | ✗ | do l = 1, this%num_layers | |
| 2318 | ✗ | select type(current => this%model(l)%layer) | |
| 2319 | class is(learnable_layer_type) | ||
| 2320 | ✗ | start_idx = end_idx + 1 | |
| 2321 | ✗ | end_idx = end_idx + current%num_params | |
| 2322 | ✗ | select rank(gradients) | |
| 2323 | rank(0) | ||
| 2324 | ✗ | call current%set_gradients(gradients) | |
| 2325 | rank(1) | ||
| 2326 | ✗ | call current%set_gradients(gradients(start_idx:end_idx)) | |
| 2327 | end select | ||
| 2328 | end select | ||
| 2329 | end do | ||
| 2330 | |||
| 2331 | ✗ | end subroutine set_gradients | |
| 2332 | !############################################################################### | ||
| 2333 | |||
| 2334 | |||
| 2335 | !############################################################################### | ||
| 2336 | 1114 | module subroutine reset_gradients(this) | |
| 2337 | !! Reset gradients | ||
| 2338 | implicit none | ||
| 2339 | |||
| 2340 | ! Arguments | ||
| 2341 | class(network_type), intent(inout) :: this | ||
| 2342 | !! Instance of network | ||
| 2343 | |||
| 2344 | ! Local variables | ||
| 2345 | integer :: l, i | ||
| 2346 | !! Loop index | ||
| 2347 | |||
| 2348 |
2/2✓ Branch 0 taken 3330 times.
✓ Branch 1 taken 1114 times.
|
4444 | do l = 1, this%num_layers |
| 2349 | 1114 | select type(current => this%model(l)%layer) | |
| 2350 | class is(learnable_layer_type) | ||
| 2351 |
2/2✓ Branch 0 taken 4427 times.
✓ Branch 1 taken 2216 times.
|
6643 | do i = 1, size(current%params) |
| 2352 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
|
6643 | call current%params(i)%zero_grad() |
| 2353 | end do | ||
| 2354 | end select | ||
| 2355 | end do | ||
| 2356 | |||
| 2357 | 1114 | end subroutine reset_gradients | |
| 2358 | !############################################################################### | ||
| 2359 | |||
| 2360 | |||
| 2361 | !############################################################################### | ||
| 2362 | ✗ | module function get_output_shape(this) result(output_shape) | |
| 2363 | !! Get the output of the network | ||
| 2364 | implicit none | ||
| 2365 | |||
| 2366 | ! Arguments | ||
| 2367 | class(network_type), intent(in) :: this | ||
| 2368 | !! Instance of network | ||
| 2369 | integer, dimension(2) :: output_shape | ||
| 2370 | !! Output shape | ||
| 2371 | |||
| 2372 | ! Local variables | ||
| 2373 | integer :: i, layer_idx | ||
| 2374 | !! Loop indices | ||
| 2375 | |||
| 2376 | |||
| 2377 | ! array data: [ layer idx, empty ] | ||
| 2378 | ! graph data: [ vertex/edge idx, sample idx] | ||
| 2379 | |||
| 2380 | ✗ | if(this%use_graph_output)then | |
| 2381 | ✗ | output_shape = [2, this%batch_size] | |
| 2382 | ✗ | do i = 1, size(this%leaf_vertices,1), 1 | |
| 2383 | ✗ | layer_idx = this%auto_graph%vertex(this%leaf_vertices(i))%id | |
| 2384 | ✗ | if(size(this%model(layer_idx)%layer%output,2).ne.this%batch_size)then | |
| 2385 | call stop_program( & | ||
| 2386 | "Inconsistent batch size in output layers" & | ||
| 2387 | ✗ | ) | |
| 2388 | ✗ | return | |
| 2389 | end if | ||
| 2390 | output_shape(1) = output_shape(1) + & | ||
| 2391 | ✗ | size( this%model(layer_idx)%layer%output, 1 ) | |
| 2392 | end do | ||
| 2393 | else | ||
| 2394 | ✗ | output_shape = [0, 1] | |
| 2395 | ✗ | do i = 1, size(this%leaf_vertices,1) | |
| 2396 | ✗ | layer_idx = this%auto_graph%vertex(this%leaf_vertices(i))%id | |
| 2397 | ✗ | if(size(this%model(layer_idx)%layer%output,2).ne.1)then | |
| 2398 | call stop_program( & | ||
| 2399 | "Inconsistent size of dimension 2 in output layers" & | ||
| 2400 | ✗ | ) | |
| 2401 | ✗ | return | |
| 2402 | end if | ||
| 2403 | output_shape(1) = & | ||
| 2404 | ✗ | output_shape(1) + size( this%model(layer_idx)%layer%output, 1 ) | |
| 2405 | end do | ||
| 2406 | end if | ||
| 2407 | |||
| 2408 | ✗ | end function get_output_shape | |
| 2409 | !------------------------------------------------------------------------------- | ||
| 2410 | 3 | module function get_output(this) result(output) | |
| 2411 | !! Get the output of the network | ||
| 2412 | implicit none | ||
| 2413 | |||
| 2414 | ! Arguments | ||
| 2415 | class(network_type), intent(in) :: this | ||
| 2416 | !! Instance of network | ||
| 2417 | type(array_type), dimension(:,:), allocatable :: output | ||
| 2418 | !! Output | ||
| 2419 | |||
| 2420 | ! Local variables | ||
| 2421 | integer :: i, start_idx, end_idx, layer_idx, output_id | ||
| 2422 | !! Loop indices | ||
| 2423 | integer, dimension(2) :: output_shape | ||
| 2424 | !! Output shape | ||
| 2425 | 3 | integer, dimension(this%num_outputs) :: output_ids | |
| 2426 | !! Output IDs | ||
| 2427 | |||
| 2428 | |||
| 2429 | ! array data: [ layer idx, empty ] | ||
| 2430 | ! graph data: [ vertex/edge idx, sample idx] | ||
| 2431 | |||
| 2432 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | if(this%use_graph_output)then |
| 2433 | ✗ | output_shape = [2, this%batch_size] | |
| 2434 | ✗ | do i = 1, size(this%leaf_vertices,1), 1 | |
| 2435 | ✗ | layer_idx = this%auto_graph%vertex(this%leaf_vertices(i))%id | |
| 2436 | ✗ | if(size(this%model(layer_idx)%layer%output,2).ne.this%batch_size)then | |
| 2437 | call stop_program( & | ||
| 2438 | "Inconsistent batch size in output layers" & | ||
| 2439 | ✗ | ) | |
| 2440 | ✗ | return | |
| 2441 | end if | ||
| 2442 | ✗ | output_id = this%model(layer_idx)%layer%id | |
| 2443 | ✗ | output_ids(output_id) = size( this%model(layer_idx)%layer%output, 1 ) | |
| 2444 | ✗ | output_shape(1) = output_shape(1) + output_ids(output_id) | |
| 2445 | end do | ||
| 2446 | ✗ | allocate(output(output_shape(1), output_shape(2))) | |
| 2447 | ✗ | do i = 1, size(this%leaf_vertices,1) | |
| 2448 | ✗ | layer_idx = this%auto_graph%vertex(this%leaf_vertices(i))%id | |
| 2449 | ✗ | output_id = sum(output_ids(1:this%model(layer_idx)%layer%id-1)) + 1 | |
| 2450 | ✗ | output(output_id,:) = this%model(layer_idx)%layer%output(1,:) | |
| 2451 | ✗ | if(output_ids(this%model(layer_idx)%layer%id).gt.1)then | |
| 2452 | ✗ | output(output_id+1,:) = this%model(layer_idx)%layer%output(2,:) | |
| 2453 | end if | ||
| 2454 | end do | ||
| 2455 | else | ||
| 2456 | 3 | output_shape = [0, 1] | |
| 2457 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 3 times.
|
6 | do i = 1, size(this%leaf_vertices,1) |
| 2458 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
|
3 | layer_idx = this%auto_graph%vertex(this%leaf_vertices(i))%id |
| 2459 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
|
3 | if(size(this%model(layer_idx)%layer%output,2).ne.1)then |
| 2460 | call stop_program( & | ||
| 2461 | "Inconsistent size of dimension 2 in output layers" & | ||
| 2462 | ✗ | ) | |
| 2463 | ✗ | return | |
| 2464 | end if | ||
| 2465 | output_shape(1) = & | ||
| 2466 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
|
3 | output_shape(1) + size( this%model(layer_idx)%layer%output, 1 ) |
| 2467 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
|
3 | output_id = this%model(layer_idx)%layer%id |
| 2468 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
|
6 | output_ids(output_id) = size( this%model(layer_idx)%layer%output, 1 ) |
| 2469 | end do | ||
| 2470 |
28/52✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✓ Branch 4 taken 3 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 3 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 3 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 3 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 3 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 3 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 3 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 3 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 3 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 3 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 3 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 3 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 3 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 3 times.
✓ Branch 45 taken 3 times.
✓ Branch 46 taken 3 times.
✓ Branch 47 taken 3 times.
✓ Branch 48 taken 3 times.
✓ Branch 49 taken 3 times.
✗ Branch 50 not taken.
✗ Branch 51 not taken.
✓ Branch 52 taken 3 times.
✗ Branch 53 not taken.
✓ Branch 54 taken 3 times.
✗ Branch 55 not taken.
✓ Branch 56 taken 3 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 3 times.
✗ Branch 59 not taken.
✓ Branch 60 taken 3 times.
✗ Branch 61 not taken.
✓ Branch 62 taken 3 times.
|
9 | allocate(output(output_shape(1), output_shape(2))) |
| 2471 | 3 | start_idx = 1 | |
| 2472 | 3 | end_idx = 0 | |
| 2473 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 3 times.
|
6 | do i = 1, size(this%leaf_vertices,1) |
| 2474 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
|
3 | layer_idx = this%auto_graph%vertex(this%leaf_vertices(i))%id |
| 2475 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
|
3 | output_id = this%model(layer_idx)%layer%id |
| 2476 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
|
3 | end_idx = end_idx + output_ids(output_id) |
| 2477 |
31/60✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 3 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 3 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 3 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 3 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 3 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 3 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 3 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 3 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 3 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 3 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 3 times.
✓ Branch 46 taken 3 times.
✓ Branch 47 taken 3 times.
✓ Branch 48 taken 3 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 3 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 3 times.
✗ Branch 53 not taken.
✗ Branch 54 not taken.
✓ Branch 55 taken 3 times.
✗ Branch 56 not taken.
✓ Branch 57 taken 3 times.
✗ Branch 58 not taken.
✓ Branch 59 taken 3 times.
✗ Branch 60 not taken.
✓ Branch 61 taken 3 times.
✓ Branch 62 taken 3 times.
✗ Branch 63 not taken.
✗ Branch 64 not taken.
✓ Branch 65 taken 3 times.
✗ Branch 66 not taken.
✓ Branch 67 taken 3 times.
✗ Branch 68 not taken.
✓ Branch 69 taken 3 times.
✗ Branch 70 not taken.
✓ Branch 71 taken 3 times.
✗ Branch 72 not taken.
✓ Branch 73 taken 3 times.
✗ Branch 74 not taken.
✓ Branch 75 taken 3 times.
|
6 | output(start_idx:end_idx,1) = this%model(layer_idx)%layer%output(:,1) |
| 2478 | 6 | start_idx = end_idx + 1 | |
| 2479 | end do | ||
| 2480 | end if | ||
| 2481 | |||
| 2482 | 3 | end function get_output | |
| 2483 | !------------------------------------------------------------------------------- | ||
| 2484 | 2 | module subroutine extract_output_real(this, output) | |
| 2485 | !! Get the output of the network as real array | ||
| 2486 | implicit none | ||
| 2487 | |||
| 2488 | ! Arguments | ||
| 2489 | class(network_type), intent(in) :: this | ||
| 2490 | ! Instance of network | ||
| 2491 | real(real32), dimension(..), allocatable, intent(out) :: output | ||
| 2492 | !! Output | ||
| 2493 | |||
| 2494 | ! Local variables | ||
| 2495 | integer :: layer_id | ||
| 2496 | !! Layer ID | ||
| 2497 | character(len=10) :: rank_str | ||
| 2498 | !! String for rank | ||
| 2499 | |||
| 2500 | ! check if number of leaf vertices is 1 | ||
| 2501 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
|
2 | if(size(this%leaf_vertices,1).gt.1)then |
| 2502 | call print_warning("Output extraction to real array only works for single & | ||
| 2503 | ✗ | &output networks") | |
| 2504 | ✗ | return | |
| 2505 | end if | ||
| 2506 | |||
| 2507 | ! Get output from the first (and only) leaf vertex | ||
| 2508 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 2 times.
|
2 | layer_id = this%auto_graph%vertex(this%leaf_vertices(1))%id |
| 2509 |
7/14✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 2 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 2 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 2 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 2 times.
|
2 | call this%model(layer_id)%layer%output(1,1)%extract(output) |
| 2510 | |||
| 2511 | end subroutine extract_output_real | ||
| 2512 | !############################################################################### | ||
| 2513 | |||
| 2514 | |||
| 2515 | !##############################################################################! | ||
| 2516 | ! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ! | ||
| 2517 | !##############################################################################! | ||
| 2518 | |||
| 2519 | |||
| 2520 | !############################################################################### | ||
| 2521 |
1/2✓ Branch 0 taken 1716 times.
✗ Branch 1 not taken.
|
1716 | module function accuracy_eval(this, output, start_index, end_index) & |
| 2522 | result(accuracy) | ||
| 2523 | !! Get the loss for the output | ||
| 2524 | implicit none | ||
| 2525 | |||
| 2526 | ! Arguments | ||
| 2527 | class(network_type), intent(in) :: this | ||
| 2528 | !! Instance of network | ||
| 2529 | class(*), dimension(:,:), intent(in) :: output | ||
| 2530 | !! Output | ||
| 2531 | integer, intent(in) :: start_index, end_index | ||
| 2532 | !! Start and end batch indices | ||
| 2533 | |||
| 2534 | real(real32) :: accuracy | ||
| 2535 | !! Loss value | ||
| 2536 | |||
| 2537 | ! Local variables | ||
| 2538 | integer :: s, s_idx | ||
| 2539 | !! Loop index | ||
| 2540 | |||
| 2541 | 1716 | accuracy = 0._real32 | |
| 2542 | ✗ | select type(output) | |
| 2543 | type is(graph_type) | ||
| 2544 |
9/16✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 6 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 6 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 6 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 6 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 6 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 6 times.
✓ Branch 14 taken 6 times.
✓ Branch 15 taken 6 times.
|
12 | do s = start_index, end_index, 1 |
| 2545 | 6 | s_idx = s - start_index + 1 | |
| 2546 | accuracy = accuracy + sum( this%get_accuracy( & | ||
| 2547 | 48 | this%model(this%leaf_vertices(1))%layer%output(1,s_idx)%val, & | |
| 2548 | ✗ | output(1,s)%vertex_features & | |
| 2549 |
23/44✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 6 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 6 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 6 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 6 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 6 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 6 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 6 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 6 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 6 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 6 times.
✗ Branch 32 not taken.
✓ Branch 33 taken 6 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 6 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 6 times.
✗ Branch 38 not taken.
✓ Branch 39 taken 6 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 6 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 6 times.
✓ Branch 45 taken 30 times.
✓ Branch 46 taken 6 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 6 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 6 times.
✗ Branch 53 not taken.
✓ Branch 54 taken 6 times.
|
36 | ) ) / output(1,s)%num_vertices |
| 2550 |
5/10✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 6 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 6 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 6 times.
|
6 | if( & |
| 2551 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
|
6 | this%model(this%leaf_vertices(1))%layer%output_shape(2).gt.0 & |
| 2552 | 6 | )then | |
| 2553 | accuracy = accuracy + sum( this%get_accuracy( & | ||
| 2554 | ✗ | this%model(this%leaf_vertices(1))%layer%output(2,s_idx)%val, & | |
| 2555 | ✗ | output(1,s)%edge_features & | |
| 2556 | ✗ | ) ) / output(1,s)%num_edges | |
| 2557 | end if | ||
| 2558 | end do | ||
| 2559 | type is(real(real32)) | ||
| 2560 | accuracy = sum( & | ||
| 2561 | this%get_accuracy( & | ||
| 2562 | 16 | this%model(this%leaf_vertices(1))%layer%output(1,1)%val, & | |
| 2563 | ✗ | output(:,start_index:end_index:1) & | |
| 2564 |
31/60✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 2 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 2 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 2 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 2 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 2 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 2 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 2 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 2 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 2 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 2 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 2 times.
✗ Branch 32 not taken.
✓ Branch 33 taken 2 times.
✗ Branch 35 not taken.
✓ Branch 36 taken 2 times.
✗ Branch 38 not taken.
✓ Branch 39 taken 2 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 2 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 2 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 2 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 2 times.
✗ Branch 48 not taken.
✓ Branch 49 taken 2 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 2 times.
✗ Branch 52 not taken.
✓ Branch 53 taken 2 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 2 times.
✗ Branch 56 not taken.
✓ Branch 57 taken 2 times.
✗ Branch 58 not taken.
✓ Branch 59 taken 2 times.
✗ Branch 60 not taken.
✓ Branch 61 taken 2 times.
✗ Branch 62 not taken.
✓ Branch 63 taken 2 times.
✗ Branch 64 not taken.
✓ Branch 65 taken 2 times.
✓ Branch 67 taken 2 times.
✓ Branch 68 taken 2 times.
|
4 | )) |
| 2565 | type is(integer) | ||
| 2566 | accuracy = sum( & | ||
| 2567 | this%get_accuracy( & | ||
| 2568 | ✗ | this%model(this%leaf_vertices(1))%layer%output(1,1)%val, & | |
| 2569 | ✗ | real(output(:,start_index:end_index:1),real32) & | |
| 2570 | ✗ | )) | |
| 2571 | class is(array_type) | ||
| 2572 | accuracy = sum( & | ||
| 2573 | this%get_accuracy( & | ||
| 2574 | 13664 | this%model(this%leaf_vertices(1))%layer%output(1,1)%val, & | |
| 2575 | ✗ | output(1,1)%val(:,start_index:end_index:1) & | |
| 2576 |
36/70✗ Branch 0 not taken.
✓ Branch 1 taken 1708 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 1708 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1708 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1708 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 1708 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1708 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1708 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 1708 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 1708 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 1708 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 1708 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 1708 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 1708 times.
✗ Branch 32 not taken.
✓ Branch 33 taken 1708 times.
✗ Branch 35 not taken.
✓ Branch 36 taken 1708 times.
✗ Branch 38 not taken.
✓ Branch 39 taken 1708 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 1708 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 1708 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 1708 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 1708 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 1708 times.
✗ Branch 52 not taken.
✓ Branch 53 taken 1708 times.
✗ Branch 55 not taken.
✓ Branch 56 taken 1708 times.
✗ Branch 58 not taken.
✓ Branch 59 taken 1708 times.
✗ Branch 61 not taken.
✓ Branch 62 taken 1708 times.
✗ Branch 64 not taken.
✓ Branch 65 taken 1708 times.
✗ Branch 67 not taken.
✓ Branch 68 taken 1708 times.
✗ Branch 70 not taken.
✓ Branch 71 taken 1708 times.
✗ Branch 72 not taken.
✓ Branch 73 taken 1708 times.
✗ Branch 74 not taken.
✓ Branch 75 taken 1708 times.
✗ Branch 76 not taken.
✓ Branch 77 taken 1708 times.
✗ Branch 78 not taken.
✓ Branch 79 taken 1708 times.
✗ Branch 80 not taken.
✓ Branch 81 taken 1708 times.
✗ Branch 82 not taken.
✓ Branch 83 taken 1708 times.
✓ Branch 85 taken 1709 times.
✓ Branch 86 taken 1708 times.
|
3417 | )) |
| 2577 | end select | ||
| 2578 | 1716 | accuracy = accuracy / real(end_index - start_index + 1, real32) | |
| 2579 | |||
| 2580 | 1716 | end function accuracy_eval | |
| 2581 | !############################################################################### | ||
| 2582 | |||
| 2583 | |||
| 2584 | !############################################################################### | ||
| 2585 | 1718 | module function loss_eval(this, start_index, end_index) result(loss) | |
| 2586 | !! Get the loss for the output | ||
| 2587 | implicit none | ||
| 2588 | |||
| 2589 | ! Arguments | ||
| 2590 | class(network_type), intent(inout), target :: this | ||
| 2591 | !! Instance of network | ||
| 2592 | integer, intent(in) :: start_index, end_index | ||
| 2593 | !! Start and end batch indices | ||
| 2594 | |||
| 2595 | type(array_type), pointer :: loss | ||
| 2596 | !! Loss value | ||
| 2597 | |||
| 2598 | ! Local variables | ||
| 2599 | integer :: i, s | ||
| 2600 | !! Loop index | ||
| 2601 | 1718 | type(array_type), pointer :: expected(:,:), predicted(:,:) | |
| 2602 | |||
| 2603 | |||
| 2604 | 1718 | if(this%use_graph_output)then | |
| 2605 | expected(1:2, 1: end_index - start_index + 1) => & | ||
| 2606 |
9/18✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 6 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 6 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 6 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 6 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 6 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 6 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 6 times.
|
6 | this%expected_array( :, start_index:end_index ) |
| 2607 | else | ||
| 2608 |
27/50✓ Branch 0 taken 1712 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 1712 times.
✓ Branch 4 taken 1712 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1712 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 1712 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1712 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1712 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1712 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1712 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1712 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 1712 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 1712 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 1712 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 1712 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 1712 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 1712 times.
✓ Branch 42 taken 1712 times.
✓ Branch 43 taken 1712 times.
✓ Branch 44 taken 1712 times.
✓ Branch 45 taken 1712 times.
✓ Branch 46 taken 1712 times.
✗ Branch 47 not taken.
✗ Branch 48 not taken.
✓ Branch 49 taken 1712 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 1712 times.
✗ Branch 52 not taken.
✓ Branch 53 taken 1712 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 1712 times.
✗ Branch 56 not taken.
✓ Branch 57 taken 1712 times.
✗ Branch 58 not taken.
✓ Branch 59 taken 1712 times.
|
5136 | allocate(expected(size(this%expected_array,1), size(this%expected_array,2))) |
| 2609 |
2/2✓ Branch 0 taken 1712 times.
✓ Branch 1 taken 1712 times.
|
3424 | do s = 1, size(this%expected_array,2) |
| 2610 |
2/2✓ Branch 0 taken 1712 times.
✓ Branch 1 taken 1712 times.
|
5136 | do i = 1, size(this%expected_array,1) |
| 2611 | ✗ | call expected(i,s)%allocate( & | |
| 2612 | 13696 | array_shape = [ & | |
| 2613 | this%expected_array(i,s)%shape, & | ||
| 2614 | 6848 | size(this%expected_array(i,s)%val,2) & | |
| 2615 | ] & | ||
| 2616 |
22/40✗ Branch 0 not taken.
✓ Branch 1 taken 1712 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 1712 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1712 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1712 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 1712 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 1712 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 1712 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 1712 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 1712 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 1712 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 1712 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 1712 times.
✗ Branch 32 not taken.
✓ Branch 33 taken 1712 times.
✓ Branch 35 taken 1712 times.
✓ Branch 36 taken 1712 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 1712 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 1712 times.
✗ Branch 43 not taken.
✓ Branch 44 taken 1712 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 1712 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 1712 times.
✓ Branch 51 taken 3424 times.
✓ Branch 52 taken 1712 times.
|
6848 | ) |
| 2617 | ✗ | expected(i,s)%val = this%expected_array(i,s)%val(:, & | |
| 2618 |
25/44✗ Branch 0 not taken.
✓ Branch 1 taken 1712 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1712 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1712 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1712 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1712 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 1712 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1712 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1712 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 1712 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 1712 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 1712 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 1712 times.
✗ Branch 32 not taken.
✓ Branch 33 taken 1712 times.
✗ Branch 35 not taken.
✓ Branch 36 taken 1712 times.
✗ Branch 38 not taken.
✓ Branch 39 taken 1712 times.
✗ Branch 41 not taken.
✓ Branch 42 taken 1712 times.
✓ Branch 44 taken 1712 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 1712 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 1709 times.
✓ Branch 49 taken 3 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 3 times.
✓ Branch 52 taken 1713 times.
✓ Branch 53 taken 1712 times.
✓ Branch 54 taken 3430 times.
✓ Branch 55 taken 1713 times.
|
10276 | start_index:end_index:1) |
| 2619 | end do | ||
| 2620 | end do | ||
| 2621 | end if | ||
| 2622 | |||
| 2623 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1718 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1718 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1718 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1718 times.
|
1718 | predicted => this%model(this%leaf_vertices(1))%layer%output |
| 2624 | loss => this%loss%compute( & | ||
| 2625 | predicted, & | ||
| 2626 | expected & | ||
| 2627 |
1/2✗ Branch 2 not taken.
✓ Branch 3 taken 1718 times.
|
1718 | ) |
| 2628 | |||
| 2629 |
2/2✓ Branch 0 taken 6 times.
✓ Branch 1 taken 1712 times.
|
3436 | end function loss_eval |
| 2630 | !############################################################################### | ||
| 2631 | |||
| 2632 | |||
| 2633 | !##############################################################################! | ||
| 2634 | ! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ! | ||
| 2635 | !##############################################################################! | ||
| 2636 | |||
| 2637 | |||
| 2638 | !############################################################################### | ||
| 2639 |
1/2✓ Branch 0 taken 1745 times.
✗ Branch 1 not taken.
|
1745 | module subroutine forward_generic2d(this, input) |
| 2640 | !! Forward pass for array derived type input | ||
| 2641 | implicit none | ||
| 2642 | |||
| 2643 | ! Arguments | ||
| 2644 | class(network_type), intent(inout), target :: this | ||
| 2645 | !! Instance of network | ||
| 2646 | class(*), dimension(:,:), intent(in) :: input | ||
| 2647 | !! Input | ||
| 2648 | |||
| 2649 | ! Local variables | ||
| 2650 | integer :: l, i, j, vertex_idx, layer_id, parent_id | ||
| 2651 | !! Loop index and vertex index | ||
| 2652 | integer :: num_input_layers | ||
| 2653 | !! Number of input layers | ||
| 2654 | 1745 | type(array_type), pointer :: input_ptr(:,:) => null() | |
| 2655 | 1745 | type(array_ptr_type), dimension(:), allocatable :: input_list | |
| 2656 | logical :: use_precomp | ||
| 2657 | |||
| 2658 | |||
| 2659 | ✗ | select type(input) | |
| 2660 | type is(graph_type) | ||
| 2661 |
9/16✗ Branch 0 not taken.
✓ Branch 1 taken 18 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 18 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 18 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 18 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 18 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 18 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 18 times.
✓ Branch 14 taken 18 times.
✓ Branch 15 taken 18 times.
|
36 | do j = 1, this%batch_size |
| 2662 |
16/30✗ Branch 0 not taken.
✓ Branch 1 taken 18 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 18 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 18 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 18 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 18 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 18 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 18 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 18 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 18 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 18 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 18 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 18 times.
✓ Branch 36 taken 204 times.
✓ Branch 37 taken 18 times.
✗ Branch 38 not taken.
✓ Branch 39 taken 204 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 18 times.
|
240 | if(any(input(1,j)%adj_ja(1,:).gt.input(1,j)%num_vertices))then |
| 2663 | call stop_program( & | ||
| 2664 | "input graph has more vertices than expected" & | ||
| 2665 | ✗ | ) | |
| 2666 | end if | ||
| 2667 | end do | ||
| 2668 | end select | ||
| 2669 | |||
| 2670 | ! Use pre-computed navigation if available | ||
| 2671 | 1745 | use_precomp = allocated(this%fwd_layer_id) | |
| 2672 | |||
| 2673 | ! Forward pass | ||
| 2674 | !--------------------------------------------------------------------------- | ||
| 2675 |
2/2✓ Branch 0 taken 5217 times.
✓ Branch 1 taken 1745 times.
|
6962 | do l = 1, size(this%vertex_order,1) |
| 2676 |
1/2✓ Branch 0 taken 5217 times.
✗ Branch 1 not taken.
|
5217 | if(use_precomp)then |
| 2677 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 5217 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 5217 times.
|
5217 | layer_id = this%fwd_layer_id(l) |
| 2678 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 5217 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 5217 times.
|
5217 | num_input_layers = this%fwd_num_inputs(l) |
| 2679 | else | ||
| 2680 | ✗ | vertex_idx = this%vertex_order(l) | |
| 2681 | ✗ | layer_id = this%auto_graph%vertex(vertex_idx)%id | |
| 2682 | ✗ | num_input_layers = count(this%auto_graph%adjacency(:,vertex_idx).gt.0) | |
| 2683 | end if | ||
| 2684 | |||
| 2685 |
2/2✓ Branch 0 taken 1745 times.
✓ Branch 1 taken 3472 times.
|
5217 | if(num_input_layers.eq.0)then |
| 2686 | 3490 | select type(layer => this%model(layer_id)%layer) | |
| 2687 | class is(input_layer_type) | ||
| 2688 | ✗ | select type(input) | |
| 2689 | type is(graph_type) | ||
| 2690 |
52/82✗ Branch 1 not taken.
✓ Branch 2 taken 18 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 18 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 18 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 18 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 18 times.
✓ Branch 16 taken 18 times.
✓ Branch 17 taken 18 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 18 times.
✓ Branch 20 taken 18 times.
✓ Branch 21 taken 18 times.
✓ Branch 22 taken 18 times.
✗ Branch 23 not taken.
✗ Branch 24 not taken.
✓ Branch 25 taken 18 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 18 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 18 times.
✓ Branch 30 taken 18 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 18 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 18 times.
✗ Branch 35 not taken.
✓ Branch 36 taken 18 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 18 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 3 times.
✓ Branch 41 taken 15 times.
✓ Branch 42 taken 12 times.
✓ Branch 43 taken 3 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 12 times.
✓ Branch 46 taken 3 times.
✓ Branch 47 taken 15 times.
✓ Branch 48 taken 15 times.
✓ Branch 49 taken 3 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 15 times.
✓ Branch 53 taken 18 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 18 times.
✓ Branch 56 taken 18 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 18 times.
✗ Branch 59 not taken.
✓ Branch 60 taken 18 times.
✗ Branch 61 not taken.
✓ Branch 62 taken 18 times.
✓ Branch 63 taken 18 times.
✗ Branch 64 not taken.
✓ Branch 65 taken 18 times.
✗ Branch 66 not taken.
✓ Branch 67 taken 18 times.
✗ Branch 68 not taken.
✓ Branch 69 taken 18 times.
✗ Branch 70 not taken.
✓ Branch 71 taken 18 times.
✗ Branch 72 not taken.
✓ Branch 73 taken 3 times.
✓ Branch 74 taken 15 times.
✓ Branch 75 taken 3 times.
✗ Branch 76 not taken.
✓ Branch 77 taken 12 times.
✓ Branch 78 taken 3 times.
✗ Branch 79 not taken.
✓ Branch 80 taken 12 times.
✓ Branch 81 taken 3 times.
✓ Branch 82 taken 15 times.
✓ Branch 83 taken 3 times.
✗ Branch 84 not taken.
✓ Branch 85 taken 15 times.
✓ Branch 86 taken 3 times.
✗ Branch 87 not taken.
✓ Branch 88 taken 15 times.
|
132 | call layer%set_input_graph( [ input(layer%index, :) ] ) |
| 2691 |
8/16✗ Branch 0 not taken.
✓ Branch 1 taken 18 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 18 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 18 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 18 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 18 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 18 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 18 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 18 times.
|
36 | cycle |
| 2692 | class is(array_type) | ||
| 2693 |
6/12✗ Branch 1 not taken.
✓ Branch 2 taken 1712 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1712 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 1712 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1712 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 1712 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1712 times.
|
1712 | call layer%forward(input(layer%index:layer%index,:)) |
| 2694 | 3424 | do concurrent(i=1:size(layer%output,1), j=1:size(layer%output,2)) | |
| 2695 |
8/12✓ Branch 0 taken 1712 times.
✓ Branch 1 taken 1712 times.
✓ Branch 2 taken 1712 times.
✓ Branch 3 taken 1712 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1712 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 1712 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1712 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 1712 times.
|
5136 | call layer%output(i,j)%set_requires_grad(.false.) |
| 2696 | end do | ||
| 2697 |
9/18✗ Branch 0 not taken.
✓ Branch 1 taken 1712 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 1712 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1712 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1712 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 1712 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1712 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1712 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 1712 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1712 times.
|
3424 | cycle |
| 2698 | type is(real(real32)) | ||
| 2699 |
20/36✗ Branch 1 not taken.
✓ Branch 2 taken 15 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 15 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 15 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 15 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 15 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 15 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 15 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 15 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 15 times.
✓ Branch 28 taken 15 times.
✓ Branch 29 taken 15 times.
✓ Branch 30 taken 15 times.
✓ Branch 31 taken 15 times.
✓ Branch 32 taken 15 times.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✓ Branch 35 taken 15 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 15 times.
✗ Branch 38 not taken.
✓ Branch 39 taken 15 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 15 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 15 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 15 times.
|
45 | allocate(input_ptr(1,1)) |
| 2700 |
8/14✗ Branch 0 not taken.
✓ Branch 1 taken 15 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 15 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 15 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 15 times.
✓ Branch 12 taken 30 times.
✓ Branch 13 taken 15 times.
✓ Branch 14 taken 30 times.
✗ Branch 15 not taken.
✗ Branch 16 not taken.
✓ Branch 17 taken 30 times.
|
45 | call input_ptr(1,1)%allocate(shape(input)) |
| 2701 |
10/20✗ Branch 0 not taken.
✓ Branch 1 taken 15 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 15 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 15 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 15 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 15 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 15 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 15 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 15 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 15 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 15 times.
|
15 | call input_ptr(1,1)%set(input) |
| 2702 | 15 | call layer%forward(input_ptr) | |
| 2703 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 15 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 15 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 15 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 15 times.
|
15 | call layer%output(1,1)%set_requires_grad(.false.) |
| 2704 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 15 times.
|
15 | deallocate(input_ptr) |
| 2705 | 15 | input_ptr => null() | |
| 2706 |
8/16✗ Branch 0 not taken.
✓ Branch 1 taken 15 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 15 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 15 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 15 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 15 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 15 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 15 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 15 times.
|
30 | cycle |
| 2707 | class default | ||
| 2708 | call stop_program( & | ||
| 2709 | "input type for layer "// & | ||
| 2710 | trim(layer%name) // & | ||
| 2711 | " is not supported" & | ||
| 2712 | ✗ | ) | |
| 2713 | end select | ||
| 2714 | class default | ||
| 2715 | ✗ | return | |
| 2716 | end select | ||
| 2717 |
1/2✓ Branch 0 taken 3472 times.
✗ Branch 1 not taken.
|
3472 | elseif(num_input_layers.eq.1)then |
| 2718 |
1/2✓ Branch 0 taken 3472 times.
✗ Branch 1 not taken.
|
3472 | if(use_precomp)then |
| 2719 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3472 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3472 times.
|
3472 | parent_id = this%fwd_parent_id(l) |
| 2720 | else | ||
| 2721 | ✗ | vertex_idx = this%vertex_order(l) | |
| 2722 | j = maxloc( & | ||
| 2723 | ✗ | this%auto_graph%adjacency(:,vertex_idx), dim=1) | |
| 2724 | ✗ | parent_id = this%auto_graph%vertex(j)%id | |
| 2725 | end if | ||
| 2726 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3472 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3472 times.
|
3472 | input_ptr => this%model(parent_id)%layer%output |
| 2727 | ✗ | select type(input) | |
| 2728 | type is(graph_type) | ||
| 2729 |
61/100✗ Branch 0 not taken.
✓ Branch 1 taken 24 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 24 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 24 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 24 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 24 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 24 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 24 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 24 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 24 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 24 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 24 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 24 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 24 times.
✗ Branch 32 not taken.
✓ Branch 33 taken 24 times.
✓ Branch 35 taken 24 times.
✓ Branch 36 taken 24 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 24 times.
✓ Branch 39 taken 24 times.
✓ Branch 40 taken 24 times.
✓ Branch 41 taken 24 times.
✗ Branch 42 not taken.
✗ Branch 43 not taken.
✓ Branch 44 taken 24 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 24 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 24 times.
✓ Branch 49 taken 24 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 24 times.
✗ Branch 52 not taken.
✓ Branch 53 taken 24 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 24 times.
✗ Branch 56 not taken.
✓ Branch 57 taken 24 times.
✗ Branch 58 not taken.
✓ Branch 59 taken 9 times.
✓ Branch 60 taken 15 times.
✓ Branch 61 taken 36 times.
✓ Branch 62 taken 9 times.
✗ Branch 63 not taken.
✓ Branch 64 taken 36 times.
✓ Branch 65 taken 9 times.
✓ Branch 66 taken 15 times.
✓ Branch 67 taken 45 times.
✓ Branch 68 taken 9 times.
✗ Branch 69 not taken.
✓ Branch 70 taken 45 times.
✓ Branch 72 taken 24 times.
✗ Branch 73 not taken.
✓ Branch 74 taken 24 times.
✓ Branch 75 taken 24 times.
✗ Branch 76 not taken.
✓ Branch 77 taken 24 times.
✗ Branch 78 not taken.
✓ Branch 79 taken 24 times.
✗ Branch 80 not taken.
✓ Branch 81 taken 24 times.
✓ Branch 82 taken 24 times.
✗ Branch 83 not taken.
✓ Branch 84 taken 24 times.
✗ Branch 85 not taken.
✓ Branch 86 taken 24 times.
✗ Branch 87 not taken.
✓ Branch 88 taken 24 times.
✗ Branch 89 not taken.
✓ Branch 90 taken 24 times.
✗ Branch 91 not taken.
✓ Branch 92 taken 9 times.
✓ Branch 93 taken 15 times.
✓ Branch 94 taken 9 times.
✗ Branch 95 not taken.
✓ Branch 96 taken 36 times.
✓ Branch 97 taken 9 times.
✗ Branch 98 not taken.
✓ Branch 99 taken 36 times.
✓ Branch 100 taken 9 times.
✓ Branch 101 taken 15 times.
✓ Branch 102 taken 9 times.
✗ Branch 103 not taken.
✓ Branch 104 taken 45 times.
✓ Branch 105 taken 9 times.
✗ Branch 106 not taken.
✓ Branch 107 taken 45 times.
|
300 | call this%model(layer_id)%layer%set_graph( [ input(1,:) ] ) |
| 2730 | end select | ||
| 2731 | else | ||
| 2732 | ✗ | vertex_idx = this%vertex_order(l) | |
| 2733 | ✗ | allocate(input_list(num_input_layers)) | |
| 2734 | ✗ | i = 0 | |
| 2735 | ✗ | do j = 1, size(this%vertex_order,1) | |
| 2736 | ✗ | if(this%auto_graph%adjacency(j,vertex_idx).gt.0)then | |
| 2737 | ✗ | i = i + 1 | |
| 2738 | ✗ | parent_id = this%auto_graph%vertex(j)%id | |
| 2739 | ✗ | input_list(i)%array => this%model(parent_id)%layer%output | |
| 2740 | end if | ||
| 2741 | end do | ||
| 2742 | end if | ||
| 2743 | |||
| 2744 |
1/2✓ Branch 0 taken 3472 times.
✗ Branch 1 not taken.
|
5217 | if(use_precomp)then |
| 2745 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 3472 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3472 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3472 times.
|
3472 | if(this%fwd_layer_type(l).eq.1)then |
| 2746 | ✗ | select type(layer => this%model(layer_id)%layer) | |
| 2747 | class is(merge_layer_type) | ||
| 2748 | ✗ | call layer%combine(input_list) | |
| 2749 | end select | ||
| 2750 | ✗ | deallocate(input_list) | |
| 2751 | else | ||
| 2752 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3472 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3472 times.
|
3472 | call this%model(layer_id)%layer%forward(input_ptr) |
| 2753 | 3472 | input_ptr => null() | |
| 2754 | end if | ||
| 2755 | else | ||
| 2756 | ✗ | select type(layer => this%model(layer_id)%layer) | |
| 2757 | class is(merge_layer_type) | ||
| 2758 | ✗ | call layer%combine(input_list) | |
| 2759 | ✗ | deallocate(input_list) | |
| 2760 | class default | ||
| 2761 | ✗ | call layer%forward(input_ptr) | |
| 2762 | ✗ | input_ptr => null() | |
| 2763 | end select | ||
| 2764 | end if | ||
| 2765 | |||
| 2766 | end do | ||
| 2767 | |||
| 2768 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1745 times.
|
1745 | end subroutine forward_generic2d |
| 2769 | !------------------------------------------------------------------------------- | ||
| 2770 | ✗ | module function forward_eval(this, input) result(output) | |
| 2771 | !! Forward pass for evaluation | ||
| 2772 | implicit none | ||
| 2773 | |||
| 2774 | ! Arguments | ||
| 2775 | class(network_type), intent(inout), target :: this | ||
| 2776 | !! Instance of network | ||
| 2777 | class(*), dimension(:,:), intent(in) :: input | ||
| 2778 | !! Input | ||
| 2779 | |||
| 2780 | type(array_type), pointer :: output(:,:) | ||
| 2781 | !! Output | ||
| 2782 | |||
| 2783 | ✗ | call this%forward(input) | |
| 2784 | ✗ | output => this%model(this%leaf_vertices(1))%layer%output | |
| 2785 | |||
| 2786 | ✗ | end function forward_eval | |
| 2787 | !------------------------------------------------------------------------------- | ||
| 2788 | ✗ | module function forward_eval_multi(this, input) result(output) | |
| 2789 | !! Forward pass for evaluation | ||
| 2790 | implicit none | ||
| 2791 | |||
| 2792 | ! Arguments | ||
| 2793 | class(network_type), intent(inout), target :: this | ||
| 2794 | !! Instance of network | ||
| 2795 | class(*), dimension(:,:), intent(in) :: input | ||
| 2796 | !! Input | ||
| 2797 | |||
| 2798 | type(array_ptr_type), pointer :: output(:) | ||
| 2799 | !! Output | ||
| 2800 | |||
| 2801 | ! Local variables | ||
| 2802 | integer :: l | ||
| 2803 | !! Loop index | ||
| 2804 | |||
| 2805 | ✗ | call this%forward(input) | |
| 2806 | ✗ | allocate(output(size(this%leaf_vertices,1))) | |
| 2807 | ✗ | do l = 1, size(this%leaf_vertices,1) | |
| 2808 | ✗ | output(l)%array => this%model(this%leaf_vertices(l))%layer%output | |
| 2809 | end do | ||
| 2810 | |||
| 2811 | ✗ | end function forward_eval_multi | |
| 2812 | !############################################################################### | ||
| 2813 | |||
| 2814 | |||
| 2815 | !############################################################################### | ||
| 2816 | 1114 | module subroutine update(this) | |
| 2817 | !! Update the network | ||
| 2818 | implicit none | ||
| 2819 | |||
| 2820 | ! Arguments | ||
| 2821 | class(network_type), intent(inout) :: this | ||
| 2822 | !! Instance of network | ||
| 2823 | 2228 | real(real32), dimension(this%num_params) :: params, gradients | |
| 2824 | !! Parameters and gradients | ||
| 2825 | |||
| 2826 | ! Local variables | ||
| 2827 | integer :: l, i, s, start_idx, end_idx, seg | ||
| 2828 | !! Loop index | ||
| 2829 | |||
| 2830 | |||
| 2831 | !--------------------------------------------------------------------------- | ||
| 2832 | ! Increment optimiser iteration counter | ||
| 2833 | !--------------------------------------------------------------------------- | ||
| 2834 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1114 times.
|
1114 | if(this%optimiser%lr_decay%iterate_per_epoch)then |
| 2835 | ✗ | if(this%epoch.gt.this%optimiser%epoch)then | |
| 2836 | ✗ | this%optimiser%epoch = this%epoch | |
| 2837 | ✗ | this%optimiser%iter = this%optimiser%iter + 1 | |
| 2838 | end if | ||
| 2839 | else | ||
| 2840 | 1114 | this%optimiser%iter = this%optimiser%iter + 1 | |
| 2841 | end if | ||
| 2842 | |||
| 2843 | |||
| 2844 | !--------------------------------------------------------------------------- | ||
| 2845 | ! Get learnable parameters and gradients (using pre-computed layout) | ||
| 2846 | !--------------------------------------------------------------------------- | ||
| 2847 |
1/2✓ Branch 0 taken 1114 times.
✗ Branch 1 not taken.
|
1114 | if(this%param_num_segments.gt.0 .and. & |
| 2848 | allocated(this%param_seg_layer))then | ||
| 2849 |
2/2✓ Branch 0 taken 4427 times.
✓ Branch 1 taken 1114 times.
|
5541 | do seg = 1, this%param_num_segments |
| 2850 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
|
4427 | l = this%param_seg_layer(seg) |
| 2851 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
|
4427 | i = this%param_seg_pidx(seg) |
| 2852 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
|
4427 | start_idx = this%param_seg_start(seg) |
| 2853 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
|
4427 | end_idx = this%param_seg_end(seg) |
| 2854 | 1114 | select type(current => this%model(l)%layer) | |
| 2855 | class is(learnable_layer_type) | ||
| 2856 |
14/26✗ Branch 1 not taken.
✓ Branch 2 taken 4427 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 4427 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 4427 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 4427 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 4427 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 4427 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 4427 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 4427 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 4427 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 4427 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 4427 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 4427 times.
✓ Branch 37 taken 37308 times.
✓ Branch 38 taken 4427 times.
|
41735 | params(start_idx:end_idx) = current%params(i)%val(:,1) |
| 2857 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4427 times.
|
4427 | if(.not.associated(current%params(i)%grad))then |
| 2858 | call stop_program( & | ||
| 2859 | "Gradient not allocated for parameters" & | ||
| 2860 | ✗ | ) | |
| 2861 | end if | ||
| 2862 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
|
4427 | s = size(current%params(i)%grad%val,2) |
| 2863 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✓ Branch 2 taken 4427 times.
✗ Branch 3 not taken.
|
8854 | if(s.eq.1)then |
| 2864 | ✗ | gradients(start_idx:end_idx) = & | |
| 2865 |
15/28✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4427 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 4427 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 4427 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 4427 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 4427 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 4427 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 4427 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 4427 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 4427 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 4427 times.
✗ Branch 32 not taken.
✓ Branch 33 taken 4427 times.
✓ Branch 35 taken 37308 times.
✓ Branch 36 taken 4427 times.
|
41735 | current%params(i)%grad%val(:,1) |
| 2866 | else | ||
| 2867 | ✗ | gradients(start_idx:end_idx) = & | |
| 2868 | ✗ | sum(current%params(i)%grad%val, dim=2) / & | |
| 2869 | ✗ | real(s, real32) | |
| 2870 | end if | ||
| 2871 | end select | ||
| 2872 | end do | ||
| 2873 | else | ||
| 2874 | ✗ | start_idx = 0 | |
| 2875 | ✗ | end_idx = 0 | |
| 2876 | ✗ | do l = 1, this%num_layers | |
| 2877 | ✗ | select type(current => this%model(l)%layer) | |
| 2878 | class is(learnable_layer_type) | ||
| 2879 | ✗ | do i = 1, size(current%params) | |
| 2880 | ✗ | start_idx = end_idx + 1 | |
| 2881 | ✗ | end_idx = end_idx + size(current%params(i)%val, 1) | |
| 2882 | ✗ | params(start_idx:end_idx) = current%params(i)%val(:,1) | |
| 2883 | ✗ | if(.not.associated(current%params(i)%grad))then | |
| 2884 | call stop_program( & | ||
| 2885 | "Gradient not allocated for parameters" & | ||
| 2886 | ✗ | ) | |
| 2887 | end if | ||
| 2888 | ✗ | select case(size(current%params(i)%grad%val,2)) | |
| 2889 | case(1) | ||
| 2890 | ✗ | gradients(start_idx:end_idx) = & | |
| 2891 | ✗ | current%params(i)%grad%val(:,1) | |
| 2892 | case default | ||
| 2893 | ✗ | gradients(start_idx:end_idx) = [ & | |
| 2894 | ✗ | sum(current%params(i)%grad%val, dim=2) / & | |
| 2895 | real( & | ||
| 2896 | ✗ | size(current%params(i)%grad%val, dim=2), & | |
| 2897 | real32) & | ||
| 2898 | ✗ | ] | |
| 2899 | end select | ||
| 2900 | end do | ||
| 2901 | end select | ||
| 2902 | end do | ||
| 2903 | end if | ||
| 2904 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 1114 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1114 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1114 times.
|
1114 | call this%optimiser%clip_dict%apply(size(gradients),gradients) |
| 2905 | |||
| 2906 | !--------------------------------------------------------------------------- | ||
| 2907 | ! Update layers of learnable layer types | ||
| 2908 | !--------------------------------------------------------------------------- | ||
| 2909 |
6/12✗ Branch 0 not taken.
✓ Branch 1 taken 1114 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1114 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1114 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1114 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1114 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1114 times.
|
1114 | call this%optimiser%minimise(params, gradients) |
| 2910 | |||
| 2911 | ! Set params back using pre-computed layout | ||
| 2912 |
1/2✓ Branch 0 taken 1114 times.
✗ Branch 1 not taken.
|
1114 | if(this%param_num_segments.gt.0 .and. & |
| 2913 | allocated(this%param_seg_layer))then | ||
| 2914 |
2/2✓ Branch 0 taken 4427 times.
✓ Branch 1 taken 1114 times.
|
5541 | do seg = 1, this%param_num_segments |
| 2915 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
|
4427 | l = this%param_seg_layer(seg) |
| 2916 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
|
4427 | i = this%param_seg_pidx(seg) |
| 2917 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
|
4427 | start_idx = this%param_seg_start(seg) |
| 2918 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
|
4427 | end_idx = this%param_seg_end(seg) |
| 2919 | 1114 | select type(current => this%model(l)%layer) | |
| 2920 | class is(learnable_layer_type) | ||
| 2921 |
15/28✗ Branch 0 not taken.
✓ Branch 1 taken 4427 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4427 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4427 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 4427 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 4427 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 4427 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 4427 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 4427 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 4427 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 4427 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 4427 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 4427 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 4427 times.
✓ Branch 39 taken 37308 times.
✓ Branch 40 taken 4427 times.
|
41735 | current%params(i)%val(:,1) = params(start_idx:end_idx) |
| 2922 | end select | ||
| 2923 | end do | ||
| 2924 | else | ||
| 2925 | ✗ | call this%set_params(params) | |
| 2926 | end if | ||
| 2927 | 1114 | call this%reset_gradients() | |
| 2928 | |||
| 2929 | 1114 | end subroutine update | |
| 2930 | !############################################################################### | ||
| 2931 | |||
| 2932 | |||
| 2933 | !##############################################################################! | ||
| 2934 | ! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ! | ||
| 2935 | !##############################################################################! | ||
| 2936 | |||
| 2937 | |||
| 2938 | !############################################################################### | ||
| 2939 | ✗ | module subroutine nullify_graph(this) | |
| 2940 | !! Nullify the input graph | ||
| 2941 | implicit none | ||
| 2942 | |||
| 2943 | ! Arguments | ||
| 2944 | class(network_type), intent(inout) :: this | ||
| 2945 | !! Instance of network | ||
| 2946 | |||
| 2947 | ! Local variables | ||
| 2948 | integer :: l | ||
| 2949 | |||
| 2950 | ✗ | do l = 1, this%num_layers | |
| 2951 | ✗ | call this%model(l)%layer%nullify_graph() | |
| 2952 | end do | ||
| 2953 | |||
| 2954 | ✗ | end subroutine nullify_graph | |
| 2955 | !############################################################################### | ||
| 2956 | |||
| 2957 | |||
| 2958 | !############################################################################### | ||
| 2959 | 1111 | module subroutine post_epoch_hook(this, epoch, loss, accuracy) | |
| 2960 | !! Default epoch hook — no-op. | ||
| 2961 | !! Override in a derived type to add custom per-epoch behaviour. | ||
| 2962 | implicit none | ||
| 2963 | |||
| 2964 | ! Arguments | ||
| 2965 | class(network_type), intent(inout) :: this | ||
| 2966 | !! Instance of network | ||
| 2967 | integer, intent(in) :: epoch | ||
| 2968 | !! Current epoch number | ||
| 2969 | real(real32), intent(in) :: loss | ||
| 2970 | !! Mean loss over the epoch | ||
| 2971 | real(real32), intent(in) :: accuracy | ||
| 2972 | !! Mean accuracy over the epoch | ||
| 2973 | |||
| 2974 | 1111 | end subroutine post_epoch_hook | |
| 2975 | !############################################################################### | ||
| 2976 | |||
| 2977 | |||
| 2978 | !##############################################################################! | ||
| 2979 | ! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ! | ||
| 2980 | !##############################################################################! | ||
| 2981 | |||
| 2982 | |||
| 2983 | !############################################################################### | ||
| 2984 | 1230 | module function save_input_to_network( this, input ) result(num_samples) | |
| 2985 | !! Save input to network | ||
| 2986 | implicit none | ||
| 2987 | |||
| 2988 | ! Arguments | ||
| 2989 | class(network_type), intent(inout) :: this | ||
| 2990 | !! Instance of network | ||
| 2991 | class(*), dimension(..), intent(in) :: input | ||
| 2992 | !! Input | ||
| 2993 | |||
| 2994 | integer :: num_samples | ||
| 2995 | !! Number of samples | ||
| 2996 | |||
| 2997 | ! Local variables | ||
| 2998 | integer :: i, j, l, ip, input_rank, num_inputs | ||
| 2999 | !! Loop index | ||
| 3000 | integer :: num_input_layers | ||
| 3001 | !! Number of input layers | ||
| 3002 | logical :: l_valid_rank_type | ||
| 3003 | !! Boolean whether rank type is valid | ||
| 3004 | character(256) :: err_msg | ||
| 3005 | !! Error message | ||
| 3006 | |||
| 3007 | 1230 | num_samples = get_num_samples(this, input) | |
| 3008 |
2/2✓ Branch 0 taken 7 times.
✓ Branch 1 taken 1223 times.
|
1230 | if(num_samples.le.0) return |
| 3009 | 1223 | num_input_layers = size(this%root_vertices, 1) | |
| 3010 |
2/2✓ Branch 0 taken 1207 times.
✓ Branch 1 taken 16 times.
|
1223 | if(allocated(this%input_array))then |
| 3011 |
2/2✓ Branch 0 taken 1207 times.
✓ Branch 1 taken 1207 times.
|
2414 | do i = 1, size(this%input_array, 1) |
| 3012 |
2/2✓ Branch 0 taken 1207 times.
✓ Branch 1 taken 1207 times.
|
3621 | do j = 1, size(this%input_array, 2) |
| 3013 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1207 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1207 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1207 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1207 times.
|
2414 | call this%input_array(i,j)%deallocate() |
| 3014 | end do | ||
| 3015 | end do | ||
| 3016 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1207 times.
|
1207 | deallocate(this%input_array) |
| 3017 | end if | ||
| 3018 |
16/40✓ Branch 0 taken 3 times.
✓ Branch 1 taken 1220 times.
✓ Branch 2 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✓ Branch 5 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 4 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 4 times.
✓ Branch 12 taken 4 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 4 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 4 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 4 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 4 times.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✓ Branch 23 taken 4 times.
✗ Branch 24 not taken.
✗ Branch 25 not taken.
✗ Branch 26 not taken.
✗ Branch 27 not taken.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✓ Branch 31 taken 4 times.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✓ Branch 39 taken 3 times.
|
1230 | if(allocated(this%input_graph)) deallocate(this%input_graph) |
| 3019 | |||
| 3020 | ! Determine the rank of the input | ||
| 3021 | !--------------------------------------------------------------------------- | ||
| 3022 | select rank(input) | ||
| 3023 | rank(0) | ||
| 3024 | rank(1) | ||
| 3025 | rank(2) | ||
| 3026 |
2/2✓ Branch 0 taken 7 times.
✓ Branch 1 taken 1204 times.
|
1211 | select type(input) |
| 3027 | class is(array_type) | ||
| 3028 |
3/6✗ Branch 1 not taken.
✓ Branch 2 taken 1204 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1204 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 1204 times.
|
1204 | num_inputs = size(input(1,1)%val, 1) |
| 3029 |
28/52✓ Branch 0 taken 1204 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 1204 times.
✓ Branch 4 taken 1204 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 1204 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 1204 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1204 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1204 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1204 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1204 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1204 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 1204 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 1204 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 1204 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 1204 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 1204 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 1204 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 1204 times.
✓ Branch 45 taken 1205 times.
✓ Branch 46 taken 1204 times.
✓ Branch 47 taken 1205 times.
✓ Branch 48 taken 1205 times.
✓ Branch 49 taken 1205 times.
✗ Branch 50 not taken.
✗ Branch 51 not taken.
✓ Branch 52 taken 1205 times.
✗ Branch 53 not taken.
✓ Branch 54 taken 1205 times.
✗ Branch 55 not taken.
✓ Branch 56 taken 1205 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 1205 times.
✗ Branch 59 not taken.
✓ Branch 60 taken 1205 times.
✗ Branch 61 not taken.
✓ Branch 62 taken 1205 times.
|
3614 | allocate(this%input_array(size(input,1), size(input,2))) |
| 3030 |
2/2✓ Branch 0 taken 1204 times.
✓ Branch 1 taken 1204 times.
|
2408 | do i = 1, size(input,1) |
| 3031 |
2/2✓ Branch 0 taken 1205 times.
✓ Branch 1 taken 1204 times.
|
3613 | do j = 1, size(input,2) |
| 3032 |
8/16✗ Branch 0 not taken.
✓ Branch 1 taken 1205 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1205 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1205 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1205 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1205 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1205 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1205 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1205 times.
|
2409 | call this%input_array(i,j)%assign_shallow(input(i,j)) |
| 3033 | end do | ||
| 3034 | end do | ||
| 3035 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 1204 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 1204 times.
|
2408 | return |
| 3036 | class default | ||
| 3037 | 7 | input_rank = rank(input) | |
| 3038 |
3/4✗ Branch 0 not taken.
✓ Branch 1 taken 14 times.
✓ Branch 2 taken 14 times.
✓ Branch 3 taken 7 times.
|
21 | num_inputs = size(input) / num_samples |
| 3039 |
22/40✗ Branch 0 not taken.
✓ Branch 1 taken 7 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 7 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 7 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 7 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 7 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 7 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 7 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 7 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 7 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 7 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 7 times.
✓ Branch 33 taken 7 times.
✓ Branch 34 taken 7 times.
✓ Branch 35 taken 7 times.
✓ Branch 36 taken 7 times.
✓ Branch 37 taken 7 times.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✓ Branch 40 taken 7 times.
✗ Branch 41 not taken.
✓ Branch 42 taken 7 times.
✗ Branch 43 not taken.
✓ Branch 44 taken 7 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 7 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 7 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 7 times.
|
21 | allocate(this%input_array(1,1)) |
| 3040 |
6/10✗ Branch 0 not taken.
✓ Branch 1 taken 7 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 7 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 7 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 7 times.
✓ Branch 12 taken 14 times.
✓ Branch 13 taken 7 times.
|
21 | call this%input_array(1,1)%allocate(array_shape=[num_inputs, num_samples]) |
| 3041 | end select | ||
| 3042 | rank default | ||
| 3043 | 3 | input_rank = rank(input) | |
| 3044 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 12 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 12 times.
✓ Branch 4 taken 12 times.
✓ Branch 5 taken 3 times.
|
15 | num_inputs = size(input) / num_samples |
| 3045 |
22/40✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 3 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 3 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 3 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 3 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 3 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 3 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 3 times.
✓ Branch 33 taken 3 times.
✓ Branch 34 taken 3 times.
✓ Branch 35 taken 3 times.
✓ Branch 36 taken 3 times.
✓ Branch 37 taken 3 times.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✓ Branch 40 taken 3 times.
✗ Branch 41 not taken.
✓ Branch 42 taken 3 times.
✗ Branch 43 not taken.
✓ Branch 44 taken 3 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 3 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 3 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 3 times.
|
9 | allocate(this%input_array(1,1)) |
| 3046 |
10/18✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 3 times.
✓ Branch 14 taken 12 times.
✓ Branch 15 taken 3 times.
✓ Branch 16 taken 12 times.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✓ Branch 19 taken 12 times.
✓ Branch 21 taken 12 times.
✗ Branch 22 not taken.
|
15 | call this%input_array(1,1)%allocate(array_shape=shape(input)) |
| 3047 | end select | ||
| 3048 | 19 | l_valid_rank_type = .false. | |
| 3049 | |||
| 3050 | |||
| 3051 | ! Process input based on its rank | ||
| 3052 | !--------------------------------------------------------------------------- | ||
| 3053 | rank_select: select rank(input) | ||
| 3054 | rank(0) | ||
| 3055 | select type(input) | ||
| 3056 | ✗ | type is(real); exit rank_select | |
| 3057 | 2 | class default; l_valid_rank_type = .true. | |
| 3058 | end select | ||
| 3059 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
|
2 | if(num_input_layers.ne.1)then |
| 3060 | call stop_program( & | ||
| 3061 | "number of input arrays does not match expected number of & | ||
| 3062 | &input layers" & | ||
| 3063 | ✗ | ) | |
| 3064 | ✗ | return | |
| 3065 | end if | ||
| 3066 |
1/3✓ Branch 0 taken 2 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
|
2 | select type(input) |
| 3067 | class is(array_type) | ||
| 3068 |
21/38✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 1 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 1 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 1 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 1 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 1 times.
✓ Branch 31 taken 1 times.
✓ Branch 32 taken 1 times.
✓ Branch 33 taken 1 times.
✓ Branch 34 taken 1 times.
✓ Branch 35 taken 1 times.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✓ Branch 38 taken 1 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 1 times.
✗ Branch 41 not taken.
✓ Branch 42 taken 1 times.
✗ Branch 43 not taken.
✓ Branch 44 taken 1 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 1 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 1 times.
|
3 | allocate(this%input_array(1,1)) |
| 3069 |
5/10✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 1 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 1 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 1 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 1 times.
|
2 | call handle_array_type(input, this%input_array(1,1), num_samples) |
| 3070 | type is(array_ptr_type) | ||
| 3071 |
27/50✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 1 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 1 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 1 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 1 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 1 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 1 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 1 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 1 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 1 times.
✓ Branch 43 taken 1 times.
✓ Branch 44 taken 1 times.
✓ Branch 45 taken 1 times.
✓ Branch 46 taken 1 times.
✓ Branch 47 taken 1 times.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✓ Branch 50 taken 1 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 1 times.
✗ Branch 53 not taken.
✓ Branch 54 taken 1 times.
✗ Branch 55 not taken.
✓ Branch 56 taken 1 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 1 times.
✗ Branch 59 not taken.
✓ Branch 60 taken 1 times.
|
3 | allocate(this%input_array(size(input%array,1), size(input%array,2))) |
| 3072 |
3/4✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✓ Branch 3 taken 1 times.
|
3 | do i = 1, size(input%array,1) |
| 3073 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 1 times.
|
3 | do j = 1, size(input%array,2) |
| 3074 | call handle_array_type( & | ||
| 3075 | 8 | input%array(i,j), this%input_array(i,j), num_samples & | |
| 3076 |
8/16✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1 times.
|
2 | ) |
| 3077 | end do | ||
| 3078 | end do | ||
| 3079 | end select | ||
| 3080 | rank(1) | ||
| 3081 | select type(input) | ||
| 3082 | type is(real(real32)) | ||
| 3083 | 1 | exit rank_select | |
| 3084 | type is(graph_type) | ||
| 3085 |
31/66✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 1 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 1 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 1 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 1 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 1 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 1 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 1 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 1 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 1 times.
✓ Branch 43 taken 2 times.
✓ Branch 44 taken 1 times.
✓ Branch 45 taken 2 times.
✓ Branch 46 taken 2 times.
✓ Branch 47 taken 2 times.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✓ Branch 50 taken 2 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 2 times.
✗ Branch 53 not taken.
✓ Branch 54 taken 2 times.
✗ Branch 55 not taken.
✓ Branch 56 taken 2 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 2 times.
✗ Branch 59 not taken.
✓ Branch 60 taken 2 times.
✗ Branch 61 not taken.
✓ Branch 62 taken 2 times.
✗ Branch 63 not taken.
✓ Branch 64 taken 2 times.
✗ Branch 65 not taken.
✓ Branch 66 taken 2 times.
✗ Branch 67 not taken.
✗ Branch 68 not taken.
✗ Branch 69 not taken.
✗ Branch 70 not taken.
✗ Branch 71 not taken.
✓ Branch 72 taken 2 times.
✗ Branch 73 not taken.
✗ Branch 74 not taken.
✗ Branch 75 not taken.
✗ Branch 76 not taken.
|
5 | allocate(this%input_graph(num_input_layers, num_samples)) |
| 3086 |
35/88✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 1 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 1 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 1 times.
✓ Branch 33 taken 2 times.
✓ Branch 34 taken 1 times.
✓ Branch 35 taken 2 times.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✓ Branch 38 taken 2 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 2 times.
✗ Branch 41 not taken.
✓ Branch 42 taken 2 times.
✓ Branch 43 taken 2 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 2 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 2 times.
✗ Branch 48 not taken.
✓ Branch 49 taken 2 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 2 times.
✗ Branch 52 not taken.
✗ Branch 53 not taken.
✓ Branch 54 taken 2 times.
✗ Branch 55 not taken.
✗ Branch 56 not taken.
✗ Branch 57 not taken.
✗ Branch 58 not taken.
✗ Branch 59 not taken.
✓ Branch 60 taken 2 times.
✗ Branch 61 not taken.
✗ Branch 62 not taken.
✗ Branch 63 not taken.
✗ Branch 64 not taken.
✓ Branch 65 taken 2 times.
✗ Branch 66 not taken.
✗ Branch 67 not taken.
✓ Branch 68 taken 2 times.
✗ Branch 69 not taken.
✓ Branch 70 taken 2 times.
✗ Branch 71 not taken.
✓ Branch 72 taken 2 times.
✗ Branch 73 not taken.
✓ Branch 74 taken 2 times.
✗ Branch 75 not taken.
✓ Branch 76 taken 2 times.
✗ Branch 77 not taken.
✓ Branch 78 taken 2 times.
✗ Branch 79 not taken.
✓ Branch 80 taken 2 times.
✗ Branch 81 not taken.
✓ Branch 82 taken 2 times.
✗ Branch 83 not taken.
✓ Branch 84 taken 2 times.
✗ Branch 85 not taken.
✗ Branch 86 not taken.
✗ Branch 87 not taken.
✗ Branch 88 not taken.
✗ Branch 89 not taken.
✗ Branch 90 not taken.
✗ Branch 91 not taken.
✓ Branch 92 taken 2 times.
✗ Branch 93 not taken.
✗ Branch 94 not taken.
✗ Branch 95 not taken.
✗ Branch 96 not taken.
✗ Branch 97 not taken.
✗ Branch 98 not taken.
|
3 | this%input_graph(1,:) = input(:) |
| 3087 |
1/2✓ Branch 0 taken 1 times.
✗ Branch 1 not taken.
|
4 | return |
| 3088 | class default | ||
| 3089 | 5 | l_valid_rank_type = .true. | |
| 3090 | end select | ||
| 3091 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
|
5 | if(size(input,1).ne.num_input_layers)then |
| 3092 | call stop_program( & | ||
| 3093 | "number of input arrays does not match expected number of & | ||
| 3094 | &input layers" & | ||
| 3095 | ✗ | ) | |
| 3096 | ✗ | return | |
| 3097 | end if | ||
| 3098 |
3/3✓ Branch 0 taken 3 times.
✓ Branch 1 taken 1 times.
✓ Branch 2 taken 3 times.
|
7 | select type(input) |
| 3099 | class is(array_type) | ||
| 3100 |
25/46✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 3 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 3 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 3 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 3 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 3 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 3 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 3 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 3 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 3 times.
✓ Branch 39 taken 3 times.
✓ Branch 40 taken 3 times.
✓ Branch 41 taken 3 times.
✓ Branch 42 taken 3 times.
✓ Branch 43 taken 3 times.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✓ Branch 46 taken 3 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 3 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 3 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 3 times.
✗ Branch 53 not taken.
✓ Branch 54 taken 3 times.
✗ Branch 55 not taken.
✓ Branch 56 taken 3 times.
|
9 | allocate(this%input_array(1,size(input,1))) |
| 3101 |
3/4✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 3 times.
✓ Branch 3 taken 3 times.
|
12 | do l = 1, size(input,1) |
| 3102 |
6/12✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 3 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 3 times.
|
6 | call handle_array_type(input(l), this%input_array(1,l), num_samples) |
| 3103 | end do | ||
| 3104 | type is(array_ptr_type) | ||
| 3105 | 2 | call stop_program("Use of array_ptr_type with rank 1 input not yet supported") | |
| 3106 | 2 | return | |
| 3107 | ! ip = 0 | ||
| 3108 | ! do l = 1, size(input,1) | ||
| 3109 | ! do i = 1, size(input%array,1) | ||
| 3110 | ! ip = ip + 1 | ||
| 3111 | ! do j = 1, size(input%array,2) | ||
| 3112 | ! call handle_array_type( & | ||
| 3113 | ! input(l)%array(i,j), this%input_array(ip,j), num_samples & | ||
| 3114 | ! ) | ||
| 3115 | ! end do | ||
| 3116 | ! end do | ||
| 3117 | ! end do | ||
| 3118 | end select | ||
| 3119 | rank(2) | ||
| 3120 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 5 times.
|
7 | select type(input) |
| 3121 | type is(real(real32)) | ||
| 3122 |
12/20✗ Branch 1 not taken.
✓ Branch 2 taken 2 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 2 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 2 times.
✓ Branch 10 taken 4 times.
✓ Branch 11 taken 2 times.
✓ Branch 13 taken 2 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 2 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 2 times.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✓ Branch 21 taken 2 times.
✓ Branch 22 taken 2 times.
✓ Branch 23 taken 6 times.
✓ Branch 24 taken 2 times.
|
14 | this%input_array(1,1)%val = reshape(input, [num_inputs, num_samples]) |
| 3123 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
|
2 | l_valid_rank_type = .true. |
| 3124 | type is(graph_type) | ||
| 3125 | 5 | num_samples = size(input, dim=2) | |
| 3126 |
31/66✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
✓ Branch 2 taken 5 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 5 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 5 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 5 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 5 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 5 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 5 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 5 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 5 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 5 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 5 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 5 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 5 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 5 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 5 times.
✓ Branch 43 taken 6 times.
✓ Branch 44 taken 5 times.
✓ Branch 45 taken 6 times.
✓ Branch 46 taken 6 times.
✓ Branch 47 taken 6 times.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✓ Branch 50 taken 6 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 6 times.
✗ Branch 53 not taken.
✓ Branch 54 taken 6 times.
✗ Branch 55 not taken.
✓ Branch 56 taken 6 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 6 times.
✗ Branch 59 not taken.
✓ Branch 60 taken 6 times.
✗ Branch 61 not taken.
✓ Branch 62 taken 6 times.
✗ Branch 63 not taken.
✓ Branch 64 taken 6 times.
✗ Branch 65 not taken.
✓ Branch 66 taken 6 times.
✗ Branch 67 not taken.
✗ Branch 68 not taken.
✗ Branch 69 not taken.
✗ Branch 70 not taken.
✗ Branch 71 not taken.
✓ Branch 72 taken 6 times.
✗ Branch 73 not taken.
✗ Branch 74 not taken.
✗ Branch 75 not taken.
✗ Branch 76 not taken.
|
17 | allocate(this%input_graph(num_input_layers, num_samples)) |
| 3127 |
44/104✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 5 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 5 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 5 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 5 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 5 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 5 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 5 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 5 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 5 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 5 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 5 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 5 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 5 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 5 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 5 times.
✗ Branch 48 not taken.
✓ Branch 49 taken 5 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 5 times.
✓ Branch 54 taken 6 times.
✓ Branch 55 taken 5 times.
✓ Branch 56 taken 6 times.
✓ Branch 57 taken 6 times.
✓ Branch 58 taken 6 times.
✗ Branch 59 not taken.
✗ Branch 60 not taken.
✓ Branch 61 taken 6 times.
✗ Branch 62 not taken.
✓ Branch 63 taken 6 times.
✗ Branch 64 not taken.
✓ Branch 65 taken 6 times.
✓ Branch 66 taken 6 times.
✗ Branch 67 not taken.
✓ Branch 68 taken 6 times.
✗ Branch 69 not taken.
✓ Branch 70 taken 6 times.
✗ Branch 71 not taken.
✓ Branch 72 taken 6 times.
✗ Branch 73 not taken.
✓ Branch 74 taken 6 times.
✗ Branch 75 not taken.
✗ Branch 76 not taken.
✓ Branch 77 taken 6 times.
✗ Branch 78 not taken.
✗ Branch 79 not taken.
✗ Branch 80 not taken.
✗ Branch 81 not taken.
✗ Branch 82 not taken.
✓ Branch 83 taken 6 times.
✗ Branch 84 not taken.
✗ Branch 85 not taken.
✗ Branch 86 not taken.
✗ Branch 87 not taken.
✓ Branch 88 taken 6 times.
✗ Branch 89 not taken.
✗ Branch 90 not taken.
✓ Branch 91 taken 6 times.
✗ Branch 92 not taken.
✓ Branch 93 taken 6 times.
✗ Branch 94 not taken.
✓ Branch 95 taken 6 times.
✗ Branch 96 not taken.
✓ Branch 97 taken 6 times.
✗ Branch 98 not taken.
✓ Branch 99 taken 6 times.
✗ Branch 100 not taken.
✓ Branch 101 taken 6 times.
✗ Branch 102 not taken.
✓ Branch 103 taken 6 times.
✗ Branch 104 not taken.
✓ Branch 105 taken 6 times.
✗ Branch 106 not taken.
✓ Branch 107 taken 6 times.
✗ Branch 108 not taken.
✗ Branch 109 not taken.
✗ Branch 110 not taken.
✗ Branch 111 not taken.
✗ Branch 112 not taken.
✗ Branch 113 not taken.
✗ Branch 114 not taken.
✓ Branch 115 taken 6 times.
✗ Branch 116 not taken.
✗ Branch 117 not taken.
✗ Branch 118 not taken.
✗ Branch 119 not taken.
✗ Branch 120 not taken.
✗ Branch 121 not taken.
|
17 | this%input_graph(:,:) = input(:,:) |
| 3128 |
1/2✓ Branch 0 taken 5 times.
✗ Branch 1 not taken.
|
10 | return |
| 3129 | type is(array_type) | ||
| 3130 | ✗ | call stop_program("SHOULD NOT GET HERE") | |
| 3131 | ✗ | this%input_array = input | |
| 3132 | ✗ | l_valid_rank_type = .true. | |
| 3133 | end select | ||
| 3134 | rank(3) | ||
| 3135 | 1 | select type(input) | |
| 3136 | type is(real(real32)) | ||
| 3137 |
15/30✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 1 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 1 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 1 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 1 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 1 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 1 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 1 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 1 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 1 times.
✗ Branch 43 not taken.
✓ Branch 44 taken 1 times.
|
1 | call this%input_array(1,1)%set(input) |
| 3138 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | l_valid_rank_type = .true. |
| 3139 | end select | ||
| 3140 | rank(4) | ||
| 3141 | 1 | select type(input) | |
| 3142 | type is(real(real32)) | ||
| 3143 |
19/38✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 1 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 1 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 1 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 1 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 1 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 1 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 1 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 1 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 1 times.
✗ Branch 43 not taken.
✓ Branch 44 taken 1 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 1 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 1 times.
✗ Branch 52 not taken.
✓ Branch 53 taken 1 times.
✗ Branch 55 not taken.
✓ Branch 56 taken 1 times.
|
1 | call this%input_array(1,1)%set(input) |
| 3144 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | l_valid_rank_type = .true. |
| 3145 | end select | ||
| 3146 | rank(5) | ||
| 3147 | 1 | select type(input) | |
| 3148 | type is(real(real32)) | ||
| 3149 |
23/46✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 1 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 1 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 1 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 1 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 1 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 1 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 1 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 1 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 1 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 1 times.
✗ Branch 43 not taken.
✓ Branch 44 taken 1 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 1 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 1 times.
✗ Branch 52 not taken.
✓ Branch 53 taken 1 times.
✗ Branch 55 not taken.
✓ Branch 56 taken 1 times.
✗ Branch 58 not taken.
✓ Branch 59 taken 1 times.
✗ Branch 61 not taken.
✓ Branch 62 taken 1 times.
✗ Branch 64 not taken.
✓ Branch 65 taken 1 times.
✗ Branch 67 not taken.
✓ Branch 68 taken 1 times.
|
1 | call this%input_array(1,1)%set(input) |
| 3150 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
|
1 | l_valid_rank_type = .true. |
| 3151 | end select | ||
| 3152 | end select rank_select | ||
| 3153 | |||
| 3154 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 10 times.
|
11 | if(.not.l_valid_rank_type)then |
| 3155 | 1 | write(err_msg,'("Unknown input type for rank ",I0)') input_rank | |
| 3156 | 1 | call stop_program(err_msg) | |
| 3157 | 1 | return | |
| 3158 | end if | ||
| 3159 | |||
| 3160 | contains | ||
| 3161 | |||
| 3162 | 1230 | function get_num_samples(network, input) result(num_samples) | |
| 3163 | implicit none | ||
| 3164 | !! Get the number of samples in the input | ||
| 3165 | |||
| 3166 | ! Arguments | ||
| 3167 | type(network_type), intent(in) :: network | ||
| 3168 | !! Instance of network | ||
| 3169 | class(*), dimension(..), intent(in) :: input | ||
| 3170 | !! Input | ||
| 3171 | integer :: num_samples | ||
| 3172 | !! Number of samples | ||
| 3173 | |||
| 3174 | ! Local variables | ||
| 3175 | integer :: layer_id | ||
| 3176 | !! Layer ID | ||
| 3177 | logical :: use_graph_input | ||
| 3178 | !! Whether to use graph input | ||
| 3179 | |||
| 3180 | 1230 | num_samples = 0 | |
| 3181 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1230 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1230 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1230 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1230 times.
|
1230 | layer_id = network%auto_graph%vertex(network%root_vertices(1))%id |
| 3182 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 1230 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1230 times.
|
1230 | use_graph_input = network%model(layer_id)%layer%use_graph_input |
| 3183 | select rank(input) | ||
| 3184 | rank(0) | ||
| 3185 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 1 times.
|
3 | select type(input) |
| 3186 | class is(array_type) | ||
| 3187 | 1 | num_samples = size(input%val, 2) | |
| 3188 | class is(array_ptr_type) | ||
| 3189 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
|
1 | num_samples = size(input%array(1,1)%val, 2) |
| 3190 | class default | ||
| 3191 | 1 | call stop_program("Unknown input type in get_num_samples for rank 0") | |
| 3192 | 1 | return | |
| 3193 | end select | ||
| 3194 | rank(1) | ||
| 3195 |
2/2✓ Branch 0 taken 7 times.
✓ Branch 1 taken 1 times.
|
8 | select type(input) |
| 3196 | class is(array_type) | ||
| 3197 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 1 times.
|
6 | if(use_graph_input)then |
| 3198 | 2 | num_samples = size(input) | |
| 3199 | else | ||
| 3200 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
|
1 | num_samples = size(input(1)%val, 2) |
| 3201 | end if | ||
| 3202 | class is(array_ptr_type) | ||
| 3203 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 1 times.
|
4 | if(use_graph_input)then |
| 3204 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
|
1 | num_samples = size(input(1)%array, 2) |
| 3205 | else | ||
| 3206 |
6/12✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1 times.
|
1 | num_samples = size(input(1)%array(1,1)%val, 2) |
| 3207 | end if | ||
| 3208 | class is(graph_type) | ||
| 3209 | 1 | num_samples = size(input, dim=1) | |
| 3210 | type is(real) | ||
| 3211 | 1 | num_samples = size(input, rank(input)) | |
| 3212 | class default | ||
| 3213 | 1 | call stop_program("Unknown input type in get_num_samples for rank 1") | |
| 3214 | 1 | return | |
| 3215 | end select | ||
| 3216 | rank(2) | ||
| 3217 |
2/2✓ Branch 0 taken 1211 times.
✓ Branch 1 taken 1 times.
|
1212 | select type(input) |
| 3218 | class is(array_type) | ||
| 3219 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 1203 times.
|
2408 | if(use_graph_input)then |
| 3220 | 1 | num_samples = size(input, 2) | |
| 3221 | else | ||
| 3222 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1203 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1203 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1203 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1203 times.
|
1203 | num_samples = size(input(1,1)%val, 2) |
| 3223 | end if | ||
| 3224 | class is(graph_type) | ||
| 3225 | 5 | num_samples = size(input, dim=2) | |
| 3226 | type is(real) | ||
| 3227 | 2 | num_samples = size(input, rank(input)) | |
| 3228 | class default | ||
| 3229 | 1 | call stop_program("Unknown input type in get_num_samples for rank 2") | |
| 3230 | 1 | return | |
| 3231 | end select | ||
| 3232 | rank(3) | ||
| 3233 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 1 times.
|
2 | select type(input) |
| 3234 | type is(real) | ||
| 3235 | 1 | num_samples = size(input, rank(input)) | |
| 3236 | class default | ||
| 3237 | 1 | call stop_program("Unknown input type in get_num_samples for rank 3") | |
| 3238 | 1 | return | |
| 3239 | end select | ||
| 3240 | rank(4) | ||
| 3241 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 1 times.
|
2 | select type(input) |
| 3242 | type is(real) | ||
| 3243 | 1 | num_samples = size(input, rank(input)) | |
| 3244 | class default | ||
| 3245 | 1 | call stop_program("Unknown input type in get_num_samples for rank 4") | |
| 3246 | 1 | return | |
| 3247 | end select | ||
| 3248 | rank(5) | ||
| 3249 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 1 times.
|
2 | select type(input) |
| 3250 | type is(real) | ||
| 3251 | 1 | num_samples = size(input, rank(input)) | |
| 3252 | class default | ||
| 3253 | 1 | call stop_program("Unknown input type in get_num_samples for rank 5") | |
| 3254 | 1 | return | |
| 3255 | end select | ||
| 3256 | rank default | ||
| 3257 | 1 | call stop_program("Unknown input rank in get_num_samples") | |
| 3258 | 1 | return | |
| 3259 | end select | ||
| 3260 | |||
| 3261 | 1223 | end function get_num_samples | |
| 3262 | |||
| 3263 | |||
| 3264 | 5 | subroutine handle_array_type(input, output, num_samples) | |
| 3265 | !! Handle array type input | ||
| 3266 | |||
| 3267 | ! Arguments | ||
| 3268 | class(array_type), intent(in) :: input | ||
| 3269 | !! Input | ||
| 3270 | type(array_type), intent(out) :: output | ||
| 3271 | !! Output | ||
| 3272 | integer, intent(in) :: num_samples | ||
| 3273 | !! Number of samples | ||
| 3274 | |||
| 3275 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 4 times.
|
5 | if(size(input%val,2).ne.num_samples)then |
| 3276 | 1 | call stop_program("number of samples in input arrays do not match") | |
| 3277 | 1 | return | |
| 3278 | end if | ||
| 3279 | call output%allocate( array_shape = & | ||
| 3280 | 16 | [ product(input%shape(1:input%rank)), num_samples ] & | |
| 3281 |
8/12✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 4 times.
✓ Branch 12 taken 4 times.
✓ Branch 13 taken 4 times.
✓ Branch 14 taken 8 times.
✓ Branch 15 taken 4 times.
|
16 | ) |
| 3282 |
15/36✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 4 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 4 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 4 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 4 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 4 times.
✓ Branch 24 taken 4 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 4 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 4 times.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✗ Branch 36 not taken.
✗ Branch 37 not taken.
✗ Branch 38 not taken.
✗ Branch 39 not taken.
✓ Branch 40 taken 7 times.
✓ Branch 41 taken 4 times.
✓ Branch 42 taken 20 times.
✓ Branch 43 taken 7 times.
|
31 | output%val = input%val |
| 3283 | end subroutine handle_array_type | ||
| 3284 | |||
| 3285 | end function save_input_to_network | ||
| 3286 | !------------------------------------------------------------------------------- | ||
| 3287 |
1/2✓ Branch 0 taken 605 times.
✗ Branch 1 not taken.
|
605 | module subroutine save_output_to_network( this, output ) |
| 3288 | !! Save output to network | ||
| 3289 | implicit none | ||
| 3290 | |||
| 3291 | ! Arguments | ||
| 3292 | class(network_type), intent(inout) :: this | ||
| 3293 | !! Instance of network | ||
| 3294 | class(*), dimension(:,:), intent(in) :: output | ||
| 3295 | !! Output | ||
| 3296 | |||
| 3297 | ! Local variables | ||
| 3298 | integer :: i, j, s | ||
| 3299 | !! Loop indices | ||
| 3300 | |||
| 3301 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 603 times.
|
605 | if(allocated(this%expected_array))then |
| 3302 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 2 times.
|
4 | do i = 1, size(this%expected_array, 1) |
| 3303 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 2 times.
|
6 | do j = 1, size(this%expected_array, 2) |
| 3304 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 2 times.
|
4 | call this%expected_array(i,j)%deallocate() |
| 3305 | end do | ||
| 3306 | end do | ||
| 3307 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
|
2 | deallocate(this%expected_array) |
| 3308 | end if | ||
| 3309 | |||
| 3310 | ✗ | select type(output) | |
| 3311 | type is(graph_type) | ||
| 3312 |
25/46✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 1 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 1 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 1 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 1 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 1 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 1 times.
✓ Branch 39 taken 1 times.
✓ Branch 40 taken 1 times.
✓ Branch 41 taken 2 times.
✓ Branch 42 taken 1 times.
✓ Branch 43 taken 2 times.
✗ Branch 44 not taken.
✗ Branch 45 not taken.
✓ Branch 46 taken 2 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 2 times.
✗ Branch 49 not taken.
✓ Branch 50 taken 2 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 2 times.
✗ Branch 53 not taken.
✓ Branch 54 taken 2 times.
✗ Branch 55 not taken.
✓ Branch 56 taken 2 times.
|
4 | allocate(this%expected_array(2,size(output,2))) |
| 3313 |
10/18✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 1 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 1 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✓ Branch 14 taken 1 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1 times.
✓ Branch 17 taken 1 times.
|
3 | do s = 1, size(output,2) |
| 3314 |
5/10✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
|
1 | if(this%expected_array(1,s)%allocated) & |
| 3315 | ✗ | call this%expected_array(1,s)%deallocate() | |
| 3316 |
5/10✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
|
1 | if(this%expected_array(2,s)%allocated) & |
| 3317 | ✗ | call this%expected_array(2,s)%deallocate() | |
| 3318 | 4 | call this%expected_array(1,s)%allocate( & | |
| 3319 | ✗ | array_shape = [ & | |
| 3320 | ✗ | output(1,s)%num_vertex_features, output(1,s)%num_vertices & | |
| 3321 | ] & | ||
| 3322 |
12/22✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 1 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 1 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 1 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 1 times.
✓ Branch 24 taken 2 times.
✓ Branch 25 taken 1 times.
|
3 | ) |
| 3323 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
|
1 | call this%expected_array(1,s)%zero_grad() |
| 3324 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
|
1 | call this%expected_array(1,s)%set_requires_grad(.false.) |
| 3325 |
18/36✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 1 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 1 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 1 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 1 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 1 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 1 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 1 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 1 times.
✗ Branch 48 not taken.
✓ Branch 49 taken 1 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 1 times.
|
1 | call this%expected_array(1,s)%set( output(1,s)%vertex_features ) |
| 3326 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1 times.
|
1 | this%expected_array(1,s)%is_temporary = .false. |
| 3327 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1 times.
✓ Branch 9 taken 1 times.
✗ Branch 10 not taken.
|
1 | if(output(1,s)%num_edge_features.le.0) cycle |
| 3328 | ✗ | call this%expected_array(2,s)%allocate( & | |
| 3329 | ✗ | array_shape = [ & | |
| 3330 | ✗ | output(1,s)%num_edge_features, output(1,s)%num_edges & | |
| 3331 | ] & | ||
| 3332 | ✗ | ) | |
| 3333 | ✗ | call this%expected_array(2,s)%set_requires_grad(.false.) | |
| 3334 | ✗ | call this%expected_array(2,s)%set( output(1,s)%edge_features ) | |
| 3335 |
0/8✗ Branch 0 not taken.
✗ Branch 1 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✗ Branch 9 not taken.
✗ Branch 10 not taken.
|
1 | this%expected_array(2,s)%is_temporary = .false. |
| 3336 | end do | ||
| 3337 | class is(array_type) | ||
| 3338 |
27/50✗ Branch 0 not taken.
✓ Branch 1 taken 604 times.
✓ Branch 2 taken 604 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 604 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 604 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 604 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 604 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 604 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 604 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 604 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 604 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 604 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 604 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 604 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 604 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 604 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 604 times.
✓ Branch 43 taken 604 times.
✓ Branch 44 taken 604 times.
✓ Branch 45 taken 604 times.
✓ Branch 46 taken 604 times.
✓ Branch 47 taken 604 times.
✗ Branch 48 not taken.
✗ Branch 49 not taken.
✓ Branch 50 taken 604 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 604 times.
✗ Branch 53 not taken.
✓ Branch 54 taken 604 times.
✗ Branch 55 not taken.
✓ Branch 56 taken 604 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 604 times.
✗ Branch 59 not taken.
✓ Branch 60 taken 604 times.
|
1812 | allocate(this%expected_array(size(output,1),size(output,2))) |
| 3339 |
10/18✗ Branch 0 not taken.
✓ Branch 1 taken 604 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 604 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 604 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 604 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 604 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 604 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 604 times.
✓ Branch 14 taken 604 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 604 times.
✓ Branch 17 taken 604 times.
|
2416 | do s = 1, size(output,2) |
| 3340 |
2/2✓ Branch 0 taken 604 times.
✓ Branch 1 taken 604 times.
|
1812 | do i = 1, size(output,1) |
| 3341 |
5/10✗ Branch 0 not taken.
✓ Branch 1 taken 604 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 604 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 604 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 604 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 604 times.
|
604 | if(this%expected_array(i,s)%allocated) & |
| 3342 | ✗ | call this%expected_array(i,s)%deallocate() | |
| 3343 | 2416 | call this%expected_array(i,s)%allocate( & | |
| 3344 | ✗ | array_shape = [ & | |
| 3345 | ✗ | output(i,s)%shape, size(output(i,s)%val,2) & | |
| 3346 | ] & | ||
| 3347 |
22/40✗ Branch 0 not taken.
✓ Branch 1 taken 604 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 604 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 604 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 604 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 604 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 604 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 604 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 604 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 604 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 604 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 604 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 604 times.
✗ Branch 32 not taken.
✓ Branch 33 taken 604 times.
✓ Branch 35 taken 604 times.
✓ Branch 36 taken 604 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 604 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 604 times.
✗ Branch 41 not taken.
✓ Branch 42 taken 604 times.
✗ Branch 43 not taken.
✓ Branch 44 taken 604 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 604 times.
✓ Branch 47 taken 1208 times.
✓ Branch 48 taken 604 times.
|
2416 | ) |
| 3348 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 604 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 604 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 604 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 604 times.
|
604 | call this%expected_array(i,s)%set_requires_grad(.false.) |
| 3349 |
20/40✗ Branch 0 not taken.
✓ Branch 1 taken 604 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 604 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 604 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 604 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 604 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 604 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 604 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 604 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 604 times.
✗ Branch 27 not taken.
✓ Branch 28 taken 604 times.
✗ Branch 30 not taken.
✓ Branch 31 taken 604 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 604 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 604 times.
✗ Branch 39 not taken.
✓ Branch 40 taken 604 times.
✗ Branch 42 not taken.
✓ Branch 43 taken 604 times.
✗ Branch 45 not taken.
✓ Branch 46 taken 604 times.
✗ Branch 48 not taken.
✓ Branch 49 taken 604 times.
✗ Branch 51 not taken.
✓ Branch 52 taken 604 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 604 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 604 times.
|
604 | call this%expected_array(i,s)%set( output(i,s)%val ) |
| 3350 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 604 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 604 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 604 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 604 times.
|
1208 | this%expected_array(i,s)%is_temporary = .false. |
| 3351 | end do | ||
| 3352 | end do | ||
| 3353 | type is(real) | ||
| 3354 | ✗ | allocate(this%expected_array(1,1)) | |
| 3355 | ✗ | if(this%expected_array(1,1)%allocated) & | |
| 3356 | ✗ | call this%expected_array(1,1)%deallocate() | |
| 3357 | ✗ | call this%expected_array(1,1)%allocate( & | |
| 3358 | array_shape = [ size(output,1), size(output,2) ] & | ||
| 3359 | ✗ | ) | |
| 3360 | ✗ | call this%expected_array(1,1)%set_requires_grad(.false.) | |
| 3361 | ✗ | call this%expected_array(1,1)%set( output ) | |
| 3362 | ✗ | this%expected_array(1,1)%is_temporary = .false. | |
| 3363 | type is(integer) | ||
| 3364 | ✗ | allocate(this%expected_array(1,1)) | |
| 3365 | ✗ | if(this%expected_array(1,1)%allocated) & | |
| 3366 | ✗ | call this%expected_array(1,1)%deallocate() | |
| 3367 | ✗ | call this%expected_array(1,1)%allocate( & | |
| 3368 | array_shape = [ size(output,1), size(output,2) ] & | ||
| 3369 | ✗ | ) | |
| 3370 | ✗ | call this%expected_array(1,1)%set_requires_grad(.false.) | |
| 3371 | ✗ | this%expected_array(1,1)%val = real(output, real32) | |
| 3372 | ✗ | this%expected_array(1,1)%is_temporary = .false. | |
| 3373 | class default | ||
| 3374 | ✗ | call stop_program("output type not supported in training") | |
| 3375 | end select | ||
| 3376 | |||
| 3377 | 605 | end subroutine save_output_to_network | |
| 3378 | !############################################################################### | ||
| 3379 | |||
| 3380 | |||
| 3381 | !##############################################################################! | ||
| 3382 | ! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ! | ||
| 3383 | !##############################################################################! | ||
| 3384 | |||
| 3385 | |||
| 3386 | !############################################################################### | ||
| 3387 | 5 | module subroutine train( & | |
| 3388 |
1/2✓ Branch 0 taken 5 times.
✗ Branch 1 not taken.
|
5 | this, input, output, num_epochs, batch_size, & |
| 3389 | plateau_threshold, shuffle_batches, batch_print_step, verbose, & | ||
| 3390 | print_precision, scientific_print, early_stopping, & | ||
| 3391 |
4/6✓ Branch 0 taken 1 times.
✓ Branch 1 taken 4 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
✗ Branch 5 not taken.
|
5 | val_input, val_output & |
| 3392 | ) | ||
| 3393 | !! Train the network | ||
| 3394 | !! | ||
| 3395 | !! This function trains the network on the input data for a number of | ||
| 3396 | !! epochs. The input data is split into batches of size batch_size and | ||
| 3397 | !! the network is trained on each batch. The network is trained using | ||
| 3398 | !! the optimiser specified in the network object. | ||
| 3399 | use athena__tools_infile, only: stop_check | ||
| 3400 | implicit none | ||
| 3401 | |||
| 3402 | ! Arguments | ||
| 3403 | class(network_type), intent(inout) :: this | ||
| 3404 | !! Instance of network | ||
| 3405 | class(*), dimension(..), intent(in) :: input | ||
| 3406 | !! Input data | ||
| 3407 | class(*), dimension(:,:), intent(in) :: output | ||
| 3408 | !! Output data | ||
| 3409 | integer, intent(in) :: num_epochs | ||
| 3410 | !! Number of epochs | ||
| 3411 | integer, optional, intent(in) :: batch_size | ||
| 3412 | !! Batch size | ||
| 3413 | real(real32), optional, intent(in) :: plateau_threshold | ||
| 3414 | !! Plateau threshold | ||
| 3415 | logical, optional, intent(in) :: shuffle_batches | ||
| 3416 | !! Shuffle batches | ||
| 3417 | integer, optional, intent(in) :: batch_print_step | ||
| 3418 | !! Batch print step | ||
| 3419 | integer, optional, intent(in) :: verbose | ||
| 3420 | !! Verbosity level | ||
| 3421 | integer, optional, intent(in) :: print_precision | ||
| 3422 | !! Number of decimal places to print for training metrics | ||
| 3423 | logical, optional, intent(in) :: scientific_print | ||
| 3424 | !! Whether to print training metrics in scientific notation | ||
| 3425 | logical, optional, intent(in) :: early_stopping | ||
| 3426 | !! Whether to stop training early if convergence is detected | ||
| 3427 | class(*), dimension(..), optional, intent(in) :: val_input | ||
| 3428 | !! Validation input data | ||
| 3429 | class(*), dimension(:,:), optional, intent(in) :: val_output | ||
| 3430 | !! Validation expected output data | ||
| 3431 | |||
| 3432 | ! Training parameters | ||
| 3433 | real(real32) :: batch_loss, batch_accuracy, avg_loss, avg_accuracy | ||
| 3434 | !! Loss and accuracy | ||
| 3435 | |||
| 3436 | ! learning parameters | ||
| 3437 | integer :: l, num_samples | ||
| 3438 | !! Loop index | ||
| 3439 | integer :: num_batches | ||
| 3440 | !! Number of batches | ||
| 3441 | integer :: converged | ||
| 3442 | !! Convergence flag | ||
| 3443 | integer :: window_width | ||
| 3444 | !! Length of convergence check window | ||
| 3445 | integer :: verbose_ | ||
| 3446 | !! Verbosity level | ||
| 3447 | real(real32) :: plateau_threshold_ | ||
| 3448 | !! Plateau threshold | ||
| 3449 | logical :: shuffle_batches_ | ||
| 3450 | !! Shuffle batches | ||
| 3451 | logical :: use_accuracy | ||
| 3452 | !! Whether accuracy evaluation is available | ||
| 3453 | logical :: early_stopping_ | ||
| 3454 | !! Whether to stop training early if convergence is detected | ||
| 3455 | |||
| 3456 | ! Printing parameters | ||
| 3457 | integer :: batch_print_step_ | ||
| 3458 | !! Batch print step | ||
| 3459 | integer :: print_precision_ | ||
| 3460 | !! Number of decimal places for metric output | ||
| 3461 | logical :: scientific_print_ | ||
| 3462 | !! Whether to print metrics in scientific notation | ||
| 3463 | character(len=64) :: loss_str, accuracy_str | ||
| 3464 | !! Formatted metrics for printing | ||
| 3465 | character(len=128) :: val_str | ||
| 3466 | !! Formatted validation metrics for printing | ||
| 3467 | |||
| 3468 | ! Training loop variables | ||
| 3469 | integer :: epoch, batch, start_index, end_index | ||
| 3470 | !! Loop index | ||
| 3471 | 5 | integer, allocatable, dimension(:) :: batch_order | |
| 3472 | !! Batch order | ||
| 3473 | |||
| 3474 | integer :: i, j, s | ||
| 3475 | !! Loop index | ||
| 3476 | integer :: tmp_batch_size | ||
| 3477 | !! Temporary integer to store batch size during validation | ||
| 3478 | integer :: current_batch_size, target_batch_size | ||
| 3479 | !! Actual batch size for the current batch and the target batch size | ||
| 3480 | 5 | logical, allocatable :: mode_store(:) | |
| 3481 | !! Storage for inference mode booleans | ||
| 3482 | |||
| 3483 | 10 | class(*), allocatable :: data_poly(:,:) | |
| 3484 | type(array_type), pointer :: loss => null() | ||
| 3485 | |||
| 3486 | ! Validation variables | ||
| 3487 | logical :: use_validation | ||
| 3488 | !! Whether validation data is provided | ||
| 3489 | integer :: val_num_samples | ||
| 3490 | !! Number of validation samples | ||
| 3491 | integer :: val_sample | ||
| 3492 | !! Loop index for validation | ||
| 3493 | real(real32) :: val_loss, val_accuracy, val_loss_sum, val_accuracy_sum | ||
| 3494 | !! Validation loss and accuracy | ||
| 3495 | #ifdef __INTEL_COMPILER | ||
| 3496 | type(array_type), pointer :: saved_expected_array(:,:) => null() | ||
| 3497 | !! Saved training expected output (for restoring after validation) | ||
| 3498 | #else | ||
| 3499 | 5 | type(array_type), dimension(:,:), allocatable :: saved_expected_array | |
| 3500 | !! Saved training expected output (for restoring after validation) | ||
| 3501 | #endif | ||
| 3502 | |||
| 3503 | #ifdef _OPENMP | ||
| 3504 | type(network_type) :: this_copy | ||
| 3505 | !! Copy of network | ||
| 3506 | #endif | ||
| 3507 | |||
| 3508 | |||
| 3509 | !--------------------------------------------------------------------------- | ||
| 3510 | ! Check loss and accuracy methods are set | ||
| 3511 | !--------------------------------------------------------------------------- | ||
| 3512 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
|
5 | if(.not.allocated(this%loss))then |
| 3513 | ✗ | call stop_program("loss method not set") | |
| 3514 | ✗ | return | |
| 3515 | end if | ||
| 3516 | 5 | use_accuracy = associated(this%get_accuracy) | |
| 3517 | 5 | accuracy_str = "" | |
| 3518 | 5 | val_str = "" | |
| 3519 | |||
| 3520 | !--------------------------------------------------------------------------- | ||
| 3521 | ! Check validation data | ||
| 3522 | !--------------------------------------------------------------------------- | ||
| 3523 |
3/4✓ Branch 0 taken 1 times.
✓ Branch 1 taken 4 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
|
5 | use_validation = present(val_input) .and. present(val_output) |
| 3524 |
4/6✓ Branch 0 taken 1 times.
✓ Branch 1 taken 4 times.
✓ Branch 2 taken 1 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 5 times.
|
5 | if(present(val_input) .neqv. present(val_output))then |
| 3525 | call stop_program( & | ||
| 3526 | "both val_input and val_output must be provided for validation" & | ||
| 3527 | ✗ | ) | |
| 3528 | ✗ | return | |
| 3529 | end if | ||
| 3530 | |||
| 3531 | |||
| 3532 | !--------------------------------------------------------------------------- | ||
| 3533 | ! Initialise optional arguments | ||
| 3534 | !--------------------------------------------------------------------------- | ||
| 3535 | 5 | verbose_ = 0 | |
| 3536 | 5 | batch_print_step_ = 20 | |
| 3537 | 5 | plateau_threshold_ = 0._real32 | |
| 3538 | 5 | shuffle_batches_ = .true. | |
| 3539 | 5 | scientific_print_ = .false. | |
| 3540 | 5 | print_precision_ = 3 | |
| 3541 | 5 | early_stopping_ = .true. | |
| 3542 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
|
5 | if(present(plateau_threshold)) plateau_threshold_ = plateau_threshold |
| 3543 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 3 times.
|
5 | if(present(shuffle_batches)) shuffle_batches_ = shuffle_batches |
| 3544 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
|
5 | if(present(batch_print_step)) batch_print_step_ = batch_print_step |
| 3545 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 2 times.
|
5 | if(present(verbose)) verbose_ = verbose |
| 3546 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
|
5 | if(present(print_precision)) print_precision_ = max(print_precision, 0) |
| 3547 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
|
5 | if(present(scientific_print)) scientific_print_ = scientific_print |
| 3548 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 2 times.
|
5 | if(present(batch_size)) this%batch_size = batch_size |
| 3549 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 4 times.
|
5 | if(present(early_stopping)) early_stopping_ = early_stopping |
| 3550 | |||
| 3551 | |||
| 3552 | !--------------------------------------------------------------------------- | ||
| 3553 | ! Initialise monitoring variables | ||
| 3554 | !--------------------------------------------------------------------------- | ||
| 3555 |
1/2✓ Branch 0 taken 5 times.
✗ Branch 1 not taken.
|
5 | window_width = max(ceiling(500._real32/this%batch_size),1) |
| 3556 |
2/2✓ Branch 0 taken 10 times.
✓ Branch 1 taken 5 times.
|
15 | do i = 1, size(this%metrics,dim=1) |
| 3557 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 10 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 10 times.
|
15 | this%metrics(i)%window_width = window_width |
| 3558 | end do | ||
| 3559 | |||
| 3560 | |||
| 3561 | !--------------------------------------------------------------------------- | ||
| 3562 | ! Save input and output to network | ||
| 3563 | !--------------------------------------------------------------------------- | ||
| 3564 | 5 | num_samples = this%save_input( input ) | |
| 3565 |
7/14✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 5 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 5 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 5 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 5 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 5 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 5 times.
|
5 | call this%save_output( output ) |
| 3566 |
8/16✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 5 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 5 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 5 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 5 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 5 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 5 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 5 times.
|
5 | if(size(output,2).ne.num_samples.and.this%use_graph_output)then |
| 3567 | ✗ | call stop_program("number of samples in input and output do not match") | |
| 3568 | ✗ | return | |
| 3569 | end if | ||
| 3570 | |||
| 3571 | |||
| 3572 | !--------------------------------------------------------------------------- | ||
| 3573 | ! If parallel, initialise slices | ||
| 3574 | !--------------------------------------------------------------------------- | ||
| 3575 | 5 | num_batches = (num_samples + this%batch_size - 1) / this%batch_size | |
| 3576 |
7/14✓ Branch 0 taken 5 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 5 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 5 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 5 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 5 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 5 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 5 times.
|
5 | allocate(batch_order(num_batches)) |
| 3577 |
2/2✓ Branch 0 taken 6 times.
✓ Branch 1 taken 5 times.
|
11 | do batch = 1, num_batches |
| 3578 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
|
11 | batch_order(batch) = batch |
| 3579 | end do | ||
| 3580 | |||
| 3581 | |||
| 3582 | !--------------------------------------------------------------------------- | ||
| 3583 | ! Set/reset batch size for training | ||
| 3584 | !--------------------------------------------------------------------------- | ||
| 3585 | 5 | call this%set_batch_size(this%batch_size) | |
| 3586 | 5 | target_batch_size = this%batch_size | |
| 3587 | |||
| 3588 | |||
| 3589 | !--------------------------------------------------------------------------- | ||
| 3590 | ! Enable training mode | ||
| 3591 | !--------------------------------------------------------------------------- | ||
| 3592 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
|
5 | call this%set_training_mode(mode_store) |
| 3593 | |||
| 3594 | |||
| 3595 |
2/2✓ Branch 0 taken 1111 times.
✓ Branch 1 taken 4 times.
|
1115 | epoch_loop: do epoch = 1, num_epochs |
| 3596 | 1111 | this%epoch = epoch | |
| 3597 | !------------------------------------------------------------------------ | ||
| 3598 | ! Shuffle batch order at the start of each epoch | ||
| 3599 | !------------------------------------------------------------------------ | ||
| 3600 |
2/2✓ Branch 0 taken 1101 times.
✓ Branch 1 taken 10 times.
|
1111 | if(shuffle_batches_)then |
| 3601 | 1101 | call shuffle(batch_order) | |
| 3602 | end if | ||
| 3603 | |||
| 3604 | 1111 | avg_loss = 0._real32 | |
| 3605 | 1111 | avg_accuracy = 0._real32 | |
| 3606 | |||
| 3607 | !------------------------------------------------------------------------ | ||
| 3608 | ! Batch loop | ||
| 3609 | ! ... split data up into minibatches for training | ||
| 3610 | !------------------------------------------------------------------------ | ||
| 3611 |
2/2✓ Branch 0 taken 1112 times.
✓ Branch 1 taken 1111 times.
|
2223 | batch_loop: do batch = 1, num_batches |
| 3612 | |||
| 3613 | |||
| 3614 | ! Set batch start and end index | ||
| 3615 | !--------------------------------------------------------------------- | ||
| 3616 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 1112 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1112 times.
|
1112 | start_index = (batch_order(batch) - 1) * this%batch_size + 1 |
| 3617 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 1112 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1112 times.
|
1112 | end_index = min(batch_order(batch) * this%batch_size, num_samples) |
| 3618 | 1112 | current_batch_size = end_index - start_index + 1 | |
| 3619 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 1111 times.
|
1112 | if(current_batch_size.ne.target_batch_size)then |
| 3620 | 1 | call this%set_batch_size(current_batch_size) | |
| 3621 | end if | ||
| 3622 | |||
| 3623 | |||
| 3624 | ! Forward pass | ||
| 3625 | !--------------------------------------------------------------------- | ||
| 3626 | 1112 | select case(this%use_graph_input) | |
| 3627 | case(.true.) | ||
| 3628 | ✗ | data_poly = get_sample( & | |
| 3629 | this%input_graph, start_index, end_index, current_batch_size & | ||
| 3630 |
11/32✗ Branch 0 not taken.
✓ Branch 1 taken 10 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 10 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 10 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 10 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 10 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 10 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 10 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 10 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 10 times.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✓ Branch 24 taken 10 times.
✗ Branch 25 not taken.
✗ Branch 27 not taken.
✓ Branch 28 taken 10 times.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
|
10 | ) |
| 3631 | case default | ||
| 3632 | data_poly = get_sample( & | ||
| 3633 | this%input_array, start_index, end_index, current_batch_size, & | ||
| 3634 | as_graph = .false. & | ||
| 3635 |
26/54✓ Branch 0 taken 10 times.
✓ Branch 1 taken 1102 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 1102 times.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✓ Branch 10 taken 1102 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 1102 times.
✓ Branch 13 taken 1102 times.
✓ Branch 14 taken 1102 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1102 times.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✓ Branch 19 taken 1102 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 1102 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 1102 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 1102 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 1102 times.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✓ Branch 34 taken 1102 times.
✗ Branch 35 not taken.
✓ Branch 36 taken 1102 times.
✓ Branch 37 taken 1102 times.
✓ Branch 38 taken 1102 times.
✓ Branch 39 taken 1102 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 1102 times.
✓ Branch 43 taken 1102 times.
✗ Branch 44 not taken.
✓ Branch 46 taken 1102 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 1102 times.
✗ Branch 49 not taken.
✗ Branch 50 not taken.
✓ Branch 51 taken 1102 times.
✗ Branch 52 not taken.
✓ Branch 53 taken 1102 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 1102 times.
✗ Branch 56 not taken.
✓ Branch 57 taken 1102 times.
|
5520 | ) |
| 3636 | end select | ||
| 3637 | 1112 | call this%forward(data_poly) | |
| 3638 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 1112 times.
✓ Branch 3 taken 1112 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 1112 times.
✗ Branch 6 not taken.
|
1112 | deallocate(data_poly) |
| 3639 | |||
| 3640 | |||
| 3641 | ! Backward pass | ||
| 3642 | !--------------------------------------------------------------------- | ||
| 3643 | 1112 | loss => this%loss_eval(start_index, end_index) | |
| 3644 | 1112 | loss%is_temporary = .false. | |
| 3645 | 1112 | call loss%grad_reverse(reset_graph=.true.) | |
| 3646 | |||
| 3647 | |||
| 3648 | ! Compute loss and accuracy (for monitoring) | ||
| 3649 | !--------------------------------------------------------------------- | ||
| 3650 |
12/20✗ Branch 0 not taken.
✓ Branch 1 taken 1112 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1112 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1112 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1112 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1112 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1112 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1112 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 1112 times.
✓ Branch 24 taken 1112 times.
✓ Branch 25 taken 1112 times.
✓ Branch 26 taken 1112 times.
✓ Branch 27 taken 1112 times.
|
3336 | batch_loss = sum(loss%val) |
| 3651 | 1112 | batch_accuracy = 0._real32 | |
| 3652 |
1/2✓ Branch 0 taken 1112 times.
✗ Branch 1 not taken.
|
1112 | if(use_accuracy)then |
| 3653 |
7/14✗ Branch 0 not taken.
✓ Branch 1 taken 1112 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1112 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 1112 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 1112 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 1112 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 1112 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 1112 times.
|
1112 | batch_accuracy = this%accuracy_eval(output, start_index, end_index) |
| 3654 | end if | ||
| 3655 | |||
| 3656 | |||
| 3657 | ! Average metric over batch size and store | ||
| 3658 | !--------------------------------------------------------------------- | ||
| 3659 | 1112 | avg_loss = avg_loss + batch_loss | |
| 3660 |
1/2✓ Branch 0 taken 1112 times.
✗ Branch 1 not taken.
|
1112 | if(use_accuracy)then |
| 3661 | 1112 | avg_accuracy = avg_accuracy + batch_accuracy | |
| 3662 | end if | ||
| 3663 | |||
| 3664 | |||
| 3665 | ! Update weights and biases using optimisation algorithm | ||
| 3666 | !--------------------------------------------------------------------- | ||
| 3667 | 1112 | call this%update() | |
| 3668 | 1112 | call loss%nullify_graph() | |
| 3669 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1112 times.
|
1112 | deallocate(loss) |
| 3670 | 1112 | nullify(loss) | |
| 3671 | |||
| 3672 | |||
| 3673 | ! Print batch results | ||
| 3674 | !--------------------------------------------------------------------- | ||
| 3675 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1112 times.
|
1112 | if(abs(verbose_).gt.0.and.& |
| 3676 | (batch.eq.1.or.abs(mod(batch,batch_print_step_)).lt.1.E-6))then | ||
| 3677 | loss_str = format_training_real( & | ||
| 3678 | avg_loss / real(batch, real32), print_precision_, & | ||
| 3679 | scientific_print_ & | ||
| 3680 | ✗ | ) | |
| 3681 | ✗ | if(use_accuracy)then | |
| 3682 | accuracy_str = ", accuracy=" // trim(format_training_real( & | ||
| 3683 | avg_accuracy / real(batch, real32), & | ||
| 3684 | print_precision_, scientific_print_ & | ||
| 3685 | ✗ | )) | |
| 3686 | end if | ||
| 3687 | |||
| 3688 | write(6,'("epoch=",I0,", batch=",I0,& | ||
| 3689 | &", lr=",ES0.2,", loss=",A,A)' & | ||
| 3690 | ) & | ||
| 3691 | ✗ | this%epoch, batch, & | |
| 3692 | this%optimiser%lr_decay%get_lr( & | ||
| 3693 | this%optimiser%learning_rate, this%optimiser%iter & | ||
| 3694 | ✗ | ), & | |
| 3695 | ✗ | trim(loss_str), trim(accuracy_str) | |
| 3696 | end if | ||
| 3697 | |||
| 3698 | |||
| 3699 | ! Check for user-name stop file | ||
| 3700 | !--------------------------------------------------------------------- | ||
| 3701 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 1112 times.
|
2223 | if(stop_check())then |
| 3702 | ✗ | write(0,*) "STOPCAR ENCOUNTERED" | |
| 3703 | ✗ | write(0,*) "Exiting training loop..." | |
| 3704 | ✗ | exit epoch_loop | |
| 3705 | end if | ||
| 3706 | |||
| 3707 | end do batch_loop | ||
| 3708 | 1111 | call this%metrics(1)%append(avg_loss / real(num_batches, real32)) | |
| 3709 |
1/2✓ Branch 0 taken 1111 times.
✗ Branch 1 not taken.
|
1111 | if(use_accuracy)then |
| 3710 | 1111 | call this%metrics(2)%append(avg_accuracy / real(num_batches, real32)) | |
| 3711 | end if | ||
| 3712 | |||
| 3713 | |||
| 3714 | !------------------------------------------------------------------------ | ||
| 3715 | ! Validation evaluation at end of epoch | ||
| 3716 | !------------------------------------------------------------------------ | ||
| 3717 | 1111 | val_str = "" | |
| 3718 |
2/2✓ Branch 0 taken 600 times.
✓ Branch 1 taken 511 times.
|
1111 | if(use_validation)then |
| 3719 | |||
| 3720 | #ifdef __INTEL_COMPILER | ||
| 3721 | ! Save training expected output. `ifx` crashes on the allocatable | ||
| 3722 | ! local declaration used with `move_alloc`, so keep an explicit | ||
| 3723 | ! pointer-backed copy here instead. | ||
| 3724 | if(allocated(this%expected_array))then | ||
| 3725 | allocate(saved_expected_array( & | ||
| 3726 | size(this%expected_array, 1), size(this%expected_array, 2) & | ||
| 3727 | )) | ||
| 3728 | do i = 1, size(this%expected_array, 1) | ||
| 3729 | do j = 1, size(this%expected_array, 2) | ||
| 3730 | call saved_expected_array(i,j)%allocate( & | ||
| 3731 | source=this%expected_array(i,j) & | ||
| 3732 | ) | ||
| 3733 | call this%expected_array(i,j)%deallocate() | ||
| 3734 | end do | ||
| 3735 | end do | ||
| 3736 | deallocate(this%expected_array) | ||
| 3737 | else | ||
| 3738 | nullify(saved_expected_array) | ||
| 3739 | end if | ||
| 3740 | #else | ||
| 3741 |
2/18✗ Branch 0 not taken.
✓ Branch 1 taken 600 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✗ Branch 10 not taken.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✗ Branch 13 not taken.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✗ Branch 16 not taken.
✓ Branch 17 taken 600 times.
|
600 | call move_alloc(this%expected_array, saved_expected_array) |
| 3742 | #endif | ||
| 3743 | |||
| 3744 | ! Save validation output to network | ||
| 3745 |
9/18✓ Branch 0 taken 600 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 600 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 600 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 600 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 600 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 600 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 600 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 600 times.
✓ Branch 22 taken 600 times.
✗ Branch 23 not taken.
|
600 | call this%save_output( val_output ) |
| 3746 | |||
| 3747 | ! Save validation input | ||
| 3748 | 600 | val_num_samples = this%save_input( val_input ) | |
| 3749 | |||
| 3750 | ! Set batch size to 1 and enable inference mode | ||
| 3751 | 600 | call this%set_batch_size(1) | |
| 3752 | 600 | call this%set_inference_mode() | |
| 3753 | |||
| 3754 | ! Evaluate validation loss and accuracy | ||
| 3755 | 600 | val_loss_sum = 0._real32 | |
| 3756 | 600 | val_accuracy_sum = 0._real32 | |
| 3757 |
2/2✓ Branch 0 taken 600 times.
✓ Branch 1 taken 600 times.
|
1200 | do val_sample = 1, val_num_samples |
| 3758 | 600 | select case(this%use_graph_input) | |
| 3759 | case(.true.) | ||
| 3760 | ✗ | data_poly = get_sample( & | |
| 3761 | this%input_graph, val_sample, val_sample, 1 & | ||
| 3762 | ✗ | ) | |
| 3763 | case default | ||
| 3764 | data_poly = get_sample_array( & | ||
| 3765 | this%input_array, val_sample, val_sample, 1, & | ||
| 3766 | as_graph = .false. & | ||
| 3767 |
25/54✗ Branch 0 not taken.
✓ Branch 1 taken 600 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 600 times.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✓ Branch 10 taken 600 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 600 times.
✓ Branch 13 taken 600 times.
✓ Branch 14 taken 600 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 600 times.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✓ Branch 19 taken 600 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 600 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 600 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 600 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 600 times.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✓ Branch 34 taken 600 times.
✗ Branch 35 not taken.
✓ Branch 36 taken 600 times.
✓ Branch 37 taken 600 times.
✓ Branch 38 taken 600 times.
✓ Branch 39 taken 600 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 600 times.
✓ Branch 43 taken 600 times.
✗ Branch 44 not taken.
✓ Branch 46 taken 600 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 600 times.
✗ Branch 49 not taken.
✗ Branch 50 not taken.
✓ Branch 51 taken 600 times.
✗ Branch 52 not taken.
✓ Branch 53 taken 600 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 600 times.
✗ Branch 56 not taken.
✓ Branch 57 taken 600 times.
|
3000 | ) |
| 3768 | end select | ||
| 3769 | 600 | call this%forward(data_poly) | |
| 3770 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 600 times.
✓ Branch 3 taken 600 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 600 times.
✗ Branch 6 not taken.
|
600 | deallocate(data_poly) |
| 3771 | |||
| 3772 | 600 | loss => this%loss_eval(val_sample, val_sample) | |
| 3773 |
12/20✗ Branch 0 not taken.
✓ Branch 1 taken 600 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 600 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 600 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 600 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 600 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 600 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 600 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 600 times.
✓ Branch 24 taken 600 times.
✓ Branch 25 taken 600 times.
✓ Branch 26 taken 600 times.
✓ Branch 27 taken 600 times.
|
1800 | val_loss_sum = val_loss_sum + sum(loss%val) |
| 3774 | 600 | call loss%nullify_graph() | |
| 3775 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 600 times.
|
600 | deallocate(loss) |
| 3776 | 600 | nullify(loss) | |
| 3777 | |||
| 3778 |
1/2✓ Branch 0 taken 600 times.
✗ Branch 1 not taken.
|
1200 | if(use_accuracy)then |
| 3779 | val_accuracy_sum = val_accuracy_sum + & | ||
| 3780 |
9/18✓ Branch 0 taken 600 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 600 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 600 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 600 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 600 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 600 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 600 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 600 times.
✓ Branch 22 taken 600 times.
✗ Branch 23 not taken.
|
600 | this%accuracy_eval(val_output, val_sample, val_sample) |
| 3781 | end if | ||
| 3782 | end do | ||
| 3783 | |||
| 3784 | 600 | val_loss = val_loss_sum / real(val_num_samples, real32) | |
| 3785 | 600 | val_accuracy = val_accuracy_sum / real(val_num_samples, real32) | |
| 3786 | |||
| 3787 | ! Build validation print string | ||
| 3788 | val_str = ", val_loss=" // trim(format_training_real( & | ||
| 3789 | val_loss, print_precision_, scientific_print_ & | ||
| 3790 |
2/4✓ Branch 3 taken 600 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 600 times.
✗ Branch 6 not taken.
|
600 | )) |
| 3791 |
1/2✓ Branch 0 taken 600 times.
✗ Branch 1 not taken.
|
600 | if(use_accuracy)then |
| 3792 | val_str = trim(val_str) // ", val_accuracy=" // & | ||
| 3793 | trim(format_training_real( & | ||
| 3794 | val_accuracy, print_precision_, scientific_print_ & | ||
| 3795 |
3/6✓ Branch 2 taken 600 times.
✗ Branch 3 not taken.
✓ Branch 7 taken 600 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 600 times.
✗ Branch 10 not taken.
|
600 | )) |
| 3796 | end if | ||
| 3797 | |||
| 3798 | ! Restore training expected output | ||
| 3799 |
1/2✓ Branch 0 taken 600 times.
✗ Branch 1 not taken.
|
600 | if(allocated(this%expected_array))then |
| 3800 |
2/2✓ Branch 0 taken 600 times.
✓ Branch 1 taken 600 times.
|
1200 | do i = 1, size(this%expected_array, 1) |
| 3801 |
2/2✓ Branch 0 taken 600 times.
✓ Branch 1 taken 600 times.
|
1800 | do j = 1, size(this%expected_array, 2) |
| 3802 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 600 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 600 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 600 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 600 times.
|
1200 | call this%expected_array(i,j)%deallocate() |
| 3803 | end do | ||
| 3804 | end do | ||
| 3805 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 600 times.
|
600 | deallocate(this%expected_array) |
| 3806 | end if | ||
| 3807 | #ifdef __INTEL_COMPILER | ||
| 3808 | ! `ifx` does not support `move_alloc` in this context | ||
| 3809 | if(associated(saved_expected_array))then | ||
| 3810 | allocate(this%expected_array( & | ||
| 3811 | size(saved_expected_array, 1), size(saved_expected_array, 2) & | ||
| 3812 | )) | ||
| 3813 | do i = 1, size(saved_expected_array, 1) | ||
| 3814 | do j = 1, size(saved_expected_array, 2) | ||
| 3815 | call this%expected_array(i,j)%allocate( & | ||
| 3816 | source=saved_expected_array(i,j) & | ||
| 3817 | ) | ||
| 3818 | call saved_expected_array(i,j)%deallocate() | ||
| 3819 | end do | ||
| 3820 | end do | ||
| 3821 | deallocate(saved_expected_array) | ||
| 3822 | nullify(saved_expected_array) | ||
| 3823 | end if | ||
| 3824 | #else | ||
| 3825 |
2/18✗ Branch 0 not taken.
✓ Branch 1 taken 600 times.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✗ Branch 10 not taken.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✗ Branch 13 not taken.
✗ Branch 14 not taken.
✗ Branch 15 not taken.
✗ Branch 16 not taken.
✓ Branch 17 taken 600 times.
|
600 | call move_alloc(saved_expected_array, this%expected_array) |
| 3826 | #endif | ||
| 3827 | |||
| 3828 | ! Restore training input | ||
| 3829 | 600 | num_samples = this%save_input( input ) | |
| 3830 | |||
| 3831 | ! Restore training batch size and inference mode | ||
| 3832 | 600 | call this%set_batch_size(target_batch_size) | |
| 3833 | 600 | call this%set_training_mode() | |
| 3834 | |||
| 3835 | end if | ||
| 3836 | |||
| 3837 | |||
| 3838 | ! Print epoch summary results | ||
| 3839 | !------------------------------------------------------------------------ | ||
| 3840 |
2/2✓ Branch 0 taken 600 times.
✓ Branch 1 taken 511 times.
|
1111 | if(use_validation.and.verbose_.ge.0)then |
| 3841 |
1/2✓ Branch 4 taken 600 times.
✗ Branch 5 not taken.
|
600 | write(6,'("epoch=",I0,A)') this%epoch, trim(val_str) |
| 3842 |
1/2✓ Branch 0 taken 511 times.
✗ Branch 1 not taken.
|
511 | elseif(verbose_.eq.0)then |
| 3843 | loss_str = format_training_real( & | ||
| 3844 | this%metrics(1)%val, print_precision_, scientific_print_ & | ||
| 3845 | 511 | ) | |
| 3846 |
1/2✓ Branch 0 taken 511 times.
✗ Branch 1 not taken.
|
511 | if(use_accuracy)then |
| 3847 | accuracy_str = ", accuracy=" // trim(format_training_real( & | ||
| 3848 | this%metrics(2)%val, print_precision_, scientific_print_ & | ||
| 3849 |
2/4✓ Branch 3 taken 511 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 511 times.
✗ Branch 6 not taken.
|
511 | )) |
| 3850 | end if | ||
| 3851 | write(6,'("epoch=",I0,& | ||
| 3852 | &", lr=",ES0.2,", loss=",A,A,A)' & | ||
| 3853 | ) & | ||
| 3854 | 511 | this%epoch, & | |
| 3855 | this%optimiser%lr_decay%get_lr( & | ||
| 3856 | this%optimiser%learning_rate, this%optimiser%iter & | ||
| 3857 | 511 | ), & | |
| 3858 |
3/6✓ Branch 3 taken 511 times.
✗ Branch 4 not taken.
✓ Branch 7 taken 511 times.
✗ Branch 8 not taken.
✗ Branch 11 not taken.
✓ Branch 12 taken 511 times.
|
1022 | trim(loss_str), trim(accuracy_str), trim(val_str) |
| 3859 | end if | ||
| 3860 | |||
| 3861 | |||
| 3862 | !------------------------------------------------------------------------ | ||
| 3863 | ! Per-epoch callback (e.g. W&B logging via wandb_network_type) | ||
| 3864 | !------------------------------------------------------------------------ | ||
| 3865 | call this%post_epoch_hook( & | ||
| 3866 | this%epoch, & | ||
| 3867 | this%metrics(1)%val, & | ||
| 3868 | this%metrics(2)%val & | ||
| 3869 | 1111 | ) | |
| 3870 | |||
| 3871 | !------------------------------------------------------------------------ | ||
| 3872 | ! Check for convergence and stop early if enabled | ||
| 3873 | ! When validation data is provided, check validation loss for plateau | ||
| 3874 | !------------------------------------------------------------------------ | ||
| 3875 |
2/2✓ Branch 0 taken 1110 times.
✓ Branch 1 taken 1 times.
|
1115 | if(early_stopping_)then |
| 3876 |
2/2✓ Branch 0 taken 600 times.
✓ Branch 1 taken 510 times.
|
1110 | if(use_validation)then |
| 3877 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 600 times.
|
600 | if(val_loss .lt. plateau_threshold_ .and. & |
| 3878 | ✗ | plateau_threshold_ .gt. 0._real32) exit epoch_loop | |
| 3879 | else | ||
| 3880 | 510 | call this%metrics(1)%check(plateau_threshold_, converged) | |
| 3881 |
2/2✓ Branch 0 taken 1 times.
✓ Branch 1 taken 509 times.
|
510 | if(converged.ne.0) exit epoch_loop |
| 3882 | end if | ||
| 3883 |
1/2✓ Branch 0 taken 1109 times.
✗ Branch 1 not taken.
|
1109 | if(use_accuracy)then |
| 3884 | 1109 | call this%metrics(2)%check(plateau_threshold_, converged) | |
| 3885 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 1109 times.
|
1109 | if(converged.ne.0) exit epoch_loop |
| 3886 | end if | ||
| 3887 | end if | ||
| 3888 | |||
| 3889 | end do epoch_loop | ||
| 3890 | |||
| 3891 | ! Final epoch metrics | ||
| 3892 |
1/2✓ Branch 0 taken 5 times.
✗ Branch 1 not taken.
|
5 | if(use_accuracy)then |
| 3893 | 5 | this%accuracy_val = this%metrics(2)%val | |
| 3894 | else | ||
| 3895 | ✗ | this%accuracy_val = 0._real32 | |
| 3896 | end if | ||
| 3897 | 5 | this%loss_val = this%metrics(1)%val | |
| 3898 | |||
| 3899 | |||
| 3900 | !--------------------------------------------------------------------------- | ||
| 3901 | ! Restore training/inference mode | ||
| 3902 | !--------------------------------------------------------------------------- | ||
| 3903 | 5 | call this%restore_mode(mode_store) | |
| 3904 | |||
| 3905 |
4/12✗ Branch 0 not taken.
✓ Branch 1 taken 5 times.
✓ Branch 3 taken 5 times.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✓ Branch 6 taken 5 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✗ Branch 10 not taken.
✓ Branch 12 taken 5 times.
✗ Branch 13 not taken.
|
5 | end subroutine train |
| 3906 | !############################################################################### | ||
| 3907 | |||
| 3908 | |||
| 3909 | !############################################################################### | ||
| 3910 | 2222 | function format_training_real(value, decimals, scientific) result(formatted) | |
| 3911 | !! Format a training metric with a configurable number of decimal places. | ||
| 3912 | implicit none | ||
| 3913 | |||
| 3914 | ! Arguments | ||
| 3915 | real(real32), intent(in) :: value | ||
| 3916 | !! Value to format | ||
| 3917 | integer, intent(in) :: decimals | ||
| 3918 | !! Number of decimal places | ||
| 3919 | logical, intent(in) :: scientific | ||
| 3920 | !! Whether to use scientific notation | ||
| 3921 | |||
| 3922 | character(len=64) :: formatted | ||
| 3923 | !! Formatted string | ||
| 3924 | |||
| 3925 | ! Local variables | ||
| 3926 | character(len=16) :: fmt | ||
| 3927 | !! Internal write format | ||
| 3928 | integer :: width_ | ||
| 3929 | !! Field width for scientific formatting | ||
| 3930 | integer :: decimals_ | ||
| 3931 | !! Clamped decimal count | ||
| 3932 | |||
| 3933 | 2222 | decimals_ = min(max(decimals, 0), 30) | |
| 3934 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 2222 times.
|
2222 | if(scientific)then |
| 3935 | ✗ | width_ = max(decimals_ + 8, 14) | |
| 3936 | ✗ | write(fmt,'("(ES",I0,".",I0,"E2)")') width_, decimals_ | |
| 3937 | else | ||
| 3938 | 2222 | write(fmt,'("(F0.",I0,")")') decimals_ | |
| 3939 | end if | ||
| 3940 | 2222 | write(formatted, fmt) value | |
| 3941 | 2222 | formatted = adjustl(formatted) | |
| 3942 | |||
| 3943 | 2222 | end function format_training_real | |
| 3944 | !############################################################################### | ||
| 3945 | |||
| 3946 | |||
| 3947 | !############################################################################### | ||
| 3948 | 4 | module subroutine test( & | |
| 3949 |
1/2✓ Branch 0 taken 4 times.
✗ Branch 1 not taken.
|
4 | this, input, output, verbose & |
| 3950 | ) | ||
| 3951 | !! Test the network | ||
| 3952 | implicit none | ||
| 3953 | |||
| 3954 | ! Arguments | ||
| 3955 | class(network_type), intent(inout) :: this | ||
| 3956 | !! Instance of network | ||
| 3957 | class(*), dimension(..), intent(in) :: input | ||
| 3958 | !! Input data | ||
| 3959 | class(*), dimension(:,:), intent(in) :: output | ||
| 3960 | !! Output data | ||
| 3961 | integer, optional, intent(in) :: verbose | ||
| 3962 | !! Verbosity level | ||
| 3963 | |||
| 3964 | ! Local variables | ||
| 3965 | integer :: l, sample, num_samples | ||
| 3966 | !! Loop index | ||
| 3967 | integer :: verbose_ | ||
| 3968 | !! Verbosity level | ||
| 3969 | logical :: use_accuracy | ||
| 3970 | !! Whether accuracy evaluation is available | ||
| 3971 | real(real32) :: acc_val, loss_val | ||
| 3972 | !! Loss and accuracy | ||
| 3973 | 8 | class(*), allocatable, dimension(:,:) :: data_poly | |
| 3974 | !! Polymorphic data array | ||
| 3975 | type(array_type), pointer :: loss => null() | ||
| 3976 | !! Loss | ||
| 3977 | 4 | logical, allocatable :: mode_store(:) | |
| 3978 | !! Storage for inference mode booleans | ||
| 3979 | |||
| 3980 | |||
| 3981 | !--------------------------------------------------------------------------- | ||
| 3982 | ! Initialise optional arguments | ||
| 3983 | !--------------------------------------------------------------------------- | ||
| 3984 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
|
4 | if(present(verbose))then |
| 3985 | ✗ | verbose_ = verbose | |
| 3986 | else | ||
| 3987 | 4 | verbose_ = 0 | |
| 3988 | end if | ||
| 3989 | 4 | use_accuracy = associated(this%get_accuracy) | |
| 3990 | |||
| 3991 |
2/2✓ Branch 0 taken 8 times.
✓ Branch 1 taken 4 times.
|
12 | do l = 1, size(this%metrics,dim=1) |
| 3992 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
|
12 | this%metrics(l)%val = 0._real32 |
| 3993 | end do | ||
| 3994 | 4 | loss_val = 0._real32 | |
| 3995 | 4 | acc_val = 0._real32 | |
| 3996 | |||
| 3997 | |||
| 3998 | 4 | num_samples = this%save_input( input ) | |
| 3999 | |||
| 4000 | |||
| 4001 | !--------------------------------------------------------------------------- | ||
| 4002 | ! Reset batch size for testing | ||
| 4003 | !--------------------------------------------------------------------------- | ||
| 4004 | 4 | call this%set_batch_size(1) | |
| 4005 | |||
| 4006 | |||
| 4007 | !--------------------------------------------------------------------------- | ||
| 4008 | ! Enable inference mode | ||
| 4009 | !--------------------------------------------------------------------------- | ||
| 4010 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
|
4 | call this%set_inference_mode(mode_store) |
| 4011 | |||
| 4012 | |||
| 4013 | !--------------------------------------------------------------------------- | ||
| 4014 | ! Testing loop | ||
| 4015 | !--------------------------------------------------------------------------- | ||
| 4016 |
2/2✓ Branch 0 taken 4 times.
✓ Branch 1 taken 4 times.
|
8 | test_loop1: do sample = 1, num_samples |
| 4017 | |||
| 4018 | ! Forward pass | ||
| 4019 | !------------------------------------------------------------------------ | ||
| 4020 | 4 | select case(this%use_graph_input) | |
| 4021 | case(.true.) | ||
| 4022 | ✗ | data_poly = get_sample( & | |
| 4023 | this%input_graph, sample, sample, 1 & | ||
| 4024 |
11/32✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 2 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 2 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 2 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 2 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 2 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 2 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 2 times.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✓ Branch 24 taken 2 times.
✗ Branch 25 not taken.
✗ Branch 27 not taken.
✓ Branch 28 taken 2 times.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
|
2 | ) |
| 4025 | case default | ||
| 4026 | data_poly = get_sample_array( & | ||
| 4027 | this%input_array, sample, sample, 1, & | ||
| 4028 | as_graph = .false. & | ||
| 4029 |
26/54✓ Branch 0 taken 2 times.
✓ Branch 1 taken 2 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 2 times.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✓ Branch 10 taken 2 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 2 times.
✓ Branch 13 taken 2 times.
✓ Branch 14 taken 2 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 2 times.
✗ Branch 17 not taken.
✗ Branch 18 not taken.
✓ Branch 19 taken 2 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 2 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 2 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 2 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 2 times.
✗ Branch 28 not taken.
✗ Branch 29 not taken.
✗ Branch 30 not taken.
✗ Branch 31 not taken.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✓ Branch 34 taken 2 times.
✗ Branch 35 not taken.
✓ Branch 36 taken 2 times.
✓ Branch 37 taken 2 times.
✓ Branch 38 taken 2 times.
✓ Branch 39 taken 2 times.
✗ Branch 40 not taken.
✓ Branch 41 taken 2 times.
✓ Branch 43 taken 2 times.
✗ Branch 44 not taken.
✓ Branch 46 taken 2 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 2 times.
✗ Branch 49 not taken.
✗ Branch 50 not taken.
✓ Branch 51 taken 2 times.
✗ Branch 52 not taken.
✓ Branch 53 taken 2 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 2 times.
✗ Branch 56 not taken.
✓ Branch 57 taken 2 times.
|
12 | ) |
| 4030 | end select | ||
| 4031 | 4 | call this%forward(data_poly) | |
| 4032 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✓ Branch 3 taken 4 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 4 times.
✗ Branch 6 not taken.
|
4 | deallocate(data_poly) |
| 4033 | |||
| 4034 | |||
| 4035 | ! Compute loss and accuracy (for monitoring) | ||
| 4036 | !------------------------------------------------------------------------ | ||
| 4037 | 4 | loss => this%loss_eval(sample, sample) | |
| 4038 |
12/20✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 4 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 4 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 4 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 4 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 4 times.
✓ Branch 24 taken 4 times.
✓ Branch 25 taken 4 times.
✓ Branch 26 taken 4 times.
✓ Branch 27 taken 4 times.
|
12 | loss_val = sum(loss%val) |
| 4039 | 4 | call loss%nullify_graph() | |
| 4040 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
|
4 | deallocate(loss) |
| 4041 | 4 | nullify(loss) | |
| 4042 |
1/2✓ Branch 0 taken 4 times.
✗ Branch 1 not taken.
|
4 | if(use_accuracy)then |
| 4043 |
7/14✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 4 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 4 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 4 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 4 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 4 times.
|
4 | acc_val = this%accuracy_eval(output, sample, sample) |
| 4044 | 4 | this%metrics(2)%val = this%metrics(2)%val + acc_val | |
| 4045 | end if | ||
| 4046 | 8 | this%metrics(1)%val = this%metrics(1)%val + loss_val | |
| 4047 | |||
| 4048 | end do test_loop1 | ||
| 4049 | |||
| 4050 | |||
| 4051 | ! Normalise metrics by number of samples | ||
| 4052 | !--------------------------------------------------------------------------- | ||
| 4053 |
1/2✓ Branch 0 taken 4 times.
✗ Branch 1 not taken.
|
4 | if(use_accuracy)then |
| 4054 | 4 | this%accuracy_val = this%metrics(2)%val / real(num_samples, real32) | |
| 4055 | else | ||
| 4056 | ✗ | this%accuracy_val = 0._real32 | |
| 4057 | end if | ||
| 4058 | 4 | this%loss_val = this%metrics(1)%val / real(num_samples, real32) | |
| 4059 | |||
| 4060 | |||
| 4061 | !--------------------------------------------------------------------------- | ||
| 4062 | ! Restore training/inference mode | ||
| 4063 | !--------------------------------------------------------------------------- | ||
| 4064 | 4 | call this%restore_mode(mode_store) | |
| 4065 | |||
| 4066 |
2/8✓ Branch 0 taken 4 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 4 times.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
|
4 | end subroutine test |
| 4067 | !############################################################################### | ||
| 4068 | |||
| 4069 | |||
| 4070 | !############################################################################### | ||
| 4071 | 13 | module function predict_real( & | |
| 4072 | this, input, verbose & | ||
| 4073 | ) result(output) | ||
| 4074 | !! Predict the output for a 1D input | ||
| 4075 | implicit none | ||
| 4076 | |||
| 4077 | ! Arguments | ||
| 4078 | class(network_type), intent(inout) :: this | ||
| 4079 | !! Instance of network | ||
| 4080 | real(real32), dimension(..), intent(in) :: input | ||
| 4081 | !! Input | ||
| 4082 | integer, optional, intent(in) :: verbose | ||
| 4083 | !! Verbosity level | ||
| 4084 | |||
| 4085 | ! Local variables | ||
| 4086 | real(real32), dimension(:,:), allocatable :: output | ||
| 4087 | !! Output | ||
| 4088 | integer :: verbose_, batch_size | ||
| 4089 | !! Verbosity level | ||
| 4090 | 13 | logical, allocatable :: mode_store(:) | |
| 4091 | !! Storage for inference mode booleans | ||
| 4092 | |||
| 4093 | |||
| 4094 | !--------------------------------------------------------------------------- | ||
| 4095 | ! Initialise optional arguments | ||
| 4096 | !--------------------------------------------------------------------------- | ||
| 4097 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 13 times.
|
13 | if(present(verbose))then |
| 4098 | ✗ | verbose_ = verbose | |
| 4099 | else | ||
| 4100 | 13 | verbose_ = 0 | |
| 4101 | end if | ||
| 4102 | |||
| 4103 | select rank(input) | ||
| 4104 | rank(2) | ||
| 4105 | 13 | batch_size = size(input,dim=2) | |
| 4106 | rank(3) | ||
| 4107 | ✗ | batch_size = size(input,dim=3) | |
| 4108 | rank(4) | ||
| 4109 | ✗ | batch_size = size(input,dim=4) | |
| 4110 | rank(5) | ||
| 4111 | ✗ | batch_size = size(input,dim=5) | |
| 4112 | rank(6) | ||
| 4113 | ✗ | batch_size = size(input,dim=6) | |
| 4114 | rank default | ||
| 4115 | ✗ | batch_size = size(input,dim=rank(input)) | |
| 4116 | end select | ||
| 4117 | |||
| 4118 | |||
| 4119 | !--------------------------------------------------------------------------- | ||
| 4120 | ! Reset batch size for testing | ||
| 4121 | !--------------------------------------------------------------------------- | ||
| 4122 | 13 | call this%set_batch_size(batch_size) | |
| 4123 | |||
| 4124 | |||
| 4125 | !--------------------------------------------------------------------------- | ||
| 4126 | ! Enable inference mode | ||
| 4127 | !--------------------------------------------------------------------------- | ||
| 4128 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 13 times.
|
13 | call this%set_inference_mode(mode_store) |
| 4129 | |||
| 4130 | |||
| 4131 | !--------------------------------------------------------------------------- | ||
| 4132 | ! Predict | ||
| 4133 | !--------------------------------------------------------------------------- | ||
| 4134 | 13 | call this%forward(get_sample(input, 1, batch_size, batch_size)) | |
| 4135 | |||
| 4136 |
27/54✓ Branch 0 taken 13 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 13 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 13 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 13 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 13 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 13 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 13 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 13 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 13 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 13 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 13 times.
✗ Branch 32 not taken.
✓ Branch 33 taken 13 times.
✗ Branch 35 not taken.
✓ Branch 36 taken 13 times.
✗ Branch 38 not taken.
✓ Branch 39 taken 13 times.
✗ Branch 41 not taken.
✓ Branch 42 taken 13 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 13 times.
✗ Branch 47 not taken.
✓ Branch 48 taken 13 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 13 times.
✗ Branch 52 not taken.
✗ Branch 53 not taken.
✗ Branch 54 not taken.
✗ Branch 55 not taken.
✓ Branch 56 taken 13 times.
✗ Branch 57 not taken.
✓ Branch 58 taken 13 times.
✗ Branch 59 not taken.
✓ Branch 60 taken 13 times.
✗ Branch 61 not taken.
✓ Branch 62 taken 13 times.
✗ Branch 63 not taken.
✓ Branch 64 taken 13 times.
✗ Branch 65 not taken.
✓ Branch 66 taken 35 times.
✓ Branch 67 taken 13 times.
✓ Branch 68 taken 404 times.
✓ Branch 69 taken 35 times.
|
452 | output = this%model(this%leaf_vertices(1))%layer%output(1,1)%val |
| 4137 | |||
| 4138 | |||
| 4139 | !--------------------------------------------------------------------------- | ||
| 4140 | ! Restore training/inference mode | ||
| 4141 | !--------------------------------------------------------------------------- | ||
| 4142 | 13 | call this%restore_mode(mode_store) | |
| 4143 | |||
| 4144 |
1/2✓ Branch 0 taken 13 times.
✗ Branch 1 not taken.
|
13 | end function predict_real |
| 4145 | !############################################################################### | ||
| 4146 | |||
| 4147 | |||
| 4148 | !############################################################################### | ||
| 4149 | ✗ | module function predict_graph1d( this, input, verbose ) result(output) | |
| 4150 | !! Predict the output for a graph input | ||
| 4151 | implicit none | ||
| 4152 | |||
| 4153 | ! Arguments | ||
| 4154 | class(network_type), intent(inout) :: this | ||
| 4155 | !! Instance of network | ||
| 4156 | type(graph_type), dimension(:), intent(in) :: input | ||
| 4157 | !! Input graph | ||
| 4158 | integer, optional, intent(in) :: verbose | ||
| 4159 | !! Verbosity level | ||
| 4160 | |||
| 4161 | ! Local variables | ||
| 4162 | integer :: l, s | ||
| 4163 | !! Loop index | ||
| 4164 | ✗ | type(graph_type), dimension(size(this%leaf_vertices),size(input)) :: output | |
| 4165 | !! Output graph | ||
| 4166 | integer :: verbose_ = 0, batch_size | ||
| 4167 | !! Verbosity level | ||
| 4168 | ✗ | logical, allocatable :: mode_store(:) | |
| 4169 | !! Storage for inference mode booleans | ||
| 4170 | |||
| 4171 | |||
| 4172 | !--------------------------------------------------------------------------- | ||
| 4173 | ! Initialise optional arguments | ||
| 4174 | !--------------------------------------------------------------------------- | ||
| 4175 | ✗ | if(present(verbose)) verbose_ = verbose | |
| 4176 | |||
| 4177 | !--------------------------------------------------------------------------- | ||
| 4178 | ! Reset batch size for testing | ||
| 4179 | !--------------------------------------------------------------------------- | ||
| 4180 | ✗ | batch_size = size(input) | |
| 4181 | ✗ | call this%set_batch_size(batch_size) | |
| 4182 | |||
| 4183 | |||
| 4184 | !--------------------------------------------------------------------------- | ||
| 4185 | ! Enable inference mode | ||
| 4186 | !--------------------------------------------------------------------------- | ||
| 4187 | ✗ | call this%set_inference_mode(mode_store) | |
| 4188 | |||
| 4189 | |||
| 4190 | !--------------------------------------------------------------------------- | ||
| 4191 | ! Predict | ||
| 4192 | !--------------------------------------------------------------------------- | ||
| 4193 | ✗ | call this%forward(get_sample(input, 1, batch_size, batch_size)) | |
| 4194 | |||
| 4195 | ✗ | do l = 1, size(this%leaf_vertices) | |
| 4196 | ✗ | do s = 1, batch_size | |
| 4197 | ✗ | output(l,s)%num_vertices = input(s)%num_vertices | |
| 4198 | ✗ | output(l,s)%num_edges = input(s)%num_edges | |
| 4199 | ✗ | output(l,s)%num_vertex_features = this%model( & | |
| 4200 | ✗ | this%leaf_vertices(l) & | |
| 4201 | ✗ | )%layer%output_shape(1) | |
| 4202 | ✗ | output(l,s)%num_edge_features = this%model( & | |
| 4203 | ✗ | this%leaf_vertices(l) & | |
| 4204 | ✗ | )%layer%output_shape(2) | |
| 4205 | ✗ | output(l,s)%vertex_features = this%model( & | |
| 4206 | ✗ | this%leaf_vertices(l) & | |
| 4207 | ✗ | )%layer%output(1,s)%val | |
| 4208 | ✗ | if(size(this%model(this%leaf_vertices(l))%layer%output,1).eq.1)then | |
| 4209 | ✗ | output(l,s)%edge_features = input(s)%edge_features | |
| 4210 | else | ||
| 4211 | ✗ | output(l,s)%edge_features = this%model( & | |
| 4212 | ✗ | this%leaf_vertices(l) & | |
| 4213 | ✗ | )%layer%output(2,s)%val | |
| 4214 | end if | ||
| 4215 | end do | ||
| 4216 | end do | ||
| 4217 | |||
| 4218 | |||
| 4219 | !--------------------------------------------------------------------------- | ||
| 4220 | ! Restore training/inference mode | ||
| 4221 | !--------------------------------------------------------------------------- | ||
| 4222 | ✗ | call this%restore_mode(mode_store) | |
| 4223 | |||
| 4224 | ✗ | end function predict_graph1d | |
| 4225 | !------------------------------------------------------------------------------- | ||
| 4226 | ✗ | module function predict_graph2d( this, input, verbose ) result(output) | |
| 4227 | !! Predict the output for a graph input | ||
| 4228 | implicit none | ||
| 4229 | |||
| 4230 | ! Arguments | ||
| 4231 | class(network_type), intent(inout) :: this | ||
| 4232 | !! Instance of network | ||
| 4233 | type(graph_type), dimension(:,:), intent(in) :: input | ||
| 4234 | !! Input graph | ||
| 4235 | integer, optional, intent(in) :: verbose | ||
| 4236 | !! Verbosity level | ||
| 4237 | |||
| 4238 | ! Local variables | ||
| 4239 | integer :: l, s | ||
| 4240 | !! Loop index | ||
| 4241 | ✗ | type(graph_type), dimension(size(this%leaf_vertices),size(input,dim=2)) :: & | |
| 4242 | output | ||
| 4243 | !! Output graph | ||
| 4244 | integer :: verbose_ = 0, batch_size | ||
| 4245 | !! Verbosity level | ||
| 4246 | ✗ | logical, allocatable :: mode_store(:) | |
| 4247 | !! Storage for inference mode booleans | ||
| 4248 | |||
| 4249 | |||
| 4250 | !--------------------------------------------------------------------------- | ||
| 4251 | ! Initialise optional arguments | ||
| 4252 | !--------------------------------------------------------------------------- | ||
| 4253 | ✗ | if(present(verbose)) verbose_ = verbose | |
| 4254 | |||
| 4255 | !--------------------------------------------------------------------------- | ||
| 4256 | ! Reset batch size for testing | ||
| 4257 | !--------------------------------------------------------------------------- | ||
| 4258 | ✗ | batch_size = size(input, 2) | |
| 4259 | ✗ | call this%set_batch_size(batch_size) | |
| 4260 | |||
| 4261 | |||
| 4262 | !--------------------------------------------------------------------------- | ||
| 4263 | ! Enable inference mode | ||
| 4264 | !--------------------------------------------------------------------------- | ||
| 4265 | ✗ | call this%set_inference_mode(mode_store) | |
| 4266 | |||
| 4267 | |||
| 4268 | !--------------------------------------------------------------------------- | ||
| 4269 | ! Predict | ||
| 4270 | !--------------------------------------------------------------------------- | ||
| 4271 | ✗ | call this%forward(get_sample(input, 1, batch_size, batch_size)) | |
| 4272 | |||
| 4273 | ✗ | do l = 1, size(this%leaf_vertices) | |
| 4274 | ✗ | do s = 1, batch_size | |
| 4275 | ✗ | output(l,s)%num_vertices = input(1,s)%num_vertices | |
| 4276 | ✗ | output(l,s)%num_edges = input(1,s)%num_edges | |
| 4277 | ✗ | output(l,s)%num_vertex_features = this%model( & | |
| 4278 | ✗ | this%leaf_vertices(l) & | |
| 4279 | ✗ | )%layer%output_shape(1) | |
| 4280 | ✗ | output(l,s)%num_edge_features = this%model( & | |
| 4281 | ✗ | this%leaf_vertices(l) & | |
| 4282 | ✗ | )%layer%output_shape(2) | |
| 4283 | ✗ | output(l,s)%vertex_features = this%model( & | |
| 4284 | ✗ | this%leaf_vertices(l) & | |
| 4285 | ✗ | )%layer%output(1,s)%val | |
| 4286 | ✗ | if(size(this%model(this%leaf_vertices(l))%layer%output,1).eq.1)then | |
| 4287 | ✗ | output(l,s)%edge_features = input(1,s)%edge_features | |
| 4288 | else | ||
| 4289 | ✗ | output(l,s)%edge_features = this%model( & | |
| 4290 | ✗ | this%leaf_vertices(l) & | |
| 4291 | ✗ | )%layer%output(2,s)%val | |
| 4292 | end if | ||
| 4293 | end do | ||
| 4294 | end do | ||
| 4295 | |||
| 4296 | |||
| 4297 | !--------------------------------------------------------------------------- | ||
| 4298 | ! Restore training/inference mode | ||
| 4299 | !--------------------------------------------------------------------------- | ||
| 4300 | ✗ | call this%restore_mode(mode_store) | |
| 4301 | |||
| 4302 | ✗ | end function predict_graph2d | |
| 4303 | !############################################################################### | ||
| 4304 | |||
| 4305 | |||
| 4306 | !############################################################################### | ||
| 4307 | ✗ | module function predict_array_from_real( this, input, output_as_array, verbose ) & | |
| 4308 | result(output) | ||
| 4309 | !! Predict the output for a generic input | ||
| 4310 | implicit none | ||
| 4311 | |||
| 4312 | ! Arguments | ||
| 4313 | class(network_type), intent(inout) :: this | ||
| 4314 | !! Instance of network | ||
| 4315 | class(*), dimension(..), intent(in) :: input | ||
| 4316 | !! Input graph | ||
| 4317 | logical, intent(in) :: output_as_array | ||
| 4318 | !! Whether to output as array | ||
| 4319 | integer, intent(in), optional :: verbose | ||
| 4320 | !! Verbosity level | ||
| 4321 | |||
| 4322 | type(array_type), dimension(:,:), allocatable :: output | ||
| 4323 | !! Predicted output | ||
| 4324 | |||
| 4325 | ! Local variables | ||
| 4326 | integer :: s, i | ||
| 4327 | !! Loop index | ||
| 4328 | integer :: num_samples | ||
| 4329 | !! Number of samples | ||
| 4330 | integer :: verbose_ | ||
| 4331 | !! Verbosity level | ||
| 4332 | ✗ | logical, allocatable :: mode_store(:) | |
| 4333 | !! Storage for inference mode booleans | ||
| 4334 | |||
| 4335 | |||
| 4336 | !--------------------------------------------------------------------------- | ||
| 4337 | ! Initialise optional arguments | ||
| 4338 | !--------------------------------------------------------------------------- | ||
| 4339 | ✗ | if(present(verbose))then | |
| 4340 | ✗ | verbose_ = verbose | |
| 4341 | else | ||
| 4342 | ✗ | verbose_ = 0 | |
| 4343 | end if | ||
| 4344 | ✗ | if(.not.output_as_array)then | |
| 4345 | ✗ | call stop_program("predict_array_from_real: output_as_array must be true") | |
| 4346 | ✗ | return | |
| 4347 | end if | ||
| 4348 | |||
| 4349 | |||
| 4350 | !--------------------------------------------------------------------------- | ||
| 4351 | ! Set number of samples for predicting | ||
| 4352 | !--------------------------------------------------------------------------- | ||
| 4353 | ✗ | num_samples = this%save_input( input ) | |
| 4354 | ! call this%set_batch_size(num_samples) | ||
| 4355 | |||
| 4356 | |||
| 4357 | !--------------------------------------------------------------------------- | ||
| 4358 | ! Enable inference mode | ||
| 4359 | !--------------------------------------------------------------------------- | ||
| 4360 | ✗ | call this%set_inference_mode(mode_store) | |
| 4361 | |||
| 4362 | !--------------------------------------------------------------------------- | ||
| 4363 | ! Forward pass | ||
| 4364 | !--------------------------------------------------------------------------- | ||
| 4365 | ✗ | select case(this%use_graph_input) | |
| 4366 | case(.true.) | ||
| 4367 | ✗ | call this%forward(this%input_graph) | |
| 4368 | case default | ||
| 4369 | ✗ | call this%forward(this%input_array) | |
| 4370 | end select | ||
| 4371 | |||
| 4372 | |||
| 4373 | !--------------------------------------------------------------------------- | ||
| 4374 | ! Allocate output data | ||
| 4375 | !--------------------------------------------------------------------------- | ||
| 4376 | ✗ | allocate(output( & | |
| 4377 | ✗ | size(this%model(this%leaf_vertices(1))%layer%output, 1), & | |
| 4378 | ✗ | size(this%model(this%leaf_vertices(1))%layer%output, 2) & | |
| 4379 | ✗ | )) | |
| 4380 | ✗ | do s = 1, size(this%model(this%leaf_vertices(1))%layer%output, 2) | |
| 4381 | ✗ | do i = 1, size(this%model(this%leaf_vertices(1))%layer%output, 1) | |
| 4382 | ✗ | output(i,s) = this%model(this%leaf_vertices(1))%layer%output(i,s) | |
| 4383 | end do | ||
| 4384 | end do | ||
| 4385 | |||
| 4386 | |||
| 4387 | !--------------------------------------------------------------------------- | ||
| 4388 | ! Restore training/inference mode | ||
| 4389 | !--------------------------------------------------------------------------- | ||
| 4390 | ✗ | call this%restore_mode(mode_store) | |
| 4391 | |||
| 4392 | ✗ | end function predict_array_from_real | |
| 4393 | !############################################################################### | ||
| 4394 | |||
| 4395 | |||
| 4396 | !############################################################################### | ||
| 4397 | ✗ | module function predict_array( this, input, verbose ) & | |
| 4398 | result(output) | ||
| 4399 | !! Predict the output for a generic input | ||
| 4400 | implicit none | ||
| 4401 | |||
| 4402 | ! Arguments | ||
| 4403 | class(network_type), intent(inout) :: this | ||
| 4404 | !! Instance of network | ||
| 4405 | class(array_type), dimension(..), intent(in) :: input | ||
| 4406 | !! Input graph | ||
| 4407 | integer, intent(in), optional :: verbose | ||
| 4408 | !! Verbosity level | ||
| 4409 | |||
| 4410 | type(array_type), dimension(:,:), allocatable :: output | ||
| 4411 | !! Predicted output | ||
| 4412 | |||
| 4413 | ! Local variables | ||
| 4414 | integer :: l, s, i, j, layer_id | ||
| 4415 | !! Loop index | ||
| 4416 | integer :: num_samples | ||
| 4417 | !! Number of samples | ||
| 4418 | integer :: verbose_ | ||
| 4419 | !! Verbosity level | ||
| 4420 | integer, dimension(2) :: output_shape | ||
| 4421 | !! Output shape | ||
| 4422 | ✗ | logical, allocatable :: mode_store(:) | |
| 4423 | !! Storage for inference mode booleans | ||
| 4424 | |||
| 4425 | |||
| 4426 | !--------------------------------------------------------------------------- | ||
| 4427 | ! Initialise optional arguments | ||
| 4428 | !--------------------------------------------------------------------------- | ||
| 4429 | ✗ | if(present(verbose))then | |
| 4430 | ✗ | verbose_ = verbose | |
| 4431 | else | ||
| 4432 | ✗ | verbose_ = 0 | |
| 4433 | end if | ||
| 4434 | |||
| 4435 | |||
| 4436 | !--------------------------------------------------------------------------- | ||
| 4437 | ! Set number of samples for predicting | ||
| 4438 | !--------------------------------------------------------------------------- | ||
| 4439 | ✗ | num_samples = this%save_input( input ) | |
| 4440 | ! call this%set_batch_size(num_samples) | ||
| 4441 | |||
| 4442 | |||
| 4443 | !--------------------------------------------------------------------------- | ||
| 4444 | ! Enable inference mode | ||
| 4445 | !--------------------------------------------------------------------------- | ||
| 4446 | ✗ | call this%set_inference_mode(mode_store) | |
| 4447 | |||
| 4448 | !--------------------------------------------------------------------------- | ||
| 4449 | ! Forward pass | ||
| 4450 | !--------------------------------------------------------------------------- | ||
| 4451 | ✗ | select case(this%use_graph_input) | |
| 4452 | case(.true.) | ||
| 4453 | ✗ | call this%forward(this%input_graph) | |
| 4454 | case default | ||
| 4455 | ✗ | call this%forward(this%input_array) | |
| 4456 | end select | ||
| 4457 | |||
| 4458 | |||
| 4459 | !--------------------------------------------------------------------------- | ||
| 4460 | ! Allocate output data | ||
| 4461 | !--------------------------------------------------------------------------- | ||
| 4462 | ✗ | output_shape = this%get_output_shape() | |
| 4463 | ✗ | allocate(output(output_shape(1), output_shape(2))) | |
| 4464 | ✗ | do l = 1, size(this%leaf_vertices) | |
| 4465 | ✗ | layer_id = this%auto_graph%vertex(this%leaf_vertices(l))%id | |
| 4466 | ✗ | j = 0 | |
| 4467 | ✗ | do i = 1, size(this%model(layer_id)%layer%output, 1) | |
| 4468 | ✗ | j = j + 1 | |
| 4469 | ✗ | do s = 1, size(this%model(layer_id)%layer%output, 2) | |
| 4470 | ✗ | output(j,s) = this%model(layer_id)%layer%output(i,s) | |
| 4471 | end do | ||
| 4472 | end do | ||
| 4473 | end do | ||
| 4474 | |||
| 4475 | |||
| 4476 | !--------------------------------------------------------------------------- | ||
| 4477 | ! Restore training/inference mode | ||
| 4478 | !--------------------------------------------------------------------------- | ||
| 4479 | ✗ | call this%restore_mode(mode_store) | |
| 4480 | |||
| 4481 | ✗ | end function predict_array | |
| 4482 | !############################################################################### | ||
| 4483 | |||
| 4484 | |||
| 4485 | !############################################################################### | ||
| 4486 | ✗ | module function predict_generic( this, input, verbose, output_as_graph ) & | |
| 4487 | ✗ | result(output) | |
| 4488 | !! Predict the output for a generic input | ||
| 4489 | implicit none | ||
| 4490 | |||
| 4491 | ! Arguments | ||
| 4492 | class(network_type), intent(inout) :: this | ||
| 4493 | !! Instance of network | ||
| 4494 | class(*), dimension(:,:), intent(in) :: input | ||
| 4495 | !! Input graph | ||
| 4496 | integer, intent(in), optional :: verbose | ||
| 4497 | !! Verbosity level | ||
| 4498 | logical, intent(in), optional :: output_as_graph | ||
| 4499 | !! Boolean whether to output as graph | ||
| 4500 | |||
| 4501 | class(*), dimension(:,:), allocatable :: output | ||
| 4502 | !! Predicted output | ||
| 4503 | |||
| 4504 | ! Local variables | ||
| 4505 | integer :: l, s, i, j, layer_id | ||
| 4506 | !! Loop index | ||
| 4507 | integer :: num_samples | ||
| 4508 | !! Number of samples | ||
| 4509 | integer :: verbose_ | ||
| 4510 | !! Verbosity level | ||
| 4511 | logical :: output_as_graph_ | ||
| 4512 | !! Output as graph boolean | ||
| 4513 | integer, dimension(2) :: output_shape | ||
| 4514 | !! Output shape | ||
| 4515 | ✗ | logical, allocatable :: mode_store(:) | |
| 4516 | !! Storage for inference mode booleans | ||
| 4517 | |||
| 4518 | |||
| 4519 | !--------------------------------------------------------------------------- | ||
| 4520 | ! Initialise optional arguments | ||
| 4521 | !--------------------------------------------------------------------------- | ||
| 4522 | ✗ | if(present(verbose))then | |
| 4523 | ✗ | verbose_ = verbose | |
| 4524 | else | ||
| 4525 | ✗ | verbose_ = 0 | |
| 4526 | end if | ||
| 4527 | |||
| 4528 | ✗ | if(present(output_as_graph))then | |
| 4529 | ✗ | output_as_graph_ = output_as_graph | |
| 4530 | else | ||
| 4531 | ✗ | output_as_graph_ = .false. | |
| 4532 | end if | ||
| 4533 | ✗ | if(output_as_graph_.and..not.this%use_graph_output)then | |
| 4534 | call stop_program("output_as_graph is true but network does not use & | ||
| 4535 | ✗ | &graph output") | |
| 4536 | end if | ||
| 4537 | |||
| 4538 | |||
| 4539 | !--------------------------------------------------------------------------- | ||
| 4540 | ! Set number of samples for predicting | ||
| 4541 | !--------------------------------------------------------------------------- | ||
| 4542 | ✗ | num_samples = this%save_input( input ) | |
| 4543 | ✗ | call this%set_batch_size(num_samples) | |
| 4544 | |||
| 4545 | |||
| 4546 | !--------------------------------------------------------------------------- | ||
| 4547 | ! Enable inference mode | ||
| 4548 | !--------------------------------------------------------------------------- | ||
| 4549 | ✗ | call this%set_inference_mode(mode_store) | |
| 4550 | |||
| 4551 | !--------------------------------------------------------------------------- | ||
| 4552 | ! Forward pass | ||
| 4553 | !--------------------------------------------------------------------------- | ||
| 4554 | ✗ | select case(this%use_graph_input) | |
| 4555 | case(.true.) | ||
| 4556 | ✗ | call this%forward(this%input_graph) | |
| 4557 | case default | ||
| 4558 | ✗ | call this%forward(this%input_array) | |
| 4559 | end select | ||
| 4560 | |||
| 4561 | |||
| 4562 | !--------------------------------------------------------------------------- | ||
| 4563 | ! Allocate output data | ||
| 4564 | !--------------------------------------------------------------------------- | ||
| 4565 | ✗ | output_shape = this%get_output_shape() | |
| 4566 | ✗ | if(output_as_graph_)then | |
| 4567 | ✗ | allocate(output(output_shape(1), output_shape(2)), source = graph_type()) | |
| 4568 | select type(output) | ||
| 4569 | type is(graph_type) | ||
| 4570 | ✗ | select type(input) | |
| 4571 | type is(graph_type) | ||
| 4572 | ✗ | do l = 1, size(this%leaf_vertices) | |
| 4573 | ✗ | do s = 1, num_samples | |
| 4574 | ✗ | output(l,s)%num_vertices = input(1,s)%num_vertices | |
| 4575 | ✗ | output(l,s)%num_edges = input(1,s)%num_edges | |
| 4576 | ✗ | output(l,s)%num_vertex_features = this%model( & | |
| 4577 | ✗ | this%leaf_vertices(l) & | |
| 4578 | ✗ | )%layer%output_shape(1) | |
| 4579 | ✗ | output(l,s)%num_edge_features = this%model( & | |
| 4580 | ✗ | this%leaf_vertices(l) & | |
| 4581 | ✗ | )%layer%output_shape(2) | |
| 4582 | ✗ | output(l,s)%vertex_features = this%model( & | |
| 4583 | ✗ | this%leaf_vertices(l) & | |
| 4584 | ✗ | )%layer%output(1,s)%val | |
| 4585 | ✗ | if(size(this%model(this%leaf_vertices(l))%layer%output,1).eq.1)then | |
| 4586 | ✗ | output(l,s)%edge_features = input(1,s)%edge_features | |
| 4587 | else | ||
| 4588 | ✗ | output(l,s)%edge_features = this%model( & | |
| 4589 | ✗ | this%leaf_vertices(l) & | |
| 4590 | ✗ | )%layer%output(2,s)%val | |
| 4591 | end if | ||
| 4592 | end do | ||
| 4593 | end do | ||
| 4594 | class default | ||
| 4595 | ✗ | call stop_program("input is not of type graph_type") | |
| 4596 | end select | ||
| 4597 | class default | ||
| 4598 | ✗ | call stop_program("allocation of output as graph_type failed") | |
| 4599 | end select | ||
| 4600 | else | ||
| 4601 | ✗ | output_shape = this%get_output_shape() | |
| 4602 | ✗ | allocate(output(output_shape(1), output_shape(2)), source = array_type()) | |
| 4603 | select type(output) | ||
| 4604 | type is(array_type) | ||
| 4605 | ✗ | do l = 1, size(this%leaf_vertices) | |
| 4606 | ✗ | layer_id = this%auto_graph%vertex(this%leaf_vertices(l))%id | |
| 4607 | ✗ | j = 0 | |
| 4608 | ✗ | do i = 1, size(this%model(layer_id)%layer%output, 1) | |
| 4609 | ✗ | j = j + 1 | |
| 4610 | ✗ | do s = 1, size(this%model(layer_id)%layer%output, 2) | |
| 4611 | ✗ | output(j,s) = this%model(layer_id)%layer%output(i,s) | |
| 4612 | end do | ||
| 4613 | end do | ||
| 4614 | end do | ||
| 4615 | end select | ||
| 4616 | end if | ||
| 4617 | |||
| 4618 | |||
| 4619 | !--------------------------------------------------------------------------- | ||
| 4620 | ! Restore training/inference mode | ||
| 4621 | !--------------------------------------------------------------------------- | ||
| 4622 | ✗ | call this%restore_mode(mode_store) | |
| 4623 | |||
| 4624 | ✗ | end function predict_generic | |
| 4625 | !############################################################################### | ||
| 4626 | |||
| 4627 | |||
| 4628 | !############################################################################### | ||
| 4629 | ✗ | module subroutine print_summary(this) | |
| 4630 | !! Print a summary of the network architecture | ||
| 4631 | implicit none | ||
| 4632 | |||
| 4633 | ! Arguments | ||
| 4634 | class(network_type), intent(in) :: this | ||
| 4635 | !! Instance of network | ||
| 4636 | |||
| 4637 | ! Local variables | ||
| 4638 | integer :: i, vertex_idx | ||
| 4639 | !! Loop index and vertex index | ||
| 4640 | integer :: total_params | ||
| 4641 | !! Parameter counts | ||
| 4642 | integer :: layer_params | ||
| 4643 | !! Parameters in current layer | ||
| 4644 | character(len=80) :: line | ||
| 4645 | !! Line separator | ||
| 4646 | character(len=40) :: layer_name | ||
| 4647 | !! Layer name | ||
| 4648 | character(len=30) :: output_shape_str | ||
| 4649 | !! Output shape string | ||
| 4650 | character(len=20) :: param_str | ||
| 4651 | !! Parameter count string | ||
| 4652 | character(len=100) :: fmt | ||
| 4653 | !! Format string | ||
| 4654 | |||
| 4655 | ✗ | line = repeat('_', 80) | |
| 4656 | |||
| 4657 | ! Print header | ||
| 4658 | ✗ | write(*,*) | |
| 4659 | ✗ | write(*,'(A)') line | |
| 4660 | ✗ | write(*,'(A)') 'Model Summary' | |
| 4661 | ✗ | write(*,'(A)') line | |
| 4662 | ✗ | write(*,'(A35, A25, A15)') 'Layer (type)', 'Output Shape', 'Param #' | |
| 4663 | ✗ | write(*,'(A)') repeat('=', 80) | |
| 4664 | |||
| 4665 | ! Initialise parameter count | ||
| 4666 | ✗ | total_params = 0 | |
| 4667 | |||
| 4668 | ! Print each layer | ||
| 4669 | ✗ | do i = 1, this%num_layers | |
| 4670 | ✗ | vertex_idx = this%vertex_order(i) | |
| 4671 | ✗ | associate(layer => this%model(vertex_idx)%layer) | |
| 4672 | ! Get layer name | ||
| 4673 | ✗ | if(allocated(layer%name))then | |
| 4674 | write(layer_name, '(A," (",A,")")') & | ||
| 4675 | ✗ | trim(layer%name), trim(layer%subtype) | |
| 4676 | else | ||
| 4677 | write(layer_name, '(A,I0," (",A,")")') & | ||
| 4678 | ✗ | 'layer_', i, trim(layer%subtype) | |
| 4679 | end if | ||
| 4680 | |||
| 4681 | ! Get output shape string | ||
| 4682 | ✗ | if(allocated(layer%output_shape))then | |
| 4683 | ! write the general format for output shape | ||
| 4684 | ✗ | write(fmt,'("(""(""",A,"I0,"")"")")') & | |
| 4685 | ✗ | repeat('I0,", "', size(layer%output_shape)-1) | |
| 4686 | ✗ | write(output_shape_str, fmt) layer%output_shape | |
| 4687 | else | ||
| 4688 | ✗ | output_shape_str = '(Not set)' | |
| 4689 | end if | ||
| 4690 | |||
| 4691 | ! Get parameter count | ||
| 4692 | ✗ | layer_params = layer%get_num_params() | |
| 4693 | ✗ | total_params = total_params + layer_params | |
| 4694 | ✗ | if(layer_params .gt. 0)then | |
| 4695 | ✗ | write(param_str, '(I0)') layer_params | |
| 4696 | else | ||
| 4697 | ✗ | param_str = '0' | |
| 4698 | end if | ||
| 4699 | |||
| 4700 | ! Print layer information | ||
| 4701 | ✗ | write(*,'(A35, A25, A15)') adjustl(trim(layer_name)), & | |
| 4702 | ✗ | adjustl(trim(output_shape_str)), adjustl(trim(param_str)) | |
| 4703 | end associate | ||
| 4704 | end do | ||
| 4705 | |||
| 4706 | ! Print footer | ||
| 4707 | ✗ | write(*,'(A)') repeat('=', 80) | |
| 4708 | ✗ | write(*,'(A,I0)') 'Number of input vertices: ', size(this%root_vertices) | |
| 4709 | ✗ | write(*,'(A,I0)') 'Number of output vertices: ', size(this%leaf_vertices) | |
| 4710 | ✗ | write(*,'(A,I0)') 'Total trainable params: ', total_params | |
| 4711 | ✗ | write(*,'(A)') line | |
| 4712 | ✗ | write(*,*) | |
| 4713 | |||
| 4714 | ✗ | end subroutine print_summary | |
| 4715 | !############################################################################### | ||
| 4716 | |||
| 4717 | |||
| 4718 | !############################################################################### | ||
| 4719 | ✗ | module function inverse_design_real( & | |
| 4720 | ✗ | this, target, x_init, optimiser, steps & | |
| 4721 | ✗ | ) result(x_opt) | |
| 4722 | !! Optimise input to match a target output (real inputs). | ||
| 4723 | !! Wraps the array_type implementation after converting real arrays. | ||
| 4724 | implicit none | ||
| 4725 | |||
| 4726 | ! Arguments | ||
| 4727 | class(network_type), intent(inout), target :: this | ||
| 4728 | !! Instance of the network | ||
| 4729 | real(real32), dimension(:,:), intent(in) :: target | ||
| 4730 | !! Target output values | ||
| 4731 | real(real32), dimension(:,:), intent(in) :: x_init | ||
| 4732 | !! Initial input values | ||
| 4733 | class(base_optimiser_type), optional, intent(in) :: optimiser | ||
| 4734 | !! Optimiser for input updates (defaults to network optimiser) | ||
| 4735 | integer, intent(in) :: steps | ||
| 4736 | !! Number of optimisation iterations | ||
| 4737 | ✗ | real(real32), dimension(size(x_init,1), size(x_init,2)) :: x_opt | |
| 4738 | !! Optimised input | ||
| 4739 | |||
| 4740 | ! Local variables | ||
| 4741 | ✗ | type(array_type), pointer :: target_arr(:,:), x_init_arr(:,:), x_opt_arr(:,:) | |
| 4742 | !! Working input and target as array_type | ||
| 4743 | |||
| 4744 | |||
| 4745 | !--------------------------------------------------------------------------- | ||
| 4746 | ! Convert real arrays to array_type | ||
| 4747 | !--------------------------------------------------------------------------- | ||
| 4748 | ✗ | allocate(target_arr(1,1), x_init_arr(1,1), x_opt_arr(1,1)) | |
| 4749 | ✗ | call target_arr(1,1)%allocate(source=target) | |
| 4750 | ✗ | call x_init_arr(1,1)%allocate(source=x_init) | |
| 4751 | |||
| 4752 | !--------------------------------------------------------------------------- | ||
| 4753 | ! Delegate to array_type implementation | ||
| 4754 | !--------------------------------------------------------------------------- | ||
| 4755 | ✗ | x_opt_arr = this%inverse_design_array_2d( & | |
| 4756 | target_arr, x_init_arr, optimiser, steps & | ||
| 4757 | ✗ | ) | |
| 4758 | ✗ | x_opt = x_opt_arr(1,1)%val | |
| 4759 | |||
| 4760 | ✗ | call target_arr(1,1)%deallocate() | |
| 4761 | ✗ | call x_init_arr(1,1)%deallocate() | |
| 4762 | ✗ | call x_opt_arr(1,1)%deallocate() | |
| 4763 | ✗ | deallocate(target_arr, x_init_arr, x_opt_arr) | |
| 4764 | |||
| 4765 | ✗ | end function inverse_design_real | |
| 4766 | !############################################################################### | ||
| 4767 | |||
| 4768 | |||
| 4769 | !############################################################################### | ||
| 4770 | ✗ | module function inverse_design_array_0d( & | |
| 4771 | this, target, x_init, optimiser, steps & | ||
| 4772 | ✗ | ) result(x_opt) | |
| 4773 | !! Optimise the input so the network output matches a target. | ||
| 4774 | !! Wraps the array_type implementation after converting to 2D array. | ||
| 4775 | implicit none | ||
| 4776 | |||
| 4777 | ! Arguments | ||
| 4778 | class(network_type), intent(inout), target :: this | ||
| 4779 | !! Instance of the network | ||
| 4780 | type(array_type), intent(in) :: target | ||
| 4781 | !! Target output values | ||
| 4782 | type(array_type), intent(in) :: x_init | ||
| 4783 | !! Initial input values | ||
| 4784 | class(base_optimiser_type), optional, intent(in) :: optimiser | ||
| 4785 | !! Optimiser for input updates (defaults to network optimiser) | ||
| 4786 | integer, intent(in) :: steps | ||
| 4787 | !! Number of optimisation iterations | ||
| 4788 | type(array_type) :: x_opt | ||
| 4789 | !! Optimised input | ||
| 4790 | |||
| 4791 | ! Local variables | ||
| 4792 | ✗ | type(array_type), pointer :: target_arr(:,:), x_init_arr(:,:), x_opt_arr(:,:) | |
| 4793 | |||
| 4794 | |||
| 4795 | !--------------------------------------------------------------------------- | ||
| 4796 | ! Convert real arrays to array_type | ||
| 4797 | !--------------------------------------------------------------------------- | ||
| 4798 | ✗ | allocate(target_arr(1,1), x_init_arr(1,1), x_opt_arr(1,1)) | |
| 4799 | ✗ | call target_arr(1,1)%allocate(source=target) | |
| 4800 | ✗ | call x_init_arr(1,1)%allocate(source=x_init) | |
| 4801 | |||
| 4802 | !--------------------------------------------------------------------------- | ||
| 4803 | ! Delegate to array_type implementation | ||
| 4804 | !--------------------------------------------------------------------------- | ||
| 4805 | ✗ | x_opt_arr = this%inverse_design_array_2d( & | |
| 4806 | target_arr, x_init_arr, optimiser, steps & | ||
| 4807 | ✗ | ) | |
| 4808 | ✗ | x_opt = x_opt_arr(1,1) | |
| 4809 | |||
| 4810 | ✗ | call target_arr(1,1)%deallocate() | |
| 4811 | ✗ | call x_init_arr(1,1)%deallocate() | |
| 4812 | ✗ | call x_opt_arr(1,1)%deallocate() | |
| 4813 | ✗ | deallocate(target_arr, x_init_arr, x_opt_arr) | |
| 4814 | |||
| 4815 | ✗ | end function inverse_design_array_0d | |
| 4816 | !############################################################################### | ||
| 4817 | |||
| 4818 | |||
| 4819 | !############################################################################### | ||
| 4820 | ✗ | module function inverse_design_array_2d( & | |
| 4821 | ✗ | this, target, x_init, optimiser, steps & | |
| 4822 | ✗ | ) result(x_opt) | |
| 4823 | !! Optimise the input so the network output matches a target. | ||
| 4824 | !! Wraps the array_type implementation after converting to 2D array. | ||
| 4825 | implicit none | ||
| 4826 | |||
| 4827 | ! Arguments | ||
| 4828 | class(network_type), intent(inout), target :: this | ||
| 4829 | !! Instance of the network | ||
| 4830 | type(array_type), dimension(:,:), intent(in) :: target | ||
| 4831 | !! Target output values | ||
| 4832 | type(array_type), dimension(:,:), intent(in) :: x_init | ||
| 4833 | !! Initial input values | ||
| 4834 | class(base_optimiser_type), optional, intent(in) :: optimiser | ||
| 4835 | !! Optimiser for input updates (defaults to network optimiser) | ||
| 4836 | integer, intent(in) :: steps | ||
| 4837 | !! Number of optimisation iterations | ||
| 4838 | ✗ | type(array_type), dimension(size(x_init,1), size(x_init,2)) :: x_opt | |
| 4839 | !! Optimised input | ||
| 4840 | |||
| 4841 | ! Local variables | ||
| 4842 | integer :: step, i, j, itmp1, root_id, num_x, num_samples, num_elements | ||
| 4843 | !! Loop index, root layer id, number of input elements | ||
| 4844 | logical :: use_edge_features | ||
| 4845 | !! Whether edge features are used in the input | ||
| 4846 | type(array_type), pointer :: loss | ||
| 4847 | !! Loss pointer | ||
| 4848 | ✗ | class(base_optimiser_type), allocatable :: opt | |
| 4849 | !! Local optimiser instance | ||
| 4850 | ✗ | real(real32), allocatable :: x_flat(:), x_grad(:) | |
| 4851 | !! Flat input vector and gradient | ||
| 4852 | ✗ | logical, allocatable :: mode_store(:) | |
| 4853 | !! Storage for inference mode booleans | ||
| 4854 | ✗ | real(real32), allocatable :: saved_params(:) | |
| 4855 | !! Saved network parameters | ||
| 4856 | |||
| 4857 | |||
| 4858 | !--------------------------------------------------------------------------- | ||
| 4859 | ! Ensure the network has a loss function | ||
| 4860 | !--------------------------------------------------------------------------- | ||
| 4861 | ✗ | if(.not.allocated(this%loss))then | |
| 4862 | ✗ | call this%set_loss("mse") | |
| 4863 | end if | ||
| 4864 | |||
| 4865 | |||
| 4866 | !--------------------------------------------------------------------------- | ||
| 4867 | ! Get number of input elements | ||
| 4868 | !--------------------------------------------------------------------------- | ||
| 4869 | ✗ | num_x = 0 | |
| 4870 | ✗ | use_edge_features = .false. | |
| 4871 | ✗ | if(this%use_graph_input)then | |
| 4872 | ✗ | num_samples = size(x_init, dim=2) | |
| 4873 | ✗ | num_x = size(x_init(1,1)%val) ! vertex features | |
| 4874 | ! determine if edge features are used by checking the output shape of the input layer | ||
| 4875 | ✗ | if(size(this%model(this%root_vertices(1))%layer%output_shape,dim=1).eq.2)then | |
| 4876 | ✗ | use_edge_features = .true. | |
| 4877 | ✗ | num_x = num_x + size(x_init(2,1)%val) ! edge features | |
| 4878 | end if | ||
| 4879 | else | ||
| 4880 | ✗ | num_samples = size(x_init(1,1)%val, dim=2) | |
| 4881 | ✗ | do i = 1, size(x_init,1) | |
| 4882 | ✗ | do j = 1, size(x_init,2) | |
| 4883 | ✗ | num_x = num_x + size(x_init(i,j)%val,dim=1) | |
| 4884 | end do | ||
| 4885 | end do | ||
| 4886 | end if | ||
| 4887 | ✗ | x_opt = x_init | |
| 4888 | ✗ | if(num_samples.gt.1)then | |
| 4889 | call stop_program( & | ||
| 4890 | "inverse_design_array_2d: batch size greater than 1 not supported" & | ||
| 4891 | ✗ | ) | |
| 4892 | end if | ||
| 4893 | |||
| 4894 | |||
| 4895 | !--------------------------------------------------------------------------- | ||
| 4896 | ! Set up optimiser for input variables | ||
| 4897 | !--------------------------------------------------------------------------- | ||
| 4898 | ✗ | if(present(optimiser))then | |
| 4899 | ✗ | allocate(opt, source=optimiser) | |
| 4900 | else | ||
| 4901 | ✗ | allocate(opt, source=base_optimiser_type( & | |
| 4902 | ✗ | learning_rate=this%optimiser%learning_rate)) | |
| 4903 | end if | ||
| 4904 | ✗ | call opt%init_gradients(num_x) | |
| 4905 | ✗ | opt%iter = 0 | |
| 4906 | |||
| 4907 | |||
| 4908 | !--------------------------------------------------------------------------- | ||
| 4909 | ! Pre-allocate flat arrays used in the optimisation loop | ||
| 4910 | !--------------------------------------------------------------------------- | ||
| 4911 | ✗ | allocate(x_flat(num_x)) | |
| 4912 | ✗ | allocate(x_grad(num_x)) | |
| 4913 | |||
| 4914 | |||
| 4915 | !--------------------------------------------------------------------------- | ||
| 4916 | ! Ensure training mode is active so the full graph is built | ||
| 4917 | !--------------------------------------------------------------------------- | ||
| 4918 | ✗ | call this%set_training_mode(mode_store) | |
| 4919 | |||
| 4920 | |||
| 4921 | !--------------------------------------------------------------------------- | ||
| 4922 | ! Get root layer id | ||
| 4923 | !--------------------------------------------------------------------------- | ||
| 4924 | ✗ | root_id = this%auto_graph%vertex(this%root_vertices(1))%id | |
| 4925 | ✗ | call this%set_batch_size(num_samples) | |
| 4926 | |||
| 4927 | |||
| 4928 | !--------------------------------------------------------------------------- | ||
| 4929 | ! Save network parameters so they can be restored afterwards | ||
| 4930 | !--------------------------------------------------------------------------- | ||
| 4931 | ✗ | allocate(saved_params(this%num_params)) | |
| 4932 | ✗ | saved_params = this%get_params() | |
| 4933 | |||
| 4934 | |||
| 4935 | !--------------------------------------------------------------------------- | ||
| 4936 | ! Optimisation loop | ||
| 4937 | !--------------------------------------------------------------------------- | ||
| 4938 | ✗ | do step = 1, steps | |
| 4939 | |||
| 4940 | ! Forward pass with current x | ||
| 4941 | ✗ | call this%forward(x_opt) | |
| 4942 | |||
| 4943 | ! Enable gradient tracking on the input layer output | ||
| 4944 | ✗ | if(this%use_graph_input)then | |
| 4945 | ✗ | call this%model(root_id)%layer%output(1,1)%set_requires_grad(.true.) | |
| 4946 | ✗ | if(use_edge_features)then | |
| 4947 | ✗ | call this%model(root_id)%layer%output(2,1)%set_requires_grad(.true.) | |
| 4948 | end if | ||
| 4949 | else | ||
| 4950 | ✗ | do i = 1, size(x_opt,1) | |
| 4951 | ✗ | do j = 1, size(x_opt,2) | |
| 4952 | ✗ | call this%model(root_id)%layer%output(i,j)%set_requires_grad(.true.) | |
| 4953 | end do | ||
| 4954 | end do | ||
| 4955 | end if | ||
| 4956 | |||
| 4957 | ! Compute loss via the network's loss function | ||
| 4958 | ✗ | call this%save_output(target) | |
| 4959 | ✗ | loss => this%loss_eval(1, num_samples) | |
| 4960 | |||
| 4961 | ! Backward pass | ||
| 4962 | ✗ | call loss%grad_reverse() | |
| 4963 | |||
| 4964 | ! Extract gradient w.r.t. input | ||
| 4965 | ✗ | itmp1 = 0 | |
| 4966 | ✗ | if(associated(this%model(root_id)%layer%output(1,1)%grad))then | |
| 4967 | ✗ | if(this%use_graph_input)then | |
| 4968 | ✗ | num_elements = size(x_opt(1,1)%val, dim=1) | |
| 4969 | ✗ | do i = 1, size(x_opt(1,1)%val, dim=2) | |
| 4970 | ✗ | itmp1 = itmp1 + 1 | |
| 4971 | ✗ | x_grad(itmp1:itmp1+num_elements-1) = & | |
| 4972 | ✗ | this%model(root_id)%layer%output(1,1)%grad%val(:,i) | |
| 4973 | ✗ | x_flat(itmp1:itmp1+num_elements-1) = & | |
| 4974 | ✗ | x_opt(1,1)%val(:,i) | |
| 4975 | ✗ | itmp1 = itmp1 + num_elements - 1 | |
| 4976 | end do | ||
| 4977 | ✗ | if(use_edge_features)then | |
| 4978 | ✗ | num_elements = size(x_opt(1,1)%val, dim=1) | |
| 4979 | ✗ | do i = 1, size(x_opt(2,1)%val, dim=2) | |
| 4980 | ✗ | itmp1 = itmp1 + 1 | |
| 4981 | ✗ | x_grad(itmp1:itmp1+num_elements-1) = & | |
| 4982 | ✗ | this%model(root_id)%layer%output(2,1)%grad%val(:,i) | |
| 4983 | ✗ | x_flat(itmp1:itmp1+num_elements-1) = & | |
| 4984 | ✗ | x_opt(2,1)%val(:,i) | |
| 4985 | ✗ | itmp1 = itmp1 + num_elements - 1 | |
| 4986 | end do | ||
| 4987 | end if | ||
| 4988 | else | ||
| 4989 | ✗ | do i = 1, size(x_opt,1) | |
| 4990 | ✗ | do j = 1, size(x_opt,2) | |
| 4991 | ✗ | num_elements = size(x_opt(i,j)%val, dim=1) | |
| 4992 | ✗ | itmp1 = itmp1 + 1 | |
| 4993 | ✗ | x_grad(itmp1:itmp1+num_elements-1) = & | |
| 4994 | ✗ | this%model(root_id)%layer%output(i,j)%grad%val(:,1) | |
| 4995 | ✗ | x_flat(itmp1:itmp1+num_elements-1) = & | |
| 4996 | ✗ | x_opt(i,j)%val(:,1) | |
| 4997 | ✗ | itmp1 = itmp1 + num_elements - 1 | |
| 4998 | end do | ||
| 4999 | end do | ||
| 5000 | end if | ||
| 5001 | else | ||
| 5002 | ✗ | x_grad = 0._real32 | |
| 5003 | end if | ||
| 5004 | |||
| 5005 | ! Update x using the optimiser (not the model weights) | ||
| 5006 | ✗ | opt%iter = opt%iter + 1 | |
| 5007 | ✗ | call opt%minimise(x_flat, x_grad) | |
| 5008 | |||
| 5009 | ! Convert flat x back to array form | ||
| 5010 | ✗ | itmp1 = 0 | |
| 5011 | ✗ | if(this%use_graph_input)then | |
| 5012 | ✗ | do i = 1, size(x_opt(1,1)%val, dim=2) | |
| 5013 | ✗ | itmp1 = itmp1 + 1 | |
| 5014 | ✗ | x_opt(1,1)%val(:,i) = x_flat(itmp1:itmp1+size(x_opt(1,1)%val, dim=1)-1) | |
| 5015 | ✗ | itmp1 = itmp1 + size(x_opt(1,1)%val, dim=1) - 1 | |
| 5016 | end do | ||
| 5017 | ✗ | if(use_edge_features)then | |
| 5018 | ✗ | do i = 1, size(x_opt(2,1)%val, dim=2) | |
| 5019 | ✗ | itmp1 = itmp1 + 1 | |
| 5020 | ✗ | x_opt(2,1)%val(:,i) = x_flat(itmp1:itmp1+size(x_opt(2,1)%val, dim=1)-1) | |
| 5021 | ✗ | itmp1 = itmp1 + size(x_opt(2,1)%val, dim=1) - 1 | |
| 5022 | end do | ||
| 5023 | end if | ||
| 5024 | else | ||
| 5025 | ✗ | do i = 1, size(x_opt,1) | |
| 5026 | ✗ | do j = 1, size(x_opt,2) | |
| 5027 | ✗ | itmp1 = itmp1 + 1 | |
| 5028 | ✗ | x_opt(i,j)%val(:,1) = x_flat(itmp1:itmp1+size(x_opt(i,j)%val, dim=1)-1) | |
| 5029 | ✗ | itmp1 = itmp1 + size(x_opt(i,j)%val, dim=1) - 1 | |
| 5030 | end do | ||
| 5031 | end do | ||
| 5032 | end if | ||
| 5033 | |||
| 5034 | ! Clean up computation graph | ||
| 5035 | ✗ | call loss%nullify_graph() | |
| 5036 | ✗ | deallocate(loss) | |
| 5037 | ✗ | nullify(loss) | |
| 5038 | |||
| 5039 | ! Reset network parameter gradients so they remain unchanged | ||
| 5040 | ✗ | call this%reset_gradients() | |
| 5041 | |||
| 5042 | end do | ||
| 5043 | |||
| 5044 | |||
| 5045 | !--------------------------------------------------------------------------- | ||
| 5046 | ! Restore training/inference mode | ||
| 5047 | !--------------------------------------------------------------------------- | ||
| 5048 | ✗ | call this%restore_mode(mode_store) | |
| 5049 | |||
| 5050 | |||
| 5051 | !--------------------------------------------------------------------------- | ||
| 5052 | ! Restore network parameters to ensure model is unchanged | ||
| 5053 | !--------------------------------------------------------------------------- | ||
| 5054 | ✗ | call this%set_params(saved_params) | |
| 5055 | |||
| 5056 | ✗ | end function inverse_design_array_2d | |
| 5057 | !############################################################################### | ||
| 5058 | |||
| 5059 |
169/310✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✓ Branch 7 taken 2 times.
✓ Branch 8 taken 1 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 2 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 2 times.
✓ Branch 14 taken 2 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 3 times.
✓ Branch 17 taken 3 times.
✓ Branch 18 taken 3 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 51 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 51 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 51 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 50 times.
✓ Branch 27 taken 1 times.
✓ Branch 28 taken 1 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 60 times.
✗ Branch 31 not taken.
✗ Branch 33 not taken.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✓ Branch 36 taken 54 times.
✗ Branch 38 not taken.
✓ Branch 39 taken 54 times.
✓ Branch 42 taken 4 times.
✓ Branch 43 taken 50 times.
✓ Branch 45 taken 50 times.
✗ Branch 46 not taken.
✗ Branch 47 not taken.
✓ Branch 48 taken 28 times.
✗ Branch 50 not taken.
✓ Branch 51 taken 28 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 28 times.
✗ Branch 56 not taken.
✓ Branch 57 taken 86 times.
✗ Branch 59 not taken.
✓ Branch 60 taken 86 times.
✗ Branch 63 not taken.
✓ Branch 64 taken 86 times.
✗ Branch 65 not taken.
✓ Branch 66 taken 140 times.
✗ Branch 68 not taken.
✓ Branch 69 taken 140 times.
✓ Branch 72 taken 54 times.
✓ Branch 73 taken 86 times.
✗ Branch 75 not taken.
✓ Branch 76 taken 86 times.
✗ Branch 77 not taken.
✓ Branch 78 taken 140 times.
✗ Branch 80 not taken.
✓ Branch 81 taken 140 times.
✓ Branch 84 taken 77 times.
✓ Branch 85 taken 63 times.
✗ Branch 86 not taken.
✓ Branch 87 taken 140 times.
✗ Branch 89 not taken.
✓ Branch 90 taken 140 times.
✓ Branch 93 taken 77 times.
✓ Branch 94 taken 63 times.
✗ Branch 95 not taken.
✗ Branch 96 not taken.
✗ Branch 98 not taken.
✗ Branch 99 not taken.
✗ Branch 102 not taken.
✗ Branch 103 not taken.
✓ Branch 104 taken 13 times.
✗ Branch 105 not taken.
✓ Branch 106 taken 13 times.
✗ Branch 107 not taken.
✓ Branch 108 taken 13 times.
✗ Branch 109 not taken.
✗ Branch 110 not taken.
✗ Branch 111 not taken.
✗ Branch 112 not taken.
✗ Branch 113 not taken.
✗ Branch 114 not taken.
✗ Branch 115 not taken.
✗ Branch 116 not taken.
✗ Branch 117 not taken.
✗ Branch 118 not taken.
✓ Branch 119 taken 153 times.
✗ Branch 121 not taken.
✓ Branch 122 taken 153 times.
✓ Branch 125 taken 85 times.
✓ Branch 126 taken 68 times.
✗ Branch 127 not taken.
✓ Branch 128 taken 7 times.
✗ Branch 130 not taken.
✓ Branch 131 taken 7 times.
✓ Branch 134 taken 4 times.
✓ Branch 135 taken 3 times.
✗ Branch 136 not taken.
✗ Branch 137 not taken.
✗ Branch 139 not taken.
✗ Branch 140 not taken.
✗ Branch 143 not taken.
✗ Branch 144 not taken.
✗ Branch 145 not taken.
✗ Branch 146 not taken.
✗ Branch 148 not taken.
✗ Branch 149 not taken.
✗ Branch 152 not taken.
✗ Branch 153 not taken.
✗ Branch 154 not taken.
✗ Branch 155 not taken.
✗ Branch 157 not taken.
✗ Branch 158 not taken.
✗ Branch 161 not taken.
✗ Branch 162 not taken.
✗ Branch 163 not taken.
✗ Branch 164 not taken.
✗ Branch 165 not taken.
✗ Branch 166 not taken.
✗ Branch 167 not taken.
✗ Branch 168 not taken.
✗ Branch 169 not taken.
✗ Branch 170 not taken.
✗ Branch 171 not taken.
✓ Branch 172 taken 3330 times.
✗ Branch 174 not taken.
✓ Branch 175 taken 3330 times.
✓ Branch 178 taken 2216 times.
✓ Branch 179 taken 1114 times.
✓ Branch 180 taken 6 times.
✓ Branch 181 taken 1710 times.
✓ Branch 182 taken 2 times.
✓ Branch 183 taken 1708 times.
✗ Branch 184 not taken.
✓ Branch 185 taken 1708 times.
✓ Branch 187 taken 1708 times.
✗ Branch 188 not taken.
✓ Branch 189 taken 18 times.
✓ Branch 190 taken 1727 times.
✗ Branch 191 not taken.
✓ Branch 192 taken 1745 times.
✗ Branch 194 not taken.
✓ Branch 195 taken 1745 times.
✓ Branch 198 taken 1745 times.
✗ Branch 199 not taken.
✓ Branch 200 taken 18 times.
✓ Branch 201 taken 1727 times.
✓ Branch 202 taken 15 times.
✓ Branch 203 taken 1712 times.
✓ Branch 205 taken 1712 times.
✗ Branch 206 not taken.
✓ Branch 207 taken 24 times.
✓ Branch 208 taken 3448 times.
✗ Branch 209 not taken.
✗ Branch 210 not taken.
✗ Branch 212 not taken.
✗ Branch 213 not taken.
✗ Branch 216 not taken.
✗ Branch 217 not taken.
✗ Branch 218 not taken.
✗ Branch 219 not taken.
✗ Branch 221 not taken.
✗ Branch 222 not taken.
✗ Branch 225 not taken.
✗ Branch 226 not taken.
✗ Branch 227 not taken.
✓ Branch 228 taken 4427 times.
✗ Branch 230 not taken.
✓ Branch 231 taken 4427 times.
✓ Branch 234 taken 4427 times.
✗ Branch 235 not taken.
✗ Branch 236 not taken.
✗ Branch 237 not taken.
✗ Branch 239 not taken.
✗ Branch 240 not taken.
✗ Branch 243 not taken.
✗ Branch 244 not taken.
✗ Branch 245 not taken.
✓ Branch 246 taken 4427 times.
✗ Branch 248 not taken.
✓ Branch 249 taken 4427 times.
✓ Branch 252 taken 4427 times.
✗ Branch 253 not taken.
✓ Branch 254 taken 1227 times.
✓ Branch 255 taken 3 times.
✓ Branch 256 taken 1227 times.
✗ Branch 257 not taken.
✓ Branch 258 taken 3 times.
✓ Branch 259 taken 1227 times.
✓ Branch 261 taken 1 times.
✓ Branch 262 taken 2 times.
✓ Branch 264 taken 1 times.
✓ Branch 265 taken 1 times.
✓ Branch 266 taken 8 times.
✓ Branch 267 taken 1219 times.
✓ Branch 268 taken 1 times.
✓ Branch 269 taken 7 times.
✓ Branch 271 taken 3 times.
✓ Branch 272 taken 4 times.
✓ Branch 274 taken 2 times.
✓ Branch 275 taken 2 times.
✓ Branch 277 taken 1 times.
✓ Branch 278 taken 1 times.
✓ Branch 279 taken 1212 times.
✓ Branch 280 taken 7 times.
✓ Branch 281 taken 2 times.
✓ Branch 282 taken 1210 times.
✓ Branch 284 taken 1204 times.
✓ Branch 285 taken 6 times.
✓ Branch 287 taken 5 times.
✓ Branch 288 taken 1 times.
✓ Branch 289 taken 2 times.
✓ Branch 290 taken 5 times.
✓ Branch 291 taken 1 times.
✓ Branch 292 taken 1 times.
✓ Branch 293 taken 2 times.
✓ Branch 294 taken 3 times.
✓ Branch 295 taken 1 times.
✓ Branch 296 taken 1 times.
✓ Branch 297 taken 2 times.
✓ Branch 298 taken 1 times.
✓ Branch 299 taken 1 times.
✓ Branch 300 taken 1 times.
✓ Branch 301 taken 1221 times.
✓ Branch 302 taken 2 times.
✓ Branch 303 taken 1221 times.
✗ Branch 304 not taken.
✓ Branch 305 taken 2 times.
✓ Branch 306 taken 1221 times.
✓ Branch 307 taken 7 times.
✓ Branch 308 taken 1214 times.
✓ Branch 309 taken 1211 times.
✓ Branch 310 taken 3 times.
✓ Branch 312 taken 1204 times.
✓ Branch 313 taken 7 times.
✓ Branch 314 taken 17 times.
✓ Branch 315 taken 2 times.
✓ Branch 316 taken 17 times.
✗ Branch 317 not taken.
✓ Branch 318 taken 2 times.
✓ Branch 319 taken 17 times.
✗ Branch 320 not taken.
✓ Branch 321 taken 2 times.
✓ Branch 322 taken 1 times.
✓ Branch 323 taken 1 times.
✓ Branch 325 taken 1 times.
✗ Branch 326 not taken.
✓ Branch 327 taken 7 times.
✓ Branch 328 taken 10 times.
✓ Branch 329 taken 1 times.
✓ Branch 330 taken 6 times.
✓ Branch 331 taken 1 times.
✓ Branch 332 taken 5 times.
✓ Branch 333 taken 2 times.
✓ Branch 334 taken 3 times.
✓ Branch 336 taken 3 times.
✗ Branch 337 not taken.
✓ Branch 338 taken 7 times.
✓ Branch 339 taken 3 times.
✓ Branch 340 taken 2 times.
✓ Branch 341 taken 5 times.
✓ Branch 342 taken 5 times.
✗ Branch 343 not taken.
✗ Branch 344 not taken.
✗ Branch 345 not taken.
✓ Branch 346 taken 1 times.
✓ Branch 347 taken 2 times.
✓ Branch 348 taken 1 times.
✗ Branch 349 not taken.
✓ Branch 350 taken 1 times.
✓ Branch 351 taken 1 times.
✓ Branch 352 taken 1 times.
✗ Branch 353 not taken.
✓ Branch 354 taken 1 times.
✗ Branch 355 not taken.
✓ Branch 356 taken 1 times.
✗ Branch 357 not taken.
✓ Branch 358 taken 1 times.
✓ Branch 359 taken 604 times.
✗ Branch 360 not taken.
✓ Branch 361 taken 604 times.
✗ Branch 362 not taken.
✓ Branch 363 taken 604 times.
✓ Branch 365 taken 604 times.
✗ Branch 366 not taken.
✓ Branch 367 taken 13 times.
✗ Branch 368 not taken.
✓ Branch 369 taken 13 times.
✗ Branch 370 not taken.
✓ Branch 371 taken 13 times.
✗ Branch 372 not taken.
✗ Branch 373 not taken.
✗ Branch 374 not taken.
✗ Branch 375 not taken.
✗ Branch 376 not taken.
✗ Branch 377 not taken.
✗ Branch 378 not taken.
✗ Branch 379 not taken.
✗ Branch 380 not taken.
✗ Branch 381 not taken.
✗ Branch 382 not taken.
✗ Branch 383 not taken.
✗ Branch 384 not taken.
✗ Branch 385 not taken.
✗ Branch 386 not taken.
|
24836 | end submodule athena__network_submodule |
| 5060 |