| Line | Branch | Exec | Source |
|---|---|---|---|
| 1 | submodule(athena__onnx) athena__onnx_write_submodule | ||
| 2 | !! Submodule containing the ONNX export procedures. | ||
| 3 | !! | ||
| 4 | !! This submodule contains the routines that serialise ATHENA networks | ||
| 5 | !! to the JSON representation used for ONNX interchange. | ||
| 6 | use athena__io_utils, only: athena__version__ | ||
| 7 | use athena__base_layer, only: base_layer_type, learnable_layer_type | ||
| 8 | use athena__onnx_nop_utils, only: emit_nop_metadata | ||
| 9 | use athena__misc_types, only: & | ||
| 10 | onnx_attribute_type, onnx_node_type, onnx_initialiser_type, & | ||
| 11 | onnx_tensor_type | ||
| 12 | use coreutils, only: to_lower, to_camel_case, stop_program | ||
| 13 | |||
| 14 | contains | ||
| 15 | |||
| 16 | !############################################################################### | ||
| 17 | 11 | module subroutine write_onnx(file, network, format) | |
| 18 | !! Export a network to ONNX JSON format. | ||
| 19 | !! | ||
| 20 | !! GNN layers are exported as standard ONNX operators plus metadata | ||
| 21 | !! needed to reconstruct the original ATHENA layer on import. | ||
| 22 | use athena__onnx_utils, only: write_json_nodes, write_json_initialisers, & | ||
| 23 | write_json_tensors | ||
| 24 | implicit none | ||
| 25 | |||
| 26 | ! Arguments | ||
| 27 | class(network_type), intent(in) :: network | ||
| 28 | !! Instance of the network | ||
| 29 | character(*), intent(in) :: file | ||
| 30 | !! Output file name | ||
| 31 | class(*), optional, intent(in) :: format | ||
| 32 | !! Export format: 'athena_abstract' (default) or 'onnx_expanded' | ||
| 33 | |||
| 34 | ! Local variables | ||
| 35 | 11 | type(onnx_node_type), allocatable :: nodes(:) | |
| 36 | !! Exported ONNX nodes | ||
| 37 | 11 | type(onnx_initialiser_type), allocatable :: inits(:) | |
| 38 | !! Exported ONNX initialisers | ||
| 39 | 11 | type(onnx_tensor_type), allocatable :: graph_inputs(:) | |
| 40 | !! Graph input tensor specifications | ||
| 41 | 11 | type(onnx_tensor_type), allocatable :: graph_outputs(:) | |
| 42 | !! Graph output tensor specifications | ||
| 43 | 11 | character(4096), allocatable :: gnn_metadata(:) | |
| 44 | !! Metadata entries required to reconstruct ATHENA GNN layers | ||
| 45 | integer :: num_nodes, num_inits, num_inputs, num_outputs, num_gnn_meta | ||
| 46 | !! Numbers of populated export records | ||
| 47 | integer :: max_nodes, max_inits | ||
| 48 | !! Pre-allocation sizes for node and initialiser storage | ||
| 49 | integer :: ifmt | ||
| 50 | !! Integer selector for export format | ||
| 51 | |||
| 52 | |||
| 53 | !--------------------------------------------------------------------------- | ||
| 54 | ! Validate the export format and convert to integer selector | ||
| 55 | !--------------------------------------------------------------------------- | ||
| 56 | 22 | ifmt = resolve_onnx_export_format(format) | |
| 57 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 11 times.
|
11 | if(ifmt .eq. 0) return |
| 58 | |||
| 59 | |||
| 60 | !-------------------------------------------------------------------------- | ||
| 61 | ! Initialise export storage | ||
| 62 | !-------------------------------------------------------------------------- | ||
| 63 | call initialise_export_storage( & | ||
| 64 | network, nodes, inits, graph_inputs, graph_outputs, gnn_metadata, & | ||
| 65 |
9/56✗ Branch 0 not taken.
✓ Branch 1 taken 11 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 not taken.
✗ Branch 18 not taken.
✗ Branch 19 not taken.
✗ Branch 20 not taken.
✓ Branch 21 taken 11 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 11 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 taken 11 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 11 times.
✗ 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 taken 11 times.
✗ Branch 44 not taken.
✓ Branch 45 taken 11 times.
✗ 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 taken 11 times.
✗ Branch 54 not taken.
✓ Branch 55 taken 11 times.
|
11 | max_nodes, max_inits) |
| 66 | |||
| 67 | 11 | num_nodes = 0 | |
| 68 | 11 | num_inits = 0 | |
| 69 | 11 | num_inputs = 0 | |
| 70 | 11 | num_outputs = 0 | |
| 71 | 11 | num_gnn_meta = 0 | |
| 72 | |||
| 73 | |||
| 74 | !-------------------------------------------------------------------------- | ||
| 75 | ! Collect graph content | ||
| 76 | !-------------------------------------------------------------------------- | ||
| 77 | call collect_export_nodes( & | ||
| 78 | network, ifmt, nodes, num_nodes, max_nodes, & | ||
| 79 | inits, num_inits, max_inits, & | ||
| 80 | 11 | gnn_metadata, num_gnn_meta) | |
| 81 | call build_graph_inputs( & | ||
| 82 | 11 | network, ifmt, graph_inputs, num_inputs) | |
| 83 | call build_graph_outputs( & | ||
| 84 | 11 | network, ifmt, graph_outputs, num_outputs) | |
| 85 | |||
| 86 | |||
| 87 | !-------------------------------------------------------------------------- | ||
| 88 | ! Write the JSON model | ||
| 89 | !-------------------------------------------------------------------------- | ||
| 90 | call write_onnx_json_file( & | ||
| 91 | file, ifmt, nodes, num_nodes, inits, num_inits, & | ||
| 92 | graph_inputs, num_inputs, graph_outputs, num_outputs, & | ||
| 93 | 11 | gnn_metadata, num_gnn_meta) | |
| 94 | |||
| 95 |
35/56✓ Branch 1 taken 11 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 11 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 2100 times.
✓ Branch 6 taken 11 times.
✓ Branch 7 taken 245 times.
✓ Branch 8 taken 1855 times.
✓ Branch 9 taken 245 times.
✓ Branch 10 taken 1855 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 2100 times.
✗ 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 taken 11 times.
✗ Branch 24 not taken.
✓ Branch 25 taken 11 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 1050 times.
✓ Branch 28 taken 11 times.
✓ Branch 29 taken 46 times.
✓ Branch 30 taken 1004 times.
✓ Branch 31 taken 46 times.
✓ Branch 32 taken 1004 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 1050 times.
✓ Branch 35 taken 11 times.
✗ Branch 36 not taken.
✓ Branch 37 taken 11 times.
✗ Branch 38 not taken.
✓ Branch 39 taken 105 times.
✓ Branch 40 taken 11 times.
✓ Branch 41 taken 11 times.
✓ Branch 42 taken 94 times.
✓ Branch 43 taken 11 times.
✓ Branch 44 taken 94 times.
✓ Branch 45 taken 11 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 11 times.
✗ Branch 48 not taken.
✓ Branch 49 taken 175 times.
✓ Branch 50 taken 11 times.
✓ Branch 51 taken 16 times.
✓ Branch 52 taken 159 times.
✓ Branch 53 taken 13 times.
✓ Branch 54 taken 162 times.
✓ Branch 55 taken 11 times.
✗ Branch 56 not taken.
|
3496 | end subroutine write_onnx |
| 96 | !############################################################################### | ||
| 97 | |||
| 98 | |||
| 99 | !############################################################################### | ||
| 100 | 11 | function resolve_onnx_export_format(format) result(ifmt) | |
| 101 | !! Resolve the ONNX export format into the internal integer selector. | ||
| 102 | implicit none | ||
| 103 | |||
| 104 | ! Arguments | ||
| 105 | class(*), optional, intent(in) :: format | ||
| 106 | !! Export format as a string name or integer selector | ||
| 107 | |||
| 108 | integer :: ifmt | ||
| 109 | !! Integer selector for the export format (1=athena_abstract, 2=onnx_expanded) | ||
| 110 | |||
| 111 | ! Local variables | ||
| 112 | character(32) :: format_name | ||
| 113 | !! Normalised string representation of the requested export format | ||
| 114 | character(128) :: err_msg | ||
| 115 | !! Error buffer used for unsupported integer selectors | ||
| 116 | |||
| 117 | 11 | ifmt = 1 | |
| 118 | |||
| 119 |
3/4✓ Branch 0 taken 3 times.
✓ Branch 1 taken 8 times.
✓ Branch 2 taken 3 times.
✗ Branch 3 not taken.
|
11 | if(present(format))then |
| 120 | select type(format) | ||
| 121 | type is(character(*)) | ||
| 122 |
2/4✓ Branch 2 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 5 not taken.
|
3 | format_name = to_lower(trim(adjustl(format))) |
| 123 | 9 | select case(trim(format_name)) | |
| 124 | case('athena_abstract') | ||
| 125 | ✗ | ifmt = 1 | |
| 126 | case('onnx_expanded') | ||
| 127 | 3 | ifmt = 2 | |
| 128 | case default | ||
| 129 | call stop_program('write_onnx: unrecognised export format: ' // & | ||
| 130 | ✗ | trim(format_name)) | |
| 131 | ✗ | ifmt = 0 | |
| 132 |
2/5✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 3 times.
✗ Branch 4 not taken.
|
6 | return |
| 133 | end select | ||
| 134 | type is(integer) | ||
| 135 | ✗ | ifmt = format | |
| 136 | class default | ||
| 137 | ✗ | call stop_program('write_onnx: unrecognised export format type') | |
| 138 | ✗ | ifmt = 0 | |
| 139 | ✗ | return | |
| 140 | end select | ||
| 141 | end if | ||
| 142 | |||
| 143 | 11 | select case(ifmt) | |
| 144 | case(1, 2) | ||
| 145 | 11 | continue | |
| 146 | case default | ||
| 147 | ✗ | write(err_msg, '("write_onnx: unrecognised export format selector: ",I0)') ifmt | |
| 148 | ✗ | call stop_program(err_msg) | |
| 149 | ✗ | ifmt = 0 | |
| 150 |
1/2✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
|
11 | return |
| 151 | end select | ||
| 152 | |||
| 153 | 11 | end function resolve_onnx_export_format | |
| 154 | !############################################################################### | ||
| 155 | |||
| 156 | |||
| 157 | !############################################################################### | ||
| 158 | 11 | subroutine initialise_export_storage( & | |
| 159 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 11 times.
|
11 | network, nodes, inits, graph_inputs, graph_outputs, gnn_metadata, & |
| 160 | max_nodes, max_inits) | ||
| 161 | !! Allocate the working arrays used during ONNX export. | ||
| 162 | implicit none | ||
| 163 | |||
| 164 | ! Arguments | ||
| 165 | class(network_type), intent(in) :: network | ||
| 166 | !! Instance of the network | ||
| 167 | type(onnx_node_type), allocatable, intent(out) :: nodes(:) | ||
| 168 | !! Exported node storage | ||
| 169 | type(onnx_initialiser_type), allocatable, intent(out) :: inits(:) | ||
| 170 | !! Exported initialiser storage | ||
| 171 | type(onnx_tensor_type), allocatable, intent(out) :: graph_inputs(:) | ||
| 172 | !! Exported graph input storage | ||
| 173 | type(onnx_tensor_type), allocatable, intent(out) :: graph_outputs(:) | ||
| 174 | !! Exported graph output storage | ||
| 175 | character(4096), allocatable, intent(out) :: gnn_metadata(:) | ||
| 176 | !! Metadata storage for GNN layers | ||
| 177 | integer, intent(out) :: max_nodes, max_inits | ||
| 178 | !! Pre-allocation sizes | ||
| 179 | |||
| 180 | 11 | max_nodes = network%auto_graph%num_vertices * 60 | |
| 181 | 11 | max_inits = network%auto_graph%num_vertices * 30 | |
| 182 | |||
| 183 |
17/40✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 11 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 11 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 11 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 11 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 11 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 11 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 11 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 11 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 11 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 11 times.
✓ Branch 29 taken 2100 times.
✓ Branch 30 taken 11 times.
✓ Branch 31 taken 2100 times.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✓ Branch 34 taken 2100 times.
✗ Branch 35 not taken.
✓ Branch 36 taken 2100 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 2100 times.
✗ 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.
|
2111 | allocate(nodes(max_nodes)) |
| 184 |
17/32✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 11 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 11 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 11 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 11 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 11 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 11 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 11 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 11 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 11 times.
✗ Branch 26 not taken.
✓ Branch 27 taken 11 times.
✓ Branch 29 taken 1050 times.
✓ Branch 30 taken 11 times.
✓ Branch 31 taken 1050 times.
✗ Branch 32 not taken.
✗ Branch 33 not taken.
✓ Branch 34 taken 1050 times.
✗ Branch 35 not taken.
✓ Branch 36 taken 1050 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 1050 times.
|
1061 | allocate(inits(max_inits)) |
| 185 |
17/32✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 11 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 11 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 11 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 11 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 11 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 11 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 11 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 11 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 11 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 11 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 11 times.
✓ Branch 31 taken 175 times.
✓ Branch 32 taken 11 times.
✓ Branch 33 taken 175 times.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✓ Branch 36 taken 175 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 175 times.
|
186 | allocate(graph_inputs(network%auto_graph%num_vertices * 5)) |
| 186 |
17/32✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 11 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 11 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 11 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 11 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 11 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 11 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 11 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 11 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 11 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 11 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 11 times.
✓ Branch 31 taken 105 times.
✓ Branch 32 taken 11 times.
✓ Branch 33 taken 105 times.
✗ Branch 34 not taken.
✗ Branch 35 not taken.
✓ Branch 36 taken 105 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 105 times.
|
116 | allocate(graph_outputs(network%auto_graph%num_vertices * 3)) |
| 187 |
7/14✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 11 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 11 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 11 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 11 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 11 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 11 times.
|
11 | allocate(gnn_metadata(network%auto_graph%num_vertices)) |
| 188 | |||
| 189 | 11 | end subroutine initialise_export_storage | |
| 190 | !############################################################################### | ||
| 191 | |||
| 192 | |||
| 193 | !############################################################################### | ||
| 194 | 11 | subroutine collect_export_nodes( & | |
| 195 |
1/2✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
|
11 | network, ifmt, nodes, num_nodes, max_nodes, & |
| 196 |
1/2✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
|
11 | inits, num_inits, max_inits, & |
| 197 |
2/4✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 11 times.
|
11 | gnn_metadata, num_gnn_meta) |
| 198 | !! Build the ONNX nodes, initialisers and GNN metadata. | ||
| 199 | implicit none | ||
| 200 | |||
| 201 | ! Arguments | ||
| 202 | class(network_type), intent(in) :: network | ||
| 203 | !! Instance of the network | ||
| 204 | integer, intent(in) :: ifmt | ||
| 205 | !! Export format selector | ||
| 206 | type(onnx_node_type), intent(inout) :: nodes(:) | ||
| 207 | !! Exported ONNX nodes | ||
| 208 | integer, intent(inout) :: num_nodes, max_nodes | ||
| 209 | !! Node counter and allocation limit | ||
| 210 | type(onnx_initialiser_type), intent(inout) :: inits(:) | ||
| 211 | !! Exported ONNX initialisers | ||
| 212 | integer, intent(inout) :: num_inits, max_inits | ||
| 213 | !! Initialiser counter and allocation limit | ||
| 214 | character(4096), intent(inout) :: gnn_metadata(:) | ||
| 215 | !! Exported GNN metadata entries | ||
| 216 | integer, intent(inout) :: num_gnn_meta | ||
| 217 | !! Number of metadata entries | ||
| 218 | |||
| 219 | ! Local variables | ||
| 220 | integer :: i, ii, layer_id, layer_num, lid | ||
| 221 | !! Loop index and layer identifier | ||
| 222 | character(128) :: node_name, input_name | ||
| 223 | !! Node name prefix and sequential input name | ||
| 224 | logical :: is_last_layer | ||
| 225 | !! Whether the current NOP is the last non-input layer | ||
| 226 | |||
| 227 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 8 times.
|
11 | if(ifmt .eq. 2)then |
| 228 | 3 | layer_num = 0 | |
| 229 | 3 | input_name = 'input' | |
| 230 | |||
| 231 |
2/2✓ Branch 0 taken 6 times.
✓ Branch 1 taken 3 times.
|
9 | do i = 1, network%auto_graph%num_vertices |
| 232 |
4/8✗ 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.
|
6 | layer_id = network%auto_graph%vertex(network%vertex_order(i))%id |
| 233 |
5/8✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
✓ Branch 7 taken 6 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 3 times.
✓ Branch 10 taken 3 times.
|
6 | if(trim(network%model(layer_id)%layer%type) .eq. 'inpt') cycle |
| 234 | |||
| 235 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
|
3 | if(trim(network%model(layer_id)%layer%type) .ne. 'nop')then |
| 236 | call stop_program( & | ||
| 237 | ✗ | 'write_onnx: pytorch format supports NOP layers only') | |
| 238 | ✗ | return | |
| 239 | end if | ||
| 240 | |||
| 241 | 3 | layer_num = layer_num + 1 | |
| 242 | 3 | write(node_name, '("layer",I0)') layer_num | |
| 243 | |||
| 244 | 3 | is_last_layer = .true. | |
| 245 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | do ii = i + 1, network%auto_graph%num_vertices |
| 246 | ✗ | lid = network%auto_graph%vertex(network%vertex_order(ii))%id | |
| 247 |
0/8✗ Branch 0 not taken.
✗ Branch 1 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✗ Branch 10 not taken.
|
3 | if(trim(network%model(lid)%layer%type) .ne. 'inpt')then |
| 248 | ✗ | is_last_layer = .false. | |
| 249 | ✗ | exit | |
| 250 | end if | ||
| 251 | end do | ||
| 252 | |||
| 253 | 6 | call network%model(layer_id)%layer%emit_onnx_nodes( & | |
| 254 | ✗ | trim(node_name), nodes, num_nodes, max_nodes, & | |
| 255 | ✗ | inits, num_inits, max_inits, input_name=trim(input_name), & | |
| 256 |
10/20✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 3 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 3 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 3 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 3 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 3 times.
✓ Branch 21 taken 3 times.
✗ Branch 22 not taken.
✓ Branch 23 taken 3 times.
✗ Branch 24 not taken.
|
3 | is_last_layer=is_last_layer, format=ifmt) |
| 257 | |||
| 258 | call update_pytorch_prev_output( & | ||
| 259 | 6 | network%model(layer_id)%layer, trim(node_name), & | |
| 260 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✓ Branch 8 taken 3 times.
✗ Branch 9 not taken.
|
6 | is_last_layer, input_name) |
| 261 | end do | ||
| 262 | |||
| 263 | 3 | return | |
| 264 | end if | ||
| 265 | |||
| 266 |
2/2✓ Branch 0 taken 29 times.
✓ Branch 1 taken 8 times.
|
37 | do i = 1, network%auto_graph%num_vertices |
| 267 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 29 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 29 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 29 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 29 times.
|
29 | layer_id = network%auto_graph%vertex(network%vertex_order(i))%id |
| 268 |
2/4✗ Branch 1 not taken.
✓ Branch 2 taken 29 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 29 times.
|
29 | write(node_name, '("node_",I0)') network%model(layer_id)%layer%id |
| 269 | |||
| 270 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 29 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 29 times.
|
66 | select case(trim(network%model(layer_id)%layer%type)) |
| 271 | case('inpt') | ||
| 272 | 8 | cycle | |
| 273 | case('msgp') | ||
| 274 | call emit_gnn_input_renames( & | ||
| 275 |
3/6✗ 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.
|
4 | network, layer_id, i, nodes, num_nodes) |
| 276 | 8 | call network%model(layer_id)%layer%emit_onnx_nodes( & | |
| 277 | ✗ | trim(node_name), nodes, num_nodes, max_nodes, & | |
| 278 |
9/18✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 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 13 not taken.
✓ Branch 14 taken 4 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 4 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 4 times.
✓ Branch 23 taken 4 times.
✗ Branch 24 not taken.
|
4 | inits, num_inits, max_inits) |
| 279 | call build_gnn_metadata( & | ||
| 280 | 8 | network%model(layer_id)%layer, trim(node_name), & | |
| 281 |
6/12✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 4 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 4 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 4 times.
✓ Branch 17 taken 4 times.
✗ Branch 18 not taken.
|
4 | gnn_metadata, num_gnn_meta) |
| 282 | case('nop') | ||
| 283 | call emit_standard_node_json( & | ||
| 284 | ✗ | network, layer_id, i, nodes, num_nodes, max_nodes, & | |
| 285 |
6/12✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 4 times.
✗ Branch 4 not taken.
✓ Branch 5 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.
|
4 | inits, num_inits, max_inits) |
| 286 | call emit_nop_metadata( & | ||
| 287 | 8 | network%model(layer_id)%layer, trim(node_name), & | |
| 288 |
6/12✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 4 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 4 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 4 times.
✓ Branch 17 taken 4 times.
✗ Branch 18 not taken.
|
4 | gnn_metadata, num_gnn_meta) |
| 289 | case default | ||
| 290 | call emit_standard_node_json( & | ||
| 291 | ✗ | network, layer_id, i, nodes, num_nodes, max_nodes, & | |
| 292 |
11/18✓ Branch 0 taken 29 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 8 times.
✓ Branch 3 taken 4 times.
✓ Branch 4 taken 4 times.
✓ Branch 5 taken 13 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 13 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 13 times.
✗ Branch 10 not taken.
✓ Branch 11 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.
|
58 | inits, num_inits, max_inits) |
| 293 | end select | ||
| 294 | end do | ||
| 295 | |||
| 296 | end subroutine collect_export_nodes | ||
| 297 | !############################################################################### | ||
| 298 | |||
| 299 | |||
| 300 | !############################################################################### | ||
| 301 | ✗ | subroutine update_pytorch_prev_output(layer, prefix, is_last_layer, output) | |
| 302 | !! Resolve the downstream tensor name after emitting one PyTorch-format NOP. | ||
| 303 | implicit none | ||
| 304 | |||
| 305 | class(base_layer_type), intent(in) :: layer | ||
| 306 | character(*), intent(in) :: prefix | ||
| 307 | logical, intent(in) :: is_last_layer | ||
| 308 | character(128), intent(inout) :: output | ||
| 309 | |||
| 310 |
1/2✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
|
3 | if(is_last_layer)then |
| 311 | 3 | output = 'output' | |
| 312 | 3 | return | |
| 313 | end if | ||
| 314 | |||
| 315 | select type(layer) | ||
| 316 | class is(learnable_layer_type) | ||
| 317 | ✗ | if(trim(layer%activation%name) .ne. 'none')then | |
| 318 | ✗ | write(output, '("/",A,"/Relu_output_0")') trim(prefix) | |
| 319 | else | ||
| 320 | ✗ | write(output, '("/",A,"/Transpose_1_output_0")') trim(prefix) | |
| 321 | end if | ||
| 322 | class default | ||
| 323 | ✗ | write(output, '("/",A,"/Transpose_1_output_0")') trim(prefix) | |
| 324 | end select | ||
| 325 | |||
| 326 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | end subroutine update_pytorch_prev_output |
| 327 | !############################################################################### | ||
| 328 | |||
| 329 | |||
| 330 | !############################################################################### | ||
| 331 |
1/2✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
|
11 | subroutine build_graph_inputs(network, ifmt, graph_inputs, num_inputs) |
| 332 | !! Build the ONNX graph input tensor specifications. | ||
| 333 | implicit none | ||
| 334 | |||
| 335 | ! Arguments | ||
| 336 | class(network_type), intent(in) :: network | ||
| 337 | !! Instance of the network | ||
| 338 | integer, intent(in) :: ifmt | ||
| 339 | !! Export format selector | ||
| 340 | type(onnx_tensor_type), intent(inout) :: graph_inputs(:) | ||
| 341 | !! Graph input tensor specifications | ||
| 342 | integer, intent(inout) :: num_inputs | ||
| 343 | !! Number of graph inputs | ||
| 344 | |||
| 345 | ! Local variables | ||
| 346 | integer :: i, j, layer_id | ||
| 347 | !! Loop indices and current layer identifier | ||
| 348 | |||
| 349 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 8 times.
|
11 | if(ifmt .eq. 2)then |
| 350 |
1/2✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
|
3 | do i = 1, network%auto_graph%num_vertices |
| 351 |
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_id = network%auto_graph%vertex(network%vertex_order(i))%id |
| 352 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✓ Branch 7 taken 3 times.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
✓ Branch 10 taken 3 times.
|
3 | if(trim(network%model(layer_id)%layer%type) .ne. 'inpt') cycle |
| 353 | 3 | num_inputs = 1 | |
| 354 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | graph_inputs(1)%name = 'input' |
| 355 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | graph_inputs(1)%elem_type = 1 |
| 356 |
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 | allocate(graph_inputs(1)%dims(2)) |
| 357 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | graph_inputs(1)%dims = [ & |
| 358 |
8/16✗ 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 taken 3 times.
✗ Branch 13 not taken.
✓ Branch 14 taken 3 times.
✗ Branch 15 not taken.
✗ Branch 16 not taken.
✗ Branch 17 not taken.
✓ Branch 18 taken 6 times.
✓ Branch 19 taken 3 times.
|
9 | 1, network%model(layer_id)%layer%input_shape(1)] |
| 359 | 3 | return | |
| 360 | end do | ||
| 361 | ✗ | return | |
| 362 | end if | ||
| 363 | |||
| 364 |
2/2✓ Branch 0 taken 8 times.
✓ Branch 1 taken 8 times.
|
16 | do i = 1, size(network%root_vertices, dim=1) |
| 365 |
4/8✗ 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 not taken.
✓ Branch 10 taken 8 times.
|
8 | layer_id = network%auto_graph%vertex(network%root_vertices(i))%id |
| 366 | |||
| 367 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
✓ Branch 6 taken 2 times.
✓ Branch 7 taken 6 times.
|
8 | if(network%model(layer_id)%layer%use_graph_output)then |
| 368 | 2 | num_inputs = num_inputs + 1 | |
| 369 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 2 times.
|
2 | write(graph_inputs(num_inputs)%name, '("input_",I0,"_vertex")') & |
| 370 |
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.
|
4 | network%model(layer_id)%layer%id |
| 371 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
|
2 | graph_inputs(num_inputs)%elem_type = 1 |
| 372 |
5/10✗ 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.
|
2 | allocate(graph_inputs(num_inputs)%dims(2)) |
| 373 |
5/10✗ 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.
|
2 | allocate(graph_inputs(num_inputs)%dim_params(2)) |
| 374 |
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 | graph_inputs(num_inputs)%dim_params(1) = 'num_nodes' |
| 375 |
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 | graph_inputs(num_inputs)%dims(1) = -1 |
| 376 |
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 | graph_inputs(num_inputs)%dim_params(2) = '' |
| 377 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 2 times.
|
2 | graph_inputs(num_inputs)%dims(2) = & |
| 378 |
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 14 not taken.
✓ Branch 15 taken 2 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 2 times.
|
4 | network%model(layer_id)%layer%input_shape(1) |
| 379 | |||
| 380 |
6/10✗ 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 1 times.
✓ Branch 13 taken 1 times.
|
2 | if(network%model(layer_id)%layer%input_shape(2) .gt. 0)then |
| 381 | 1 | num_inputs = num_inputs + 1 | |
| 382 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
|
1 | write(graph_inputs(num_inputs)%name, '("input_",I0,"_edge")') & |
| 383 |
3/6✗ 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.
|
2 | network%model(layer_id)%layer%id |
| 384 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 1 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 1 times.
|
1 | graph_inputs(num_inputs)%elem_type = 1 |
| 385 |
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 | allocate(graph_inputs(num_inputs)%dims(2)) |
| 386 |
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 | allocate(graph_inputs(num_inputs)%dim_params(2)) |
| 387 |
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 | graph_inputs(num_inputs)%dim_params(1) = 'num_edges' |
| 388 |
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 | graph_inputs(num_inputs)%dims(1) = -1 |
| 389 |
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 | graph_inputs(num_inputs)%dim_params(2) = '' |
| 390 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 1 times.
|
1 | graph_inputs(num_inputs)%dims(2) = & |
| 391 |
7/14✗ 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 17 not taken.
✓ Branch 18 taken 1 times.
|
2 | network%model(layer_id)%layer%input_shape(2) |
| 392 | end if | ||
| 393 | |||
| 394 | 2 | num_inputs = num_inputs + 1 | |
| 395 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 2 times.
|
2 | write(graph_inputs(num_inputs)%name, & |
| 396 | 4 | '("input_",I0,"_edge_index")') & | |
| 397 |
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.
|
4 | network%model(layer_id)%layer%id |
| 398 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
|
2 | graph_inputs(num_inputs)%elem_type = 7 |
| 399 |
5/10✗ 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.
|
2 | allocate(graph_inputs(num_inputs)%dims(2)) |
| 400 |
5/10✗ 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.
|
2 | allocate(graph_inputs(num_inputs)%dim_params(2)) |
| 401 |
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 | graph_inputs(num_inputs)%dim_params(1) = '' |
| 402 |
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 | graph_inputs(num_inputs)%dims(1) = 3 |
| 403 |
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 | graph_inputs(num_inputs)%dim_params(2) = 'num_csr_entries' |
| 404 |
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 | graph_inputs(num_inputs)%dims(2) = -1 |
| 405 | |||
| 406 | 2 | num_inputs = num_inputs + 1 | |
| 407 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 2 times.
|
2 | write(graph_inputs(num_inputs)%name, '("input_",I0,"_degree")') & |
| 408 |
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.
|
4 | network%model(layer_id)%layer%id |
| 409 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
|
2 | graph_inputs(num_inputs)%elem_type = 7 |
| 410 |
5/10✗ 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.
|
2 | allocate(graph_inputs(num_inputs)%dims(1)) |
| 411 |
5/10✗ 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.
|
2 | allocate(graph_inputs(num_inputs)%dim_params(1)) |
| 412 |
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 | graph_inputs(num_inputs)%dim_params(1) = 'num_nodes' |
| 413 |
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 | graph_inputs(num_inputs)%dims(1) = -1 |
| 414 | else | ||
| 415 | 6 | num_inputs = num_inputs + 1 | |
| 416 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 6 times.
|
6 | write(graph_inputs(num_inputs)%name, '("input_",I0)') & |
| 417 |
3/6✗ 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.
|
12 | network%model(layer_id)%layer%id |
| 418 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
|
6 | graph_inputs(num_inputs)%elem_type = 1 |
| 419 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 6 times.
|
6 | allocate(graph_inputs(num_inputs)%dims( & |
| 420 |
11/22✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 6 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 6 times.
✓ Branch 8 taken 6 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 6 times.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✓ Branch 13 taken 6 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 6 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 6 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 6 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 6 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 6 times.
|
12 | size(network%model(layer_id)%layer%input_shape) + 1)) |
| 421 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 6 times.
|
6 | allocate(graph_inputs(num_inputs)%dim_params( & |
| 422 |
11/22✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 6 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 6 times.
✓ Branch 8 taken 6 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 6 times.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✓ Branch 13 taken 6 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 6 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 6 times.
✗ Branch 18 not taken.
✓ Branch 19 taken 6 times.
✗ Branch 21 not taken.
✓ Branch 22 taken 6 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 6 times.
|
12 | size(network%model(layer_id)%layer%input_shape) + 1)) |
| 423 |
4/8✗ 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.
|
6 | graph_inputs(num_inputs)%dim_params(1) = 'batch_size' |
| 424 |
4/8✗ 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.
|
6 | graph_inputs(num_inputs)%dims(1) = -1 |
| 425 | |||
| 426 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
✓ Branch 6 taken 10 times.
✓ Branch 7 taken 6 times.
|
16 | do j = 1, size(network%model(layer_id)%layer%input_shape) |
| 427 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 10 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 10 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 10 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 10 times.
|
10 | graph_inputs(num_inputs)%dim_params(j+1) = '' |
| 428 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 10 times.
|
10 | graph_inputs(num_inputs)%dims(j+1) = & |
| 429 |
7/14✗ Branch 0 not taken.
✓ Branch 1 taken 10 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 10 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 10 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 10 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 10 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 10 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 10 times.
|
26 | network%model(layer_id)%layer%input_shape(j) |
| 430 | end do | ||
| 431 | end if | ||
| 432 | end do | ||
| 433 | |||
| 434 | end subroutine build_graph_inputs | ||
| 435 | !############################################################################### | ||
| 436 | |||
| 437 | |||
| 438 | !############################################################################### | ||
| 439 |
1/2✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
|
11 | subroutine build_graph_outputs(network, ifmt, graph_outputs, num_outputs) |
| 440 | !! Build the ONNX graph output tensor specifications. | ||
| 441 | implicit none | ||
| 442 | |||
| 443 | ! Arguments | ||
| 444 | class(network_type), intent(in) :: network | ||
| 445 | !! Instance of the network | ||
| 446 | integer, intent(in) :: ifmt | ||
| 447 | !! Export format selector | ||
| 448 | type(onnx_tensor_type), intent(inout) :: graph_outputs(:) | ||
| 449 | !! Graph output tensor specifications | ||
| 450 | integer, intent(inout) :: num_outputs | ||
| 451 | !! Number of graph outputs | ||
| 452 | |||
| 453 | ! Local variables | ||
| 454 | integer :: i, j, layer_id | ||
| 455 | !! Loop indices and current layer identifier | ||
| 456 | 11 | character(:), allocatable :: suffix | |
| 457 | !! Optional activation suffix for output names | ||
| 458 | |||
| 459 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 8 times.
|
11 | if(ifmt .eq. 2)then |
| 460 | 3 | layer_id = 0 | |
| 461 |
1/2✓ Branch 0 taken 6 times.
✗ Branch 1 not taken.
|
6 | do i = 1, network%auto_graph%num_vertices |
| 462 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 6 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 6 times.
|
6 | j = network%vertex_order(i) |
| 463 |
10/14✗ 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 taken 6 times.
✓ Branch 13 taken 3 times.
✓ Branch 14 taken 3 times.
✓ Branch 15 taken 3 times.
✓ Branch 16 taken 3 times.
✓ Branch 17 taken 3 times.
|
9 | if(all(network%leaf_vertices(:) .ne. j)) cycle |
| 464 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
|
3 | layer_id = network%auto_graph%vertex(j)%id |
| 465 | 3 | exit | |
| 466 | end do | ||
| 467 | |||
| 468 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | if(layer_id .eq. 0) return |
| 469 | |||
| 470 | 3 | num_outputs = 1 | |
| 471 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | graph_outputs(1)%name = 'output' |
| 472 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
|
3 | graph_outputs(1)%elem_type = 1 |
| 473 |
2/8✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✗ Branch 8 not taken.
✗ Branch 9 not taken.
|
3 | if(allocated(graph_outputs(1)%dims)) deallocate(graph_outputs(1)%dims) |
| 474 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
|
3 | if(allocated(graph_outputs(1)%dim_params))then |
| 475 | ✗ | deallocate(graph_outputs(1)%dim_params) | |
| 476 | end if | ||
| 477 |
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 | allocate(graph_outputs(1)%dims(2)) |
| 478 |
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 | allocate(graph_outputs(1)%dim_params(2)) |
| 479 |
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 | graph_outputs(1)%dim_params(1) = 'batch_size' |
| 480 |
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 | graph_outputs(1)%dims(1) = -1 |
| 481 |
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 | graph_outputs(1)%dim_params(2) = '' |
| 482 |
7/14✗ 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.
|
3 | graph_outputs(1)%dims(2) = network%model(layer_id)%layer%output_shape(1) |
| 483 | 3 | return | |
| 484 | end if | ||
| 485 | |||
| 486 |
2/2✓ Branch 0 taken 8 times.
✓ Branch 1 taken 8 times.
|
16 | do i = 1, size(network%leaf_vertices, dim=1) |
| 487 |
4/8✗ 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 not taken.
✓ Branch 10 taken 8 times.
|
8 | layer_id = network%auto_graph%vertex(network%leaf_vertices(i))%id |
| 488 |
2/8✓ Branch 0 taken 8 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 8 times.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
|
8 | suffix = '' |
| 489 | |||
| 490 | 16 | select type(layer => network%model(layer_id)%layer) | |
| 491 | class is(learnable_layer_type) | ||
| 492 |
1/2✓ Branch 0 taken 7 times.
✗ Branch 1 not taken.
|
7 | if(layer%activation%name .ne. 'none')then |
| 493 |
5/10✓ Branch 3 taken 7 times.
✗ Branch 4 not taken.
✗ Branch 5 not taken.
✓ Branch 6 taken 7 times.
✓ Branch 7 taken 7 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 7 times.
✗ Branch 10 not taken.
✗ Branch 11 not taken.
✓ Branch 12 taken 7 times.
|
7 | suffix = '_' // trim(adjustl(layer%activation%name)) |
| 494 | end if | ||
| 495 | end select | ||
| 496 | |||
| 497 | 8 | num_outputs = num_outputs + 1 | |
| 498 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 8 times.
|
8 | write(graph_outputs(num_outputs)%name, '("node_",I0,A,"_output")') & |
| 499 |
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 13 taken 7 times.
✓ Branch 14 taken 1 times.
|
16 | network%model(layer_id)%layer%id, trim(adjustl(suffix)) |
| 500 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
|
8 | graph_outputs(num_outputs)%elem_type = 1 |
| 501 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 8 times.
|
8 | allocate(graph_outputs(num_outputs)%dims( & |
| 502 |
11/22✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 8 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 8 times.
✓ Branch 8 taken 8 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 8 times.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✓ Branch 13 taken 8 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 8 times.
✗ Branch 16 not taken.
✓ Branch 17 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 taken 8 times.
|
16 | size(network%model(layer_id)%layer%output_shape) + 1)) |
| 503 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 8 times.
|
8 | allocate(graph_outputs(num_outputs)%dim_params( & |
| 504 |
11/22✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 2 not taken.
✓ Branch 3 taken 8 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 8 times.
✓ Branch 8 taken 8 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 8 times.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✓ Branch 13 taken 8 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 8 times.
✗ Branch 16 not taken.
✓ Branch 17 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 taken 8 times.
|
16 | size(network%model(layer_id)%layer%output_shape) + 1)) |
| 505 |
4/8✗ 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 not taken.
✓ Branch 10 taken 8 times.
|
8 | graph_outputs(num_outputs)%dim_params(1) = 'batch_size' |
| 506 |
4/8✗ 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 not taken.
✓ Branch 10 taken 8 times.
|
8 | graph_outputs(num_outputs)%dims(1) = -1 |
| 507 | |||
| 508 |
4/6✗ Branch 0 not taken.
✓ Branch 1 taken 8 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 8 times.
✓ Branch 6 taken 9 times.
✓ Branch 7 taken 8 times.
|
25 | do j = 1, size(network%model(layer_id)%layer%output_shape) |
| 509 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 9 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 9 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 9 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 9 times.
|
9 | graph_outputs(num_outputs)%dim_params(j+1) = '' |
| 510 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 9 times.
|
9 | graph_outputs(num_outputs)%dims(j+1) = & |
| 511 |
7/14✗ Branch 0 not taken.
✓ Branch 1 taken 9 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 9 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 9 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 9 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 9 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 9 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 9 times.
|
26 | network%model(layer_id)%layer%output_shape(j) |
| 512 | end do | ||
| 513 | end do | ||
| 514 | |||
| 515 |
2/2✓ Branch 0 taken 8 times.
✓ Branch 1 taken 3 times.
|
11 | end subroutine build_graph_outputs |
| 516 | !############################################################################### | ||
| 517 | |||
| 518 | |||
| 519 | !############################################################################### | ||
| 520 | 11 | subroutine write_onnx_json_file( & | |
| 521 |
1/2✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
|
11 | file, ifmt, nodes, num_nodes, inits, num_inits, & |
| 522 |
2/4✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 11 times.
✗ Branch 3 not taken.
|
11 | graph_inputs, num_inputs, graph_outputs, num_outputs, & |
| 523 |
2/4✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 11 times.
|
11 | gnn_metadata, num_gnn_meta) |
| 524 | !! Write the collected export data to disk. | ||
| 525 | use athena__onnx_utils, only: write_json_nodes, write_json_initialisers, & | ||
| 526 | write_json_tensors | ||
| 527 | implicit none | ||
| 528 | |||
| 529 | ! Arguments | ||
| 530 | character(*), intent(in) :: file | ||
| 531 | !! Output file name | ||
| 532 | integer, intent(in) :: ifmt | ||
| 533 | !! Export format selector | ||
| 534 | type(onnx_node_type), intent(in) :: nodes(:) | ||
| 535 | !! Exported ONNX nodes | ||
| 536 | integer, intent(in) :: num_nodes | ||
| 537 | !! Number of exported nodes | ||
| 538 | type(onnx_initialiser_type), intent(in) :: inits(:) | ||
| 539 | !! Exported ONNX initialisers | ||
| 540 | integer, intent(in) :: num_inits | ||
| 541 | !! Number of exported initialisers | ||
| 542 | type(onnx_tensor_type), intent(in) :: graph_inputs(:) | ||
| 543 | !! Graph input tensor specifications | ||
| 544 | integer, intent(in) :: num_inputs | ||
| 545 | !! Number of graph inputs | ||
| 546 | type(onnx_tensor_type), intent(in) :: graph_outputs(:) | ||
| 547 | !! Graph output tensor specifications | ||
| 548 | integer, intent(in) :: num_outputs | ||
| 549 | !! Number of graph outputs | ||
| 550 | character(4096), intent(in) :: gnn_metadata(:) | ||
| 551 | !! GNN metadata strings | ||
| 552 | integer, intent(in) :: num_gnn_meta | ||
| 553 | !! Number of metadata entries | ||
| 554 | |||
| 555 | ! Local variables | ||
| 556 | integer :: unit, i | ||
| 557 | !! Output unit and loop index | ||
| 558 | |||
| 559 | 11 | open(newunit=unit, file=file, status='replace') | |
| 560 | 11 | write(unit, '(A)') '{' | |
| 561 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 8 times.
|
11 | if(ifmt .eq. 2)then |
| 562 | 3 | write(unit, '(A)') ' "irVersion": "7",' | |
| 563 | 3 | write(unit, '(A)') ' "producerName": "pytorch",' | |
| 564 | 3 | write(unit, '(A)') ' "producerVersion": "2.7.1",' | |
| 565 | else | ||
| 566 | 8 | write(unit, '(A)') ' "irVersion": "8",' | |
| 567 | 8 | write(unit, '(A)') ' "producerName": "Athena",' | |
| 568 | 8 | write(unit, '(A,A,A)') ' "producerVersion": "', & | |
| 569 | 16 | trim(athena__version__), '",' | |
| 570 | end if | ||
| 571 | 11 | write(unit, '(A)') ' "graph": {' | |
| 572 | |||
| 573 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 11 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 11 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 11 times.
|
11 | call write_json_nodes(unit, nodes, num_nodes) |
| 574 | 11 | write(unit, '(A)') ',' | |
| 575 |
2/2✓ Branch 0 taken 3 times.
✓ Branch 1 taken 8 times.
|
11 | if(ifmt .eq. 2)then |
| 576 | 3 | write(unit, '(A)') ' "name": "main_graph",' | |
| 577 | else | ||
| 578 | 8 | write(unit, '(A)') ' "name": "athena_network",' | |
| 579 | end if | ||
| 580 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 11 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 11 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 11 times.
|
11 | call write_json_initialisers(unit, inits, num_inits) |
| 581 | 11 | write(unit, '(A)') ',' | |
| 582 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 11 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 11 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 11 times.
|
11 | call write_json_tensors(unit, 'input', graph_inputs, num_inputs) |
| 583 | 11 | write(unit, '(A)') ',' | |
| 584 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 11 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 11 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 11 times.
|
11 | call write_json_tensors(unit, 'output', graph_outputs, num_outputs) |
| 585 | |||
| 586 |
2/2✓ Branch 0 taken 6 times.
✓ Branch 1 taken 5 times.
|
11 | if(ifmt .ne. 2 .and. num_gnn_meta .gt. 0)then |
| 587 | 6 | write(unit, '(A)') ',' | |
| 588 | 6 | write(unit, '(A)') ' "metadataProps": [' | |
| 589 |
2/2✓ Branch 0 taken 8 times.
✓ Branch 1 taken 6 times.
|
14 | do i = 1, num_gnn_meta |
| 590 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 6 times.
|
8 | if(i .gt. 1) write(unit, '(A)') ',' |
| 591 |
3/6✗ Branch 1 not taken.
✓ Branch 2 taken 8 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 8 times.
✓ Branch 9 taken 8 times.
✗ Branch 10 not taken.
|
14 | write(unit, '(A)') trim(gnn_metadata(i)) |
| 592 | end do | ||
| 593 | 6 | write(unit, '(A)') '' | |
| 594 | 6 | write(unit, '(A)') ' ]' | |
| 595 | end if | ||
| 596 | |||
| 597 | 11 | write(unit, '(A)') ' },' | |
| 598 | 11 | write(unit, '(A)') ' "opsetImport": [' | |
| 599 | 11 | write(unit, '(A)') ' {' | |
| 600 | 11 | write(unit, '(A)') ' "version": "17"' | |
| 601 | 11 | write(unit, '(A)') ' }' | |
| 602 | 11 | write(unit, '(A)') ' ]' | |
| 603 | 11 | write(unit, '(A)') '}' | |
| 604 | 11 | close(unit) | |
| 605 | |||
| 606 |
1/2✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
|
11 | end subroutine write_onnx_json_file |
| 607 | !############################################################################### | ||
| 608 | |||
| 609 | |||
| 610 | !############################################################################### | ||
| 611 | 17 | subroutine emit_standard_node_json( & | |
| 612 | network, layer_id, vertex_idx, & | ||
| 613 |
1/2✓ Branch 0 taken 17 times.
✗ Branch 1 not taken.
|
17 | nodes, num_nodes, max_nodes, & |
| 614 |
1/2✓ Branch 0 taken 17 times.
✗ Branch 1 not taken.
|
17 | inits, num_inits, max_inits) |
| 615 | !! Emit ONNX node records for a standard, non-GNN layer. | ||
| 616 | use athena__onnx_utils, only: emit_initialisers, build_attributes_json, & | ||
| 617 | emit_activation_node | ||
| 618 | implicit none | ||
| 619 | |||
| 620 | ! Arguments | ||
| 621 | class(network_type), intent(in) :: network | ||
| 622 | !! Instance of the network | ||
| 623 | integer, intent(in) :: layer_id, vertex_idx | ||
| 624 | !! Layer identifier and vertex position | ||
| 625 | type(onnx_node_type), intent(inout) :: nodes(:) | ||
| 626 | !! Exported ONNX nodes | ||
| 627 | integer, intent(inout) :: num_nodes, max_nodes | ||
| 628 | !! Node counter and allocation limit | ||
| 629 | type(onnx_initialiser_type), intent(inout) :: inits(:) | ||
| 630 | !! Exported ONNX initialisers | ||
| 631 | integer, intent(inout) :: num_inits, max_inits | ||
| 632 | !! Initialiser counter and allocation limit | ||
| 633 | |||
| 634 | ! Local variables | ||
| 635 | character(128) :: node_name, layer_name, input_name | ||
| 636 | !! Temporary strings used to build node names | ||
| 637 | 17 | character(:), allocatable :: suffix | |
| 638 | !! Optional activation suffix for an input tensor name | ||
| 639 | integer :: j, input_layer_id, n_inputs | ||
| 640 | !! Loop index, source layer identifier and input count | ||
| 641 | 17 | character(128), allocatable :: input_list(:) | |
| 642 | !! Input tensor names | ||
| 643 | character(4096) :: attr_json | ||
| 644 | !! Pre-formatted JSON attributes | ||
| 645 | |||
| 646 |
2/4✗ Branch 1 not taken.
✓ Branch 2 taken 17 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 17 times.
|
17 | write(node_name, '("node_", I0)') network%model(layer_id)%layer%id |
| 647 | |||
| 648 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 17 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 17 times.
|
34 | select case(trim(network%model(layer_id)%layer%type)) |
| 649 | case('full') | ||
| 650 | 4 | layer_name = 'Gemm' | |
| 651 | case('conv') | ||
| 652 | 2 | layer_name = 'Conv' | |
| 653 | case('pool') | ||
| 654 | layer_name = to_camel_case( & | ||
| 655 | 4 | trim(adjustl(network%model(layer_id)%layer%subtype)) // '_' // & | |
| 656 | 4 | trim(adjustl(network%model(layer_id)%layer%type)), & | |
| 657 |
7/14✗ Branch 0 not taken.
✓ Branch 1 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✓ Branch 9 taken 2 times.
✗ Branch 10 not taken.
✗ Branch 11 not taken.
✓ Branch 12 taken 2 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 2 times.
✓ Branch 20 taken 2 times.
✗ Branch 21 not taken.
✓ Branch 23 taken 2 times.
✗ Branch 24 not taken.
|
2 | capitalise_first_letter = .true.) |
| 658 | case('actv') | ||
| 659 | layer_name = to_camel_case( & | ||
| 660 | 6 | trim(adjustl(network%model(layer_id)%layer%subtype)), & | |
| 661 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 3 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 3 times.
✓ Branch 9 taken 3 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 3 times.
✗ Branch 12 not taken.
|
3 | capitalise_first_letter = .true.) |
| 662 | case('flat') | ||
| 663 | 2 | layer_name = 'Flatten' | |
| 664 | case('batc') | ||
| 665 | ✗ | layer_name = 'BatchNormalization' | |
| 666 | case('drop') | ||
| 667 | ✗ | layer_name = 'Dropout' | |
| 668 | case('nop') | ||
| 669 | layer_name = to_camel_case( & | ||
| 670 | 8 | trim(adjustl(network%model(layer_id)%layer%name)), & | |
| 671 |
4/8✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✓ Branch 9 taken 4 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 4 times.
✗ Branch 12 not taken.
|
4 | capitalise_first_letter = .true.) |
| 672 | case default | ||
| 673 |
7/11✓ Branch 0 taken 17 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 4 times.
✓ Branch 3 taken 2 times.
✓ Branch 4 taken 2 times.
✓ Branch 5 taken 3 times.
✓ Branch 6 taken 2 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 9 taken 4 times.
✗ Branch 10 not taken.
|
34 | layer_name = 'Unknown' |
| 674 | end select | ||
| 675 | |||
| 676 | 17 | n_inputs = 0 | |
| 677 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 17 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 17 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 17 times.
|
17 | allocate(input_list(100)) |
| 678 | |||
| 679 |
2/2✓ Branch 0 taken 110 times.
✓ Branch 1 taken 17 times.
|
127 | do j = 1, network%auto_graph%num_vertices |
| 680 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 110 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 110 times.
|
110 | input_layer_id = network%auto_graph%vertex(j)%id |
| 681 |
6/10✗ Branch 0 not taken.
✓ Branch 1 taken 110 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 110 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 110 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 110 times.
✓ Branch 12 taken 93 times.
✓ Branch 13 taken 17 times.
|
110 | if(network%auto_graph%adjacency( & |
| 682 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 110 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 110 times.
|
203 | j, network%vertex_order(vertex_idx)) .eq. 0) cycle |
| 683 | |||
| 684 |
12/18✗ Branch 0 not taken.
✓ Branch 1 taken 17 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 17 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 17 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 17 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 17 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 17 times.
✓ Branch 18 taken 65 times.
✓ Branch 19 taken 6 times.
✓ Branch 20 taken 11 times.
✓ Branch 21 taken 54 times.
✓ Branch 22 taken 6 times.
✓ Branch 23 taken 11 times.
|
71 | if(all(network%auto_graph%adjacency(:,j) .eq. 0))then |
| 685 | 12 | write(input_name, '("input_",I0)') & | |
| 686 |
2/4✗ Branch 1 not taken.
✓ Branch 2 taken 6 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 6 times.
|
6 | network%model(input_layer_id)%layer%id |
| 687 |
2/8✓ Branch 0 taken 6 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 6 times.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
|
6 | suffix = '' |
| 688 | else | ||
| 689 | 22 | write(input_name, '("node_",I0)') & | |
| 690 |
2/4✗ Branch 1 not taken.
✓ Branch 2 taken 11 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 11 times.
|
11 | network%model(input_layer_id)%layer%id |
| 691 |
3/8✓ Branch 0 taken 11 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✓ Branch 4 taken 11 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 11 times.
|
11 | suffix = '_output' |
| 692 | 22 | select type(prev => network%model(input_layer_id)%layer) | |
| 693 | class is(learnable_layer_type) | ||
| 694 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 3 times.
|
5 | if(prev%activation%name .ne. 'none')then |
| 695 | suffix = '_' // trim(adjustl(prev%activation%name)) // & | ||
| 696 |
5/10✓ Branch 3 taken 2 times.
✗ Branch 4 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✓ Branch 8 taken 2 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 2 times.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✓ Branch 13 taken 2 times.
|
2 | '_output' |
| 697 | end if | ||
| 698 | end select | ||
| 699 | end if | ||
| 700 | |||
| 701 | 17 | n_inputs = n_inputs + 1 | |
| 702 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 17 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 17 times.
✓ Branch 10 taken 17 times.
✗ Branch 11 not taken.
|
34 | write(input_list(n_inputs), '(A,A)') trim(adjustl(input_name)), suffix |
| 703 | end do | ||
| 704 | |||
| 705 | 34 | select type(layer => network%model(layer_id)%layer) | |
| 706 | class is(learnable_layer_type) | ||
| 707 |
2/2✓ Branch 0 taken 26 times.
✓ Branch 1 taken 10 times.
|
36 | do j = 1, size(layer%params) |
| 708 | 26 | n_inputs = n_inputs + 1 | |
| 709 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 26 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 26 times.
✓ Branch 9 taken 26 times.
✗ Branch 10 not taken.
|
36 | write(input_list(n_inputs), '(A,"_param",I0)') trim(node_name), j |
| 710 | end do | ||
| 711 | end select | ||
| 712 | |||
| 713 | call build_attributes_json( & | ||
| 714 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 17 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 17 times.
✓ Branch 8 taken 17 times.
✗ Branch 9 not taken.
|
17 | network%model(layer_id)%layer, trim(layer_name), attr_json) |
| 715 | |||
| 716 | 17 | num_nodes = num_nodes + 1 | |
| 717 |
4/8✗ Branch 1 not taken.
✓ Branch 2 taken 17 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 17 times.
✓ Branch 7 taken 17 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 17 times.
✗ Branch 10 not taken.
|
17 | nodes(num_nodes)%name = trim(node_name) |
| 718 |
4/8✗ Branch 1 not taken.
✓ Branch 2 taken 17 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 17 times.
✓ Branch 7 taken 17 times.
✗ Branch 8 not taken.
✓ Branch 9 taken 17 times.
✗ Branch 10 not taken.
|
17 | nodes(num_nodes)%op_type = trim(layer_name) |
| 719 |
9/18✗ Branch 0 not taken.
✓ Branch 1 taken 17 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 17 times.
✓ Branch 6 taken 17 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 9 taken 17 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 17 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 17 times.
✗ Branch 14 not taken.
✓ Branch 15 taken 17 times.
✗ Branch 17 not taken.
✓ Branch 18 taken 17 times.
✗ Branch 20 not taken.
✓ Branch 21 taken 17 times.
|
17 | allocate(nodes(num_nodes)%inputs(n_inputs)) |
| 720 |
10/20✗ Branch 0 not taken.
✓ Branch 1 taken 17 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 17 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 17 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 17 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 17 times.
✗ Branch 15 not taken.
✓ Branch 16 taken 17 times.
✓ Branch 18 taken 17 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 17 times.
✗ Branch 21 not taken.
✗ Branch 22 not taken.
✗ Branch 23 not taken.
✓ Branch 24 taken 43 times.
✓ Branch 25 taken 17 times.
|
60 | nodes(num_nodes)%inputs = input_list(1:n_inputs) |
| 721 |
5/10✗ Branch 0 not taken.
✓ Branch 1 taken 17 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 17 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 17 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 17 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 17 times.
|
17 | allocate(nodes(num_nodes)%outputs(1)) |
| 722 |
5/10✗ Branch 0 not taken.
✓ Branch 1 taken 17 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 17 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 17 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 17 times.
✓ Branch 15 taken 17 times.
✗ Branch 16 not taken.
|
17 | write(nodes(num_nodes)%outputs(1), '(A,"_output")') trim(node_name) |
| 723 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 17 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 17 times.
|
17 | nodes(num_nodes)%attributes_json = attr_json |
| 724 | |||
| 725 | 34 | select type(layer => network%model(layer_id)%layer) | |
| 726 | class is(learnable_layer_type) | ||
| 727 | ✗ | call emit_initialisers(layer, trim(node_name), inits, num_inits, & | |
| 728 |
4/8✗ 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 7 taken 10 times.
✗ Branch 8 not taken.
|
10 | max_inits) |
| 729 |
2/2✓ Branch 1 taken 7 times.
✓ Branch 2 taken 3 times.
|
20 | if(layer%activation%name .ne. 'none')then |
| 730 | call emit_activation_node( & | ||
| 731 | layer%activation%name, trim(node_name), '', & | ||
| 732 |
4/8✗ Branch 1 not taken.
✓ Branch 2 taken 7 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 7 times.
✗ Branch 7 not taken.
✓ Branch 8 taken 7 times.
✓ Branch 11 taken 7 times.
✗ Branch 12 not taken.
|
7 | nodes, num_nodes, max_nodes) |
| 733 | end if | ||
| 734 | end select | ||
| 735 | |||
| 736 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 17 times.
|
17 | deallocate(input_list) |
| 737 | |||
| 738 |
2/4✓ Branch 0 taken 17 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✓ Branch 3 taken 17 times.
|
17 | end subroutine emit_standard_node_json |
| 739 | !############################################################################### | ||
| 740 | |||
| 741 | |||
| 742 | !############################################################################### | ||
| 743 | 4 | subroutine emit_gnn_input_renames( & | |
| 744 |
1/2✓ Branch 0 taken 4 times.
✗ Branch 1 not taken.
|
4 | network, layer_id, vertex_idx, nodes, num_nodes) |
| 745 | !! Emit Identity nodes that rename GNN inputs to the expected convention. | ||
| 746 | use athena__onnx_utils, only: emit_node | ||
| 747 | implicit none | ||
| 748 | |||
| 749 | ! Arguments | ||
| 750 | class(network_type), intent(in) :: network | ||
| 751 | !! Instance of the network | ||
| 752 | integer, intent(in) :: layer_id, vertex_idx | ||
| 753 | !! Layer identifier and vertex position | ||
| 754 | type(onnx_node_type), intent(inout) :: nodes(:) | ||
| 755 | !! Exported ONNX nodes | ||
| 756 | integer, intent(inout) :: num_nodes | ||
| 757 | !! Number of exported nodes | ||
| 758 | |||
| 759 | ! Local variables | ||
| 760 | integer :: j, input_layer_id | ||
| 761 | !! Loop index and source layer identifier | ||
| 762 | character(128) :: prefix, vertex_in, edge_in, edge_index_in, degree_in | ||
| 763 | !! Temporary tensor names | ||
| 764 | 4 | character(:), allocatable :: suffix | |
| 765 | !! Optional activation suffix for chained vertex inputs | ||
| 766 | |||
| 767 |
2/4✗ Branch 1 not taken.
✓ Branch 2 taken 4 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 4 times.
|
4 | write(prefix, '("node_",I0)') network%model(layer_id)%layer%id |
| 768 | |||
| 769 | 4 | vertex_in = '' | |
| 770 | 4 | edge_in = '' | |
| 771 | 4 | edge_index_in = '' | |
| 772 | 4 | degree_in = '' | |
| 773 | |||
| 774 |
2/2✓ Branch 0 taken 14 times.
✓ Branch 1 taken 4 times.
|
18 | do j = 1, network%auto_graph%num_vertices |
| 775 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 14 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 14 times.
|
14 | input_layer_id = network%auto_graph%vertex(j)%id |
| 776 |
6/10✗ 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 12 taken 10 times.
✓ Branch 13 taken 4 times.
|
14 | if(network%auto_graph%adjacency( & |
| 777 |
2/4✗ Branch 0 not taken.
✓ Branch 1 taken 14 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 14 times.
|
24 | j, network%vertex_order(vertex_idx)) .eq. 0) cycle |
| 778 | |||
| 779 |
12/18✗ 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 11 times.
✓ Branch 19 taken 2 times.
✓ Branch 20 taken 2 times.
✓ Branch 21 taken 9 times.
✓ Branch 22 taken 2 times.
✓ Branch 23 taken 2 times.
|
17 | if(all(network%auto_graph%adjacency(:,j) .eq. 0))then |
| 780 | 4 | write(vertex_in, '("input_",I0,"_vertex")') & | |
| 781 |
2/4✗ Branch 1 not taken.
✓ Branch 2 taken 2 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 2 times.
|
2 | network%model(input_layer_id)%layer%id |
| 782 | 4 | write(edge_in, '("input_",I0,"_edge")') & | |
| 783 |
2/4✗ Branch 1 not taken.
✓ Branch 2 taken 2 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 2 times.
|
2 | network%model(input_layer_id)%layer%id |
| 784 | 4 | write(edge_index_in, '("input_",I0,"_edge_index")') & | |
| 785 |
2/4✗ Branch 1 not taken.
✓ Branch 2 taken 2 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 2 times.
|
2 | network%model(input_layer_id)%layer%id |
| 786 | 4 | write(degree_in, '("input_",I0,"_degree")') & | |
| 787 |
2/4✗ Branch 1 not taken.
✓ Branch 2 taken 2 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 2 times.
|
2 | network%model(input_layer_id)%layer%id |
| 788 | else | ||
| 789 |
3/8✓ Branch 0 taken 2 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✓ Branch 4 taken 2 times.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
|
2 | suffix = '_output' |
| 790 | 4 | select type(prev => network%model(input_layer_id)%layer) | |
| 791 | class is(learnable_layer_type) | ||
| 792 |
1/2✓ Branch 0 taken 2 times.
✗ Branch 1 not taken.
|
2 | if(prev%activation%name .ne. 'none')then |
| 793 | suffix = '_' // trim(adjustl(prev%activation%name)) // & | ||
| 794 |
5/10✓ Branch 3 taken 2 times.
✗ Branch 4 not taken.
✗ Branch 6 not taken.
✓ Branch 7 taken 2 times.
✓ Branch 8 taken 2 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 2 times.
✗ Branch 11 not taken.
✗ Branch 12 not taken.
✓ Branch 13 taken 2 times.
|
2 | '_output' |
| 795 | end if | ||
| 796 | end select | ||
| 797 | 4 | write(vertex_in, '("node_",I0,A)') & | |
| 798 |
2/4✗ Branch 1 not taken.
✓ Branch 2 taken 2 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 2 times.
|
2 | network%model(input_layer_id)%layer%id, suffix |
| 799 | end if | ||
| 800 | end do | ||
| 801 | |||
| 802 |
1/2✓ Branch 0 taken 4 times.
✗ Branch 1 not taken.
|
4 | if(len_trim(vertex_in) .gt. 0)then |
| 803 | call emit_node('Identity', trim(prefix)//'_rename_vertex', & | ||
| 804 | ✗ | trim(prefix)//'_vertex_in', '', nodes, num_nodes, & | |
| 805 |
6/12✓ Branch 2 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 6 taken 4 times.
✗ Branch 7 not taken.
✗ Branch 8 not taken.
✓ Branch 9 taken 4 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 4 times.
✗ Branch 12 not taken.
✓ Branch 13 taken 4 times.
✓ Branch 16 taken 4 times.
✗ Branch 17 not taken.
|
4 | in1=trim(vertex_in)) |
| 806 | end if | ||
| 807 | |||
| 808 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 2 times.
|
4 | if(len_trim(edge_in) .gt. 0)then |
| 809 | call emit_node('Identity', trim(prefix)//'_rename_edge', & | ||
| 810 | ✗ | trim(prefix)//'_edge_in', '', nodes, num_nodes, & | |
| 811 |
6/12✓ Branch 2 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 6 taken 2 times.
✗ Branch 7 not taken.
✗ 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 16 taken 2 times.
✗ Branch 17 not taken.
|
2 | in1=trim(edge_in)) |
| 812 | end if | ||
| 813 | |||
| 814 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 2 times.
|
4 | if(len_trim(edge_index_in) .gt. 0)then |
| 815 | call emit_node('Identity', trim(prefix)//'_rename_edge_index', & | ||
| 816 | ✗ | trim(prefix)//'_edge_index_in', '', nodes, num_nodes, & | |
| 817 |
6/12✓ Branch 2 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 6 taken 2 times.
✗ Branch 7 not taken.
✗ 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 16 taken 2 times.
✗ Branch 17 not taken.
|
2 | in1=trim(edge_index_in)) |
| 818 | end if | ||
| 819 | |||
| 820 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 2 times.
|
4 | if(len_trim(degree_in) .gt. 0)then |
| 821 | call emit_node('Identity', trim(prefix)//'_rename_degree', & | ||
| 822 | ✗ | trim(prefix)//'_degree_in', '', nodes, num_nodes, & | |
| 823 |
6/12✓ Branch 2 taken 2 times.
✗ Branch 3 not taken.
✓ Branch 6 taken 2 times.
✗ Branch 7 not taken.
✗ 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 16 taken 2 times.
✗ Branch 17 not taken.
|
2 | in1=trim(degree_in)) |
| 824 | end if | ||
| 825 | |||
| 826 |
2/2✓ Branch 0 taken 2 times.
✓ Branch 1 taken 2 times.
|
4 | end subroutine emit_gnn_input_renames |
| 827 | !############################################################################### | ||
| 828 | |||
| 829 | |||
| 830 | !############################################################################### | ||
| 831 | 4 | subroutine build_gnn_metadata(layer, prefix, metadata, num_meta) | |
| 832 | !! Build the metadata entry required to reconstruct a GNN layer. | ||
| 833 | implicit none | ||
| 834 | |||
| 835 | ! Arguments | ||
| 836 | class(base_layer_type), intent(in) :: layer | ||
| 837 | !! GNN layer instance | ||
| 838 | character(*), intent(in) :: prefix | ||
| 839 | !! Node prefix used for this exported layer | ||
| 840 | character(4096), intent(inout) :: metadata(:) | ||
| 841 | !! Metadata strings to append to | ||
| 842 | integer, intent(inout) :: num_meta | ||
| 843 | !! Number of metadata entries | ||
| 844 | |||
| 845 | ! Local variables | ||
| 846 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
|
4 | type(onnx_attribute_type), allocatable :: attrs(:) |
| 847 | !! Layer attributes returned by polymorphic dispatch | ||
| 848 | integer :: i | ||
| 849 | !! Loop index | ||
| 850 | character(2048) :: value_str | ||
| 851 | !! Semicolon-separated metadata payload | ||
| 852 | |||
| 853 |
11/34✓ Branch 0 taken 4 times.
✗ Branch 1 not taken.
✗ Branch 3 not taken.
✓ 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 4 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 16 times.
✓ Branch 12 taken 4 times.
✗ 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 taken 16 times.
✓ Branch 28 taken 4 times.
✗ Branch 29 not taken.
✓ Branch 30 taken 16 times.
✗ Branch 31 not taken.
✓ Branch 32 taken 16 times.
✗ Branch 33 not taken.
✓ Branch 34 taken 16 times.
|
40 | attrs = layer%get_attributes() |
| 854 |
1/2✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
|
4 | if(.not.allocated(attrs) .or. size(attrs) .eq. 0) return |
| 855 | |||
| 856 |
2/4✓ Branch 3 taken 4 times.
✗ Branch 4 not taken.
✓ Branch 5 taken 4 times.
✗ Branch 6 not taken.
|
4 | value_str = 'subtype=' // trim(adjustl(layer%name)) |
| 857 |
2/2✓ Branch 0 taken 16 times.
✓ Branch 1 taken 4 times.
|
20 | do i = 1, size(attrs) |
| 858 | ✗ | value_str = trim(value_str) // ';' // trim(attrs(i)%name) // '=' // & | |
| 859 |
8/16✓ Branch 2 taken 16 times.
✗ Branch 3 not taken.
✗ Branch 4 not taken.
✓ Branch 5 taken 16 times.
✗ Branch 6 not taken.
✓ Branch 7 taken 16 times.
✓ Branch 10 taken 16 times.
✗ Branch 11 not taken.
✗ Branch 13 not taken.
✓ Branch 14 taken 16 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 16 times.
✓ Branch 22 taken 16 times.
✗ Branch 23 not taken.
✓ Branch 24 taken 16 times.
✗ Branch 25 not taken.
|
20 | trim(adjustl(attrs(i)%val)) |
| 860 | end do | ||
| 861 | |||
| 862 | 4 | num_meta = num_meta + 1 | |
| 863 |
1/2✗ Branch 1 not taken.
✓ Branch 2 taken 4 times.
|
4 | write(metadata(num_meta), '(A)') & |
| 864 | ' {"key": "athena_gnn_' // trim(prefix) // & | ||
| 865 |
3/6✗ Branch 0 not taken.
✓ Branch 1 taken 4 times.
✓ Branch 5 taken 4 times.
✗ Branch 6 not taken.
✓ Branch 10 taken 4 times.
✗ Branch 11 not taken.
|
8 | '", "value": "' // trim(value_str) // '"}' |
| 866 | |||
| 867 |
8/14✓ Branch 0 taken 4 times.
✗ Branch 1 not taken.
✓ Branch 2 taken 4 times.
✗ Branch 3 not taken.
✓ Branch 4 taken 4 times.
✗ Branch 5 not taken.
✓ Branch 6 taken 16 times.
✓ Branch 7 taken 4 times.
✓ Branch 8 taken 16 times.
✗ Branch 9 not taken.
✓ Branch 10 taken 16 times.
✗ Branch 11 not taken.
✓ Branch 12 taken 16 times.
✗ Branch 13 not taken.
|
28 | end subroutine build_gnn_metadata |
| 868 | !############################################################################### | ||
| 869 | |||
| 870 | |||
| 871 | !############################################################################### | ||
| 872 | |||
| 873 | |||
| 874 |
20/36✓ Branch 0 taken 3 times.
✗ Branch 1 not taken.
✗ Branch 2 not taken.
✗ Branch 3 not taken.
✗ Branch 5 not taken.
✗ Branch 6 not taken.
✗ Branch 7 not taken.
✓ Branch 8 taken 8 times.
✗ Branch 10 not taken.
✓ Branch 11 taken 8 times.
✓ Branch 14 taken 7 times.
✓ Branch 15 taken 1 times.
✗ Branch 16 not taken.
✓ Branch 17 taken 11 times.
✗ Branch 19 not taken.
✓ Branch 20 taken 11 times.
✓ Branch 23 taken 5 times.
✓ Branch 24 taken 6 times.
✗ Branch 25 not taken.
✓ Branch 26 taken 17 times.
✗ Branch 28 not taken.
✓ Branch 29 taken 17 times.
✓ Branch 32 taken 10 times.
✓ Branch 33 taken 7 times.
✗ Branch 34 not taken.
✓ Branch 35 taken 17 times.
✗ Branch 37 not taken.
✓ Branch 38 taken 17 times.
✓ Branch 41 taken 10 times.
✓ Branch 42 taken 7 times.
✗ Branch 43 not taken.
✓ Branch 44 taken 2 times.
✗ Branch 46 not taken.
✓ Branch 47 taken 2 times.
✓ Branch 50 taken 2 times.
✗ Branch 51 not taken.
|
58 | end submodule athena__onnx_write_submodule |
| 875 |