| Line | Branch | Exec | Source |
|---|---|---|---|
| 1 | !!!############################################################################# | ||
| 2 | !!! Code written by Ned Thaddeus Taylor | ||
| 3 | !!! Code part of the ATHENA library - a feedforward neural network library | ||
| 4 | !!!############################################################################# | ||
| 5 | !!! submodule of the container_layer module | ||
| 6 | !!! submodule contains the associated methods from the container_layer module | ||
| 7 | !!!############################################################################# | ||
| 8 | submodule(container_layer) container_layer_submodule | ||
| 9 | use base_layer, only: learnable_layer_type, flatten_layer_type | ||
| 10 | use input1d_layer, only: input1d_layer_type | ||
| 11 | use input2d_layer, only: input2d_layer_type | ||
| 12 | use input3d_layer, only: input3d_layer_type | ||
| 13 | use input4d_layer, only: input4d_layer_type | ||
| 14 | use batchnorm1d_layer, only: batchnorm1d_layer_type | ||
| 15 | use batchnorm2d_layer, only: batchnorm2d_layer_type | ||
| 16 | use batchnorm3d_layer, only: batchnorm3d_layer_type | ||
| 17 | use conv1d_layer, only: conv1d_layer_type | ||
| 18 | use conv2d_layer, only: conv2d_layer_type | ||
| 19 | use conv3d_layer, only: conv3d_layer_type | ||
| 20 | use dropout_layer, only: dropout_layer_type | ||
| 21 | use dropblock2d_layer, only: dropblock2d_layer_type | ||
| 22 | use dropblock3d_layer, only: dropblock3d_layer_type | ||
| 23 | use avgpool1d_layer, only: avgpool1d_layer_type | ||
| 24 | use avgpool2d_layer, only: avgpool2d_layer_type | ||
| 25 | use avgpool3d_layer, only: avgpool3d_layer_type | ||
| 26 | use maxpool1d_layer, only: maxpool1d_layer_type | ||
| 27 | use maxpool2d_layer, only: maxpool2d_layer_type | ||
| 28 | use maxpool3d_layer, only: maxpool3d_layer_type | ||
| 29 | use full_layer, only: full_layer_type | ||
| 30 | |||
| 31 | contains | ||
| 32 | |||
| 33 | 1026 | pure module subroutine forward(this, input) | |
| 34 | implicit none | ||
| 35 | class(container_layer_type), intent(inout) :: this | ||
| 36 | class(container_layer_type), intent(in) :: input | ||
| 37 | |||
| 38 | select type(previous => input%layer) | ||
| 39 | type is(input1d_layer_type) | ||
| 40 |
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517 | call this%layer%forward(previous%output) |
| 41 | type is(input2d_layer_type) | ||
| 42 | ✗ | call this%layer%forward(previous%output) | |
| 43 | type is(input3d_layer_type) | ||
| 44 |
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2 | call this%layer%forward(previous%output) |
| 45 | type is(input4d_layer_type) | ||
| 46 |
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|
2 | call this%layer%forward(previous%output) |
| 47 | |||
| 48 | type is(batchnorm1d_layer_type) | ||
| 49 | ✗ | call this%layer%forward(previous%output) | |
| 50 | type is(batchnorm2d_layer_type) | ||
| 51 | ✗ | call this%layer%forward(previous%output) | |
| 52 | type is(batchnorm3d_layer_type) | ||
| 53 | ✗ | call this%layer%forward(previous%output) | |
| 54 | |||
| 55 | type is(conv1d_layer_type) | ||
| 56 | ✗ | call this%layer%forward(previous%output) | |
| 57 | type is(conv2d_layer_type) | ||
| 58 |
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2 | call this%layer%forward(previous%output) |
| 59 | type is(conv3d_layer_type) | ||
| 60 |
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2 | call this%layer%forward(previous%output) |
| 61 | |||
| 62 | type is(dropout_layer_type) | ||
| 63 | ✗ | call this%layer%forward(previous%output) | |
| 64 | type is(dropblock2d_layer_type) | ||
| 65 | ✗ | call this%layer%forward(previous%output) | |
| 66 | type is(dropblock3d_layer_type) | ||
| 67 | ✗ | call this%layer%forward(previous%output) | |
| 68 | |||
| 69 | type is(avgpool1d_layer_type) | ||
| 70 | ✗ | call this%layer%forward(previous%output) | |
| 71 | type is(avgpool2d_layer_type) | ||
| 72 | ✗ | call this%layer%forward(previous%output) | |
| 73 | type is(avgpool3d_layer_type) | ||
| 74 | ✗ | call this%layer%forward(previous%output) | |
| 75 | type is(maxpool1d_layer_type) | ||
| 76 | ✗ | call this%layer%forward(previous%output) | |
| 77 | type is(maxpool2d_layer_type) | ||
| 78 | ✗ | call this%layer%forward(previous%output) | |
| 79 | type is(maxpool3d_layer_type) | ||
| 80 | ✗ | call this%layer%forward(previous%output) | |
| 81 | |||
| 82 | class is(flatten_layer_type) | ||
| 83 | ✗ | call this%layer%forward(previous%output) | |
| 84 | |||
| 85 | type is(full_layer_type) | ||
| 86 |
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501 | call this%layer%forward(previous%output) |
| 87 | end select | ||
| 88 | |||
| 89 | 1026 | end subroutine forward | |
| 90 | |||
| 91 | |||
| 92 | 1012 | pure module subroutine backward(this, input, gradient) | |
| 93 | implicit none | ||
| 94 | class(container_layer_type), intent(inout) :: this | ||
| 95 | class(container_layer_type), intent(in) :: input | ||
| 96 | real(real12), dimension(..), intent(in) :: gradient | ||
| 97 | |||
| 98 | select type(previous => input%layer) | ||
| 99 | type is(input1d_layer_type) | ||
| 100 |
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508 | call this%layer%backward(previous%output, gradient) |
| 101 | type is(input2d_layer_type) | ||
| 102 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 103 | type is(input3d_layer_type) | ||
| 104 |
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1 | call this%layer%backward(previous%output, gradient) |
| 105 | type is(input4d_layer_type) | ||
| 106 |
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1 | call this%layer%backward(previous%output, gradient) |
| 107 | |||
| 108 | type is(batchnorm1d_layer_type) | ||
| 109 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 110 | type is(batchnorm2d_layer_type) | ||
| 111 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 112 | type is(batchnorm3d_layer_type) | ||
| 113 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 114 | |||
| 115 | type is(conv1d_layer_type) | ||
| 116 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 117 | type is(conv2d_layer_type) | ||
| 118 |
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1 | call this%layer%backward(previous%output, gradient) |
| 119 | type is(conv3d_layer_type) | ||
| 120 |
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1 | call this%layer%backward(previous%output, gradient) |
| 121 | |||
| 122 | type is(dropout_layer_type) | ||
| 123 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 124 | type is(dropblock2d_layer_type) | ||
| 125 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 126 | type is(dropblock3d_layer_type) | ||
| 127 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 128 | |||
| 129 | type is(avgpool1d_layer_type) | ||
| 130 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 131 | type is(avgpool2d_layer_type) | ||
| 132 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 133 | type is(avgpool3d_layer_type) | ||
| 134 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 135 | type is(maxpool1d_layer_type) | ||
| 136 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 137 | type is(maxpool2d_layer_type) | ||
| 138 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 139 | type is(maxpool3d_layer_type) | ||
| 140 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 141 | |||
| 142 | class is(flatten_layer_type) | ||
| 143 | ✗ | call this%layer%backward(previous%output, gradient) | |
| 144 | |||
| 145 | type is(full_layer_type) | ||
| 146 |
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500 | call this%layer%backward(previous%output, gradient) |
| 147 | end select | ||
| 148 | |||
| 149 | 1012 | end subroutine backward | |
| 150 | |||
| 151 | |||
| 152 | #if defined(GFORTRAN) | ||
| 153 | subroutine container_reduction(this, rhs) | ||
| 154 | implicit none | ||
| 155 | class(container_layer_type), intent(inout) :: this | ||
| 156 | class(container_layer_type), intent(in) :: rhs | ||
| 157 | |||
| 158 | select type(layer_this => this%layer) | ||
| 159 | class is(learnable_layer_type) | ||
| 160 | select type(layer_rhs => rhs%layer) | ||
| 161 | class is(learnable_layer_type) | ||
| 162 | call layer_this%reduce(layer_rhs) | ||
| 163 | end select | ||
| 164 | end select | ||
| 165 | |||
| 166 | end subroutine container_reduction | ||
| 167 | #endif | ||
| 168 | |||
| 169 | |||
| 170 |
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2038 | end submodule container_layer_submodule |
| 171 | !!!############################################################################# | ||
| 172 |