| Line | Branch | Exec | Source |
|---|---|---|---|
| 1 | !!!############################################################################# | ||
| 2 | !!! Code written by Ned Thaddeus Taylor | ||
| 3 | !!! Code part of the ATHENA library - a feedforward neural network library | ||
| 4 | !!!############################################################################# | ||
| 5 | !!! module contains implementation of a 4D input layer | ||
| 6 | !!!############################################################################# | ||
| 7 | module input4d_layer | ||
| 8 | use constants, only: real12 | ||
| 9 | use base_layer, only: input_layer_type | ||
| 10 | implicit none | ||
| 11 | |||
| 12 | |||
| 13 | type, extends(input_layer_type) :: input4d_layer_type | ||
| 14 | real(real12), allocatable, dimension(:,:,:,:,:) :: output | ||
| 15 | contains | ||
| 16 | procedure, pass(this) :: get_output => get_output_input4d | ||
| 17 | procedure, pass(this) :: init => init_input4d | ||
| 18 | procedure, pass(this) :: set_batch_size => set_batch_size_input4d | ||
| 19 | procedure, pass(this) :: forward => forward_rank | ||
| 20 | procedure, pass(this) :: backward => backward_rank | ||
| 21 | procedure, pass(this) :: set => set_input4d | ||
| 22 | end type input4d_layer_type | ||
| 23 | |||
| 24 | interface input4d_layer_type | ||
| 25 | module function layer_setup(input_shape, batch_size) result(layer) | ||
| 26 | integer, dimension(:), optional, intent(in) :: input_shape | ||
| 27 | integer, optional, intent(in) :: batch_size | ||
| 28 | type(input4d_layer_type) :: layer | ||
| 29 | end function layer_setup | ||
| 30 | end interface input4d_layer_type | ||
| 31 | |||
| 32 | |||
| 33 | private | ||
| 34 | public :: input4d_layer_type | ||
| 35 | |||
| 36 | |||
| 37 | contains | ||
| 38 | |||
| 39 | !!!############################################################################# | ||
| 40 | !!! get layer outputs | ||
| 41 | !!!############################################################################# | ||
| 42 | 1 | pure subroutine get_output_input4d(this, output) | |
| 43 | implicit none | ||
| 44 | class(input4d_layer_type), intent(in) :: this | ||
| 45 | real(real12), allocatable, dimension(..), intent(out) :: output | ||
| 46 | |||
| 47 | select rank(output) | ||
| 48 | rank(1) | ||
| 49 | ✗ | output = reshape(this%output, [size(this%output)]) | |
| 50 | rank(2) | ||
| 51 | output = & | ||
| 52 | ✗ | reshape(this%output, [product(this%output_shape),this%batch_size]) | |
| 53 | rank(5) | ||
| 54 |
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|
42 | output = this%output |
| 55 | end select | ||
| 56 | |||
| 57 | 1 | end subroutine get_output_input4d | |
| 58 | !!!############################################################################# | ||
| 59 | |||
| 60 | |||
| 61 | !!!##########################################################################!!! | ||
| 62 | !!! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * !!! | ||
| 63 | !!!##########################################################################!!! | ||
| 64 | |||
| 65 | |||
| 66 | !!!############################################################################# | ||
| 67 | !!! forward propagation assumed rank handler | ||
| 68 | !!! placeholder to satisfy deferred | ||
| 69 | !!!############################################################################# | ||
| 70 | ✗ | pure subroutine forward_rank(this, input) | |
| 71 | implicit none | ||
| 72 | class(input4d_layer_type), intent(inout) :: this | ||
| 73 | real(real12), dimension(..), intent(in) :: input | ||
| 74 | |||
| 75 | select rank(input) | ||
| 76 | rank(1) | ||
| 77 | ✗ | this%output = reshape(input, shape=shape(this%output)) | |
| 78 | rank(2) | ||
| 79 | ✗ | this%output = reshape(input, shape=shape(this%output)) | |
| 80 | rank(3) | ||
| 81 | ✗ | this%output = reshape(input, shape=shape(this%output)) | |
| 82 | rank(4) | ||
| 83 | ✗ | this%output = reshape(input, shape=shape(this%output)) | |
| 84 | rank(5) | ||
| 85 | ✗ | this%output = reshape(input, shape=shape(this%output)) | |
| 86 | rank(6) | ||
| 87 | ✗ | this%output = reshape(input, shape=shape(this%output)) | |
| 88 | end select | ||
| 89 | ✗ | end subroutine forward_rank | |
| 90 | !!!############################################################################# | ||
| 91 | |||
| 92 | |||
| 93 | !!!############################################################################# | ||
| 94 | !!! backward propagation assumed rank handler | ||
| 95 | !!! placeholder to satisfy deferred | ||
| 96 | !!!############################################################################# | ||
| 97 | ✗ | pure subroutine backward_rank(this, input, gradient) | |
| 98 | implicit none | ||
| 99 | class(input4d_layer_type), intent(inout) :: this | ||
| 100 | real(real12), dimension(..), intent(in) :: input | ||
| 101 | real(real12), dimension(..), intent(in) :: gradient | ||
| 102 | ✗ | return | |
| 103 | end subroutine backward_rank | ||
| 104 | !!!############################################################################# | ||
| 105 | |||
| 106 | |||
| 107 | !!!##########################################################################!!! | ||
| 108 | !!! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * !!! | ||
| 109 | !!!##########################################################################!!! | ||
| 110 | |||
| 111 | |||
| 112 | !!!############################################################################# | ||
| 113 | !!! set up layer | ||
| 114 | !!!############################################################################# | ||
| 115 | #if defined(GFORTRAN) | ||
| 116 | module function layer_setup(input_shape) result(layer) | ||
| 117 | implicit none | ||
| 118 | integer, dimension(:), optional, intent(in) :: input_shape | ||
| 119 | |||
| 120 | type(input4d_layer_type) :: layer | ||
| 121 | #else | ||
| 122 |
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4 | module procedure layer_setup |
| 123 | implicit none | ||
| 124 | #endif | ||
| 125 | |||
| 126 | |||
| 127 |
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4 | layer%name = "input1d" |
| 128 | 4 | layer%input_rank = 4 | |
| 129 | !!-------------------------------------------------------------------------- | ||
| 130 | !! initialise batch size | ||
| 131 | !!-------------------------------------------------------------------------- | ||
| 132 |
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4 | if(present(batch_size)) layer%batch_size = batch_size |
| 133 | |||
| 134 | |||
| 135 | !!-------------------------------------------------------------------------- | ||
| 136 | !! initialise layer shape | ||
| 137 | !!-------------------------------------------------------------------------- | ||
| 138 |
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4 | if(present(input_shape)) call layer%init(input_shape=input_shape) |
| 139 | |||
| 140 | #if defined(GFORTRAN) | ||
| 141 | end function layer_setup | ||
| 142 | #else | ||
| 143 |
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8 | end procedure layer_setup |
| 144 | #endif | ||
| 145 | !!!############################################################################# | ||
| 146 | |||
| 147 | |||
| 148 | !!!############################################################################# | ||
| 149 | !!! initialise layer | ||
| 150 | !!!############################################################################# | ||
| 151 |
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4 | subroutine init_input4d(this, input_shape, batch_size, verbose) |
| 152 | implicit none | ||
| 153 | class(input4d_layer_type), intent(inout) :: this | ||
| 154 | integer, dimension(:), intent(in) :: input_shape | ||
| 155 | integer, optional, intent(in) :: batch_size | ||
| 156 | integer, optional, intent(in) :: verbose | ||
| 157 | |||
| 158 | integer :: verbose_ = 0 | ||
| 159 | |||
| 160 | |||
| 161 | !!-------------------------------------------------------------------------- | ||
| 162 | !! initialise optional arguments | ||
| 163 | !!-------------------------------------------------------------------------- | ||
| 164 |
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4 | if(present(verbose)) verbose_ = verbose |
| 165 |
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4 | if(present(batch_size)) this%batch_size = batch_size |
| 166 | |||
| 167 | |||
| 168 | !!-------------------------------------------------------------------------- | ||
| 169 | !! initialise input shape | ||
| 170 | !!-------------------------------------------------------------------------- | ||
| 171 |
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4 | if(.not.allocated(this%input_shape)) call this%set_shape(input_shape) |
| 172 | |||
| 173 |
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20 | this%output_shape = this%input_shape |
| 174 |
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20 | this%num_outputs = product(this%input_shape) |
| 175 | |||
| 176 | |||
| 177 | !!-------------------------------------------------------------------------- | ||
| 178 | !! initialise batch size-dependent arrays | ||
| 179 | !!-------------------------------------------------------------------------- | ||
| 180 |
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4 | if(this%batch_size.gt.0) call this%set_batch_size(this%batch_size) |
| 181 | |||
| 182 | 4 | end subroutine init_input4d | |
| 183 | !!!############################################################################# | ||
| 184 | |||
| 185 | |||
| 186 | !!!############################################################################# | ||
| 187 | !!! set batch size | ||
| 188 | !!!############################################################################# | ||
| 189 | 3 | subroutine set_batch_size_input4d(this, batch_size, verbose) | |
| 190 | implicit none | ||
| 191 | class(input4d_layer_type), intent(inout) :: this | ||
| 192 | integer, intent(in) :: batch_size | ||
| 193 | integer, optional, intent(in) :: verbose | ||
| 194 | |||
| 195 | integer :: verbose_ = 0 | ||
| 196 | |||
| 197 | |||
| 198 | !!-------------------------------------------------------------------------- | ||
| 199 | !! initialise optional arguments | ||
| 200 | !!-------------------------------------------------------------------------- | ||
| 201 |
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3 | if(present(verbose)) verbose_ = verbose |
| 202 | 3 | this%batch_size = batch_size | |
| 203 | |||
| 204 | |||
| 205 | !!-------------------------------------------------------------------------- | ||
| 206 | !! allocate arrays | ||
| 207 | !!-------------------------------------------------------------------------- | ||
| 208 |
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3 | if(allocated(this%input_shape))then |
| 209 |
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3 | if(allocated(this%output)) deallocate(this%output) |
| 210 | ✗ | allocate(this%output( & | |
| 211 | 6 | this%input_shape(1), & | |
| 212 | 6 | this%input_shape(2), & | |
| 213 | 6 | this%input_shape(3), & | |
| 214 | 6 | this%input_shape(4), & | |
| 215 |
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|
2446 | this%batch_size), source=0._real12) |
| 216 | end if | ||
| 217 | |||
| 218 | 3 | end subroutine set_batch_size_input4d | |
| 219 | !!!############################################################################# | ||
| 220 | |||
| 221 | |||
| 222 | !!!##########################################################################!!! | ||
| 223 | !!! * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * !!! | ||
| 224 | !!!##########################################################################!!! | ||
| 225 | |||
| 226 | |||
| 227 | !!!############################################################################# | ||
| 228 | !!! set input layer values | ||
| 229 | !!!############################################################################# | ||
| 230 | 3 | pure subroutine set_input4d(this, input) | |
| 231 | implicit none | ||
| 232 | class(input4d_layer_type), intent(inout) :: this | ||
| 233 | real(real12), & | ||
| 234 | dimension(..), intent(in) :: input | ||
| 235 | !dimension(this%batch_size * this%num_outputs), intent(in) :: input | ||
| 236 | |||
| 237 | select rank(input) | ||
| 238 | rank(1) | ||
| 239 | ✗ | this%output = reshape(input, shape=shape(this%output)) | |
| 240 | rank(2) | ||
| 241 | ✗ | this%output = reshape(input, shape=shape(this%output)) | |
| 242 | rank(3) | ||
| 243 | ✗ | this%output = reshape(input, shape=shape(this%output)) | |
| 244 | rank(4) | ||
| 245 | ✗ | this%output = reshape(input, shape=shape(this%output)) | |
| 246 | rank(5) | ||
| 247 |
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|
4904 | this%output = reshape(input, shape=shape(this%output)) |
| 248 | rank(6) | ||
| 249 | ✗ | this%output = reshape(input, shape=shape(this%output)) | |
| 250 | end select | ||
| 251 | |||
| 252 | 3 | end subroutine set_input4d | |
| 253 | !!!############################################################################# | ||
| 254 | |||
| 255 |
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|
30 | end module input4d_layer |
| 256 | !!!############################################################################# | ||
| 257 |