Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 6 | #include "ParserFlatbuffersSerializeFixture.hpp" |
Finn Williams | 85d3671 | 2021-01-26 22:30:06 +0000 | [diff] [blame] | 7 | #include <armnnDeserializer/IDeserializer.hpp> |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 8 | |
| 9 | #include <string> |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 10 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 11 | TEST_SUITE("DeserializeParser_FullyConnected") |
| 12 | { |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 13 | struct FullyConnectedFixture : public ParserFlatbuffersSerializeFixture |
| 14 | { |
| 15 | explicit FullyConnectedFixture(const std::string & inputShape1, |
| 16 | const std::string & outputShape, |
| 17 | const std::string & weightsShape, |
| 18 | const std::string & dataType) |
| 19 | { |
| 20 | m_JsonString = R"( |
| 21 | { |
| 22 | inputIds: [0], |
| 23 | outputIds: [2], |
| 24 | layers: [{ |
| 25 | layer_type: "InputLayer", |
| 26 | layer: { |
| 27 | base: { |
| 28 | layerBindingId: 0, |
| 29 | base: { |
| 30 | index: 0, |
| 31 | layerName: "InputLayer", |
| 32 | layerType: "Input", |
| 33 | inputSlots: [{ |
| 34 | index: 0, |
| 35 | connection: {sourceLayerIndex:0, outputSlotIndex:0 }, |
| 36 | }], |
| 37 | outputSlots: [{ |
| 38 | index: 0, |
| 39 | tensorInfo: { |
| 40 | dimensions: )" + inputShape1 + R"(, |
| 41 | dataType: )" + dataType + R"(, |
| 42 | quantizationScale: 1.0, |
| 43 | quantizationOffset: 0 |
| 44 | }, |
| 45 | }] |
| 46 | }, |
| 47 | } |
| 48 | }, |
| 49 | }, |
| 50 | { |
| 51 | layer_type: "FullyConnectedLayer", |
| 52 | layer : { |
| 53 | base: { |
| 54 | index:1, |
| 55 | layerName: "FullyConnectedLayer", |
| 56 | layerType: "FullyConnected", |
| 57 | inputSlots: [{ |
| 58 | index: 0, |
| 59 | connection: {sourceLayerIndex:0, outputSlotIndex:0 }, |
| 60 | }], |
| 61 | outputSlots: [{ |
| 62 | index: 0, |
| 63 | tensorInfo: { |
| 64 | dimensions: )" + outputShape + R"(, |
| 65 | dataType: )" + dataType + R"(, |
| 66 | quantizationScale: 2.0, |
| 67 | quantizationOffset: 0 |
| 68 | }, |
| 69 | }], |
| 70 | }, |
| 71 | descriptor: { |
| 72 | biasEnabled: false, |
| 73 | transposeWeightsMatrix: true |
| 74 | }, |
| 75 | weights: { |
| 76 | info: { |
| 77 | dimensions: )" + weightsShape + R"(, |
| 78 | dataType: )" + dataType + R"(, |
| 79 | quantizationScale: 1.0, |
| 80 | quantizationOffset: 0 |
| 81 | }, |
| 82 | data_type: ByteData, |
| 83 | data: { |
| 84 | data: [ |
| 85 | 2, 3, 4, 5 |
| 86 | ], |
| 87 | } |
| 88 | } |
| 89 | }, |
| 90 | }, |
| 91 | { |
| 92 | layer_type: "OutputLayer", |
| 93 | layer: { |
| 94 | base:{ |
| 95 | layerBindingId: 0, |
| 96 | base: { |
| 97 | index: 2, |
| 98 | layerName: "OutputLayer", |
| 99 | layerType: "Output", |
| 100 | inputSlots: [{ |
| 101 | index: 0, |
| 102 | connection: {sourceLayerIndex:1, outputSlotIndex:0 }, |
| 103 | }], |
| 104 | outputSlots: [ { |
| 105 | index: 0, |
| 106 | tensorInfo: { |
| 107 | dimensions: )" + outputShape + R"(, |
| 108 | dataType: )" + dataType + R"( |
| 109 | }, |
| 110 | }], |
| 111 | } |
| 112 | }}, |
| 113 | }] |
| 114 | } |
| 115 | )"; |
| 116 | Setup(); |
| 117 | } |
| 118 | }; |
| 119 | |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 120 | |
| 121 | struct FullyConnectedFixtureConstantAsInput : public ParserFlatbuffersSerializeFixture |
| 122 | { |
| 123 | explicit FullyConnectedFixtureConstantAsInput() |
| 124 | { |
| 125 | m_JsonString = R"( |
| 126 | { |
| 127 | "layers": [ |
| 128 | { |
| 129 | "layer_type": "InputLayer", |
| 130 | "layer": { |
| 131 | "base": { |
| 132 | "base": { |
| 133 | "index": 0, |
| 134 | "layerName": "InputLayer", |
| 135 | "layerType": "Input", |
| 136 | "inputSlots": [ |
| 137 | |
| 138 | ], |
| 139 | "outputSlots": [ |
| 140 | { |
| 141 | "index": 0, |
| 142 | "tensorInfo": { |
| 143 | "dimensions": [ |
| 144 | 1, |
| 145 | 4, |
| 146 | 1, |
| 147 | 1 |
| 148 | ], |
| 149 | "dataType": "QAsymmU8", |
| 150 | "quantizationScale": 1.0, |
| 151 | "quantizationOffset": 0, |
| 152 | "quantizationDim": 0, |
| 153 | "dimensionality": 1, |
| 154 | "dimensionSpecificity": [ |
| 155 | true, |
| 156 | true, |
| 157 | true, |
| 158 | true |
| 159 | ] |
| 160 | } |
| 161 | } |
| 162 | ] |
| 163 | }, |
| 164 | "layerBindingId": 0 |
| 165 | } |
| 166 | } |
| 167 | }, |
| 168 | { |
| 169 | "layer_type": "FullyConnectedLayer", |
| 170 | "layer": { |
| 171 | "base": { |
| 172 | "index": 1, |
| 173 | "layerName": "FullyConnectedLayer", |
| 174 | "layerType": "FullyConnected", |
| 175 | "inputSlots": [ |
| 176 | { |
| 177 | "index": 0, |
| 178 | "connection": { |
| 179 | "sourceLayerIndex": 0, |
| 180 | "outputSlotIndex": 0 |
| 181 | } |
| 182 | }, |
| 183 | { |
| 184 | "index": 1, |
| 185 | "connection": { |
| 186 | "sourceLayerIndex": 2, |
| 187 | "outputSlotIndex": 0 |
| 188 | } |
| 189 | } |
| 190 | ], |
| 191 | "outputSlots": [ |
| 192 | { |
| 193 | "index": 0, |
| 194 | "tensorInfo": { |
| 195 | "dimensions": [ |
| 196 | 1, |
| 197 | 1 |
| 198 | ], |
| 199 | "dataType": "QAsymmU8", |
| 200 | "quantizationScale": 2.0, |
| 201 | "quantizationOffset": 0, |
| 202 | "quantizationDim": 0, |
| 203 | "dimensionality": 1, |
| 204 | "dimensionSpecificity": [ |
| 205 | true, |
| 206 | true |
| 207 | ] |
| 208 | } |
| 209 | } |
| 210 | ] |
| 211 | }, |
| 212 | "descriptor": { |
| 213 | "biasEnabled": false, |
| 214 | "transposeWeightsMatrix": true, |
| 215 | "constantWeights": true |
| 216 | } |
| 217 | } |
| 218 | }, |
| 219 | { |
| 220 | "layer_type": "ConstantLayer", |
| 221 | "layer": { |
| 222 | "base": { |
| 223 | "index": 2, |
| 224 | "layerName": "", |
| 225 | "layerType": "Constant", |
| 226 | "inputSlots": [ |
| 227 | |
| 228 | ], |
| 229 | "outputSlots": [ |
| 230 | { |
| 231 | "index": 0, |
| 232 | "tensorInfo": { |
| 233 | "dimensions": [ |
| 234 | 1, |
| 235 | 4 |
| 236 | ], |
| 237 | "dataType": "QAsymmU8", |
| 238 | "quantizationScale": 1.0, |
| 239 | "quantizationOffset": 0, |
| 240 | "quantizationDim": 0, |
| 241 | "dimensionality": 1, |
| 242 | "dimensionSpecificity": [ |
| 243 | true, |
| 244 | true |
| 245 | ], |
| 246 | "isConstant": true, |
| 247 | } |
| 248 | } |
| 249 | ] |
| 250 | }, |
| 251 | "input": { |
| 252 | "info": { |
| 253 | "dimensions": [ |
| 254 | 1, |
| 255 | 4 |
| 256 | ], |
| 257 | "dataType": "QAsymmU8", |
| 258 | "quantizationScale": 1.0, |
| 259 | "quantizationOffset": 0, |
| 260 | "quantizationDim": 0, |
| 261 | "dimensionality": 1, |
| 262 | "dimensionSpecificity": [ |
| 263 | true, |
| 264 | true |
| 265 | ] |
| 266 | }, |
| 267 | "data_type": "ByteData", |
| 268 | "data": { |
| 269 | "data": [ |
| 270 | 2, |
| 271 | 3, |
| 272 | 4, |
| 273 | 5 |
| 274 | ] |
| 275 | } |
| 276 | } |
| 277 | } |
| 278 | }, |
| 279 | { |
| 280 | "layer_type": "OutputLayer", |
| 281 | "layer": { |
| 282 | "base": { |
| 283 | "base": { |
| 284 | "index": 3, |
| 285 | "layerName": "OutputLayer", |
| 286 | "layerType": "Output", |
| 287 | "inputSlots": [ |
| 288 | { |
| 289 | "index": 0, |
| 290 | "connection": { |
| 291 | "sourceLayerIndex": 1, |
| 292 | "outputSlotIndex": 0 |
| 293 | } |
| 294 | } |
| 295 | ], |
| 296 | "outputSlots": [ |
| 297 | |
| 298 | ] |
| 299 | }, |
| 300 | "layerBindingId": 0 |
| 301 | } |
| 302 | } |
| 303 | } |
| 304 | ], |
| 305 | "inputIds": [ |
| 306 | 0 |
| 307 | ], |
| 308 | "outputIds": [ |
| 309 | 0 |
| 310 | ], |
| 311 | "featureVersions": { |
| 312 | "bindingIdsScheme": 1, |
| 313 | "weightsLayoutScheme": 1, |
| 314 | "constantTensorsAsInputs": 1 |
| 315 | } |
| 316 | } |
| 317 | )"; |
| 318 | Setup(); |
| 319 | } |
| 320 | }; |
| 321 | |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 322 | struct FullyConnectedWithNoBiasFixture : FullyConnectedFixture |
| 323 | { |
| 324 | FullyConnectedWithNoBiasFixture() |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 325 | : FullyConnectedFixture("[ 1, 4, 1, 1 ]", // inputShape |
| 326 | "[ 1, 1 ]", // outputShape |
| 327 | "[ 1, 4 ]", // filterShape |
| 328 | "QuantisedAsymm8") // filterData |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 329 | {} |
| 330 | }; |
| 331 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 332 | TEST_CASE_FIXTURE(FullyConnectedWithNoBiasFixture, "FullyConnectedWithNoBias") |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 333 | { |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 334 | // Weights and biases used to be always constant and were stored as members of the layer. This has changed and |
| 335 | // they are now passed as inputs (ConstantLayer) but the old way can still be used for now. |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 336 | RunTest<2, armnn::DataType::QAsymmU8>( |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 337 | 0, |
| 338 | {{"InputLayer", { 10, 20, 30, 40 }}}, |
| 339 | {{"OutputLayer", { 400/2 }}}); |
| 340 | } |
| 341 | |
| 342 | struct FullyConnectedWithNoBiasFixtureConstantAsInput : FullyConnectedFixtureConstantAsInput |
| 343 | { |
| 344 | FullyConnectedWithNoBiasFixtureConstantAsInput() |
| 345 | : FullyConnectedFixtureConstantAsInput() |
| 346 | {} |
| 347 | }; |
| 348 | |
| 349 | TEST_CASE_FIXTURE(FullyConnectedWithNoBiasFixtureConstantAsInput, "FullyConnectedWithNoBiasConstantAsInput") |
| 350 | { |
| 351 | RunTest<2, armnn::DataType::QAsymmU8>( |
| 352 | 0, |
| 353 | {{"InputLayer", { 10, 20, 30, 40 }}}, |
| 354 | {{"OutputLayer", { 400/2 }}}); |
Sadik Armagan | dbb0c0c | 2019-02-21 09:01:41 +0000 | [diff] [blame] | 355 | } |
| 356 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 357 | } |