Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 1 | // |
Teresa Charlin | ad1b3d7 | 2023-03-14 12:10:28 +0000 | [diff] [blame] | 2 | // Copyright © 2020, 2023 Arm Ltd and Contributors. All rights reserved. |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "ComparisonTestHelper.hpp" |
| 7 | |
| 8 | #include <armnn_delegate.hpp> |
| 9 | |
| 10 | #include <flatbuffers/flatbuffers.h> |
| 11 | #include <tensorflow/lite/interpreter.h> |
| 12 | #include <tensorflow/lite/kernels/register.h> |
| 13 | #include <tensorflow/lite/model.h> |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 14 | #include <tensorflow/lite/version.h> |
| 15 | |
| 16 | #include <doctest/doctest.h> |
| 17 | |
| 18 | namespace armnnDelegate |
| 19 | { |
| 20 | |
| 21 | void EqualFP32Test(std::vector<armnn::BackendId>& backends) |
| 22 | { |
| 23 | std::vector<int32_t> input0Shape { 2, 2, 2, 2 }; |
| 24 | std::vector<int32_t> input1Shape { 2, 2, 2, 2 }; |
| 25 | std::vector<int32_t> expectedOutputShape { 2, 2, 2, 2 }; |
| 26 | |
| 27 | std::vector<float> input0Values = |
| 28 | { |
| 29 | 1.f, 1.f, 1.f, 1.f, 5.f, 5.f, 5.f, 5.f, |
| 30 | 3.f, 3.f, 3.f, 3.f, 4.f, 4.f, 4.f, 4.f |
| 31 | }; |
| 32 | |
| 33 | std::vector<float> input1Values = |
| 34 | { |
| 35 | 1.f, 1.f, 1.f, 1.f, 3.f, 3.f, 3.f, 3.f, |
| 36 | 5.f, 5.f, 5.f, 5.f, 4.f, 4.f, 4.f, 4.f |
| 37 | }; |
| 38 | |
| 39 | std::vector<bool> expectedOutputValues = |
| 40 | { |
| 41 | 1, 1, 1, 1, 0, 0, 0, 0, |
| 42 | 0, 0, 0, 0, 1, 1, 1, 1 |
| 43 | }; |
| 44 | |
| 45 | |
| 46 | ComparisonTest<float>(tflite::BuiltinOperator_EQUAL, |
| 47 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 48 | input0Shape, |
| 49 | input1Shape, |
| 50 | expectedOutputShape, |
| 51 | input0Values, |
| 52 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 53 | expectedOutputValues, |
| 54 | 1.0f, |
| 55 | 0, |
| 56 | backends); |
| 57 | |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 58 | } |
| 59 | |
| 60 | void EqualBroadcastTest(std::vector<armnn::BackendId>& backends) |
| 61 | { |
| 62 | std::vector<int32_t> input0Shape { 1, 2, 2, 3 }; |
| 63 | std::vector<int32_t> input1Shape { 1, 1, 1, 3 }; |
| 64 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 3 }; |
| 65 | |
| 66 | std::vector<float> input0Values |
| 67 | { |
| 68 | 1.f, 2.f, 3.f, 4.f, 5.f, 6.f, |
| 69 | 7.f, 8.f, 9.f, 10.f, 11.f, 12.f |
| 70 | }; |
| 71 | std::vector<float> input1Values { 4.f, 5.f, 6.f }; |
| 72 | // Set output data |
| 73 | std::vector<bool> expectedOutputValues |
| 74 | { |
| 75 | 0, 0, 0, 1, 1, 1, |
| 76 | 0, 0, 0, 0, 0, 0 |
| 77 | }; |
| 78 | ComparisonTest<float>(tflite::BuiltinOperator_EQUAL, |
| 79 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 80 | input0Shape, |
| 81 | input1Shape, |
| 82 | expectedOutputShape, |
| 83 | input0Values, |
| 84 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 85 | expectedOutputValues, |
| 86 | 1.0f, |
| 87 | 0, |
| 88 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 89 | } |
| 90 | |
| 91 | void EqualInt32Test(std::vector<armnn::BackendId>& backends) |
| 92 | { |
| 93 | std::vector<int32_t> input0Shape { 1, 2, 2, 1 }; |
| 94 | std::vector<int32_t> input1Shape { 1, 2, 2, 1 }; |
| 95 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 }; |
| 96 | |
| 97 | std::vector<int32_t> input0Values = { 1, 5, 6, 4 }; |
| 98 | |
| 99 | std::vector<int32_t> input1Values = { 1, 3, 9, 4 }; |
| 100 | |
| 101 | std::vector<bool> expectedOutputValues = { 1, 0, 0, 1 }; |
| 102 | |
| 103 | ComparisonTest<int32_t>(tflite::BuiltinOperator_EQUAL, |
| 104 | ::tflite::TensorType_INT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 105 | input0Shape, |
| 106 | input1Shape, |
| 107 | expectedOutputShape, |
| 108 | input0Values, |
| 109 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 110 | expectedOutputValues, |
| 111 | 1.0f, |
| 112 | 0, |
| 113 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 114 | } |
| 115 | |
| 116 | void NotEqualFP32Test(std::vector<armnn::BackendId>& backends) |
| 117 | { |
| 118 | std::vector<int32_t> input0Shape { 2, 2, 2, 2 }; |
| 119 | std::vector<int32_t> input1Shape { 2, 2, 2, 2 }; |
| 120 | std::vector<int32_t> expectedOutputShape { 2, 2, 2, 2 }; |
| 121 | |
| 122 | std::vector<float> input0Values = |
| 123 | { |
| 124 | 1.f, 1.f, 1.f, 1.f, 5.f, 5.f, 5.f, 5.f, |
| 125 | 3.f, 3.f, 3.f, 3.f, 4.f, 4.f, 4.f, 4.f |
| 126 | }; |
| 127 | |
| 128 | std::vector<float> input1Values = |
| 129 | { |
| 130 | 1.f, 1.f, 1.f, 1.f, 3.f, 3.f, 3.f, 3.f, |
| 131 | 5.f, 5.f, 5.f, 5.f, 4.f, 4.f, 4.f, 4.f |
| 132 | }; |
| 133 | |
| 134 | std::vector<bool> expectedOutputValues = |
| 135 | { |
| 136 | 0, 0, 0, 0, 1, 1, 1, 1, |
| 137 | 1, 1, 1, 1, 0, 0, 0, 0 |
| 138 | }; |
| 139 | |
| 140 | ComparisonTest<float>(tflite::BuiltinOperator_NOT_EQUAL, |
| 141 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 142 | input0Shape, |
| 143 | input1Shape, |
| 144 | expectedOutputShape, |
| 145 | input0Values, |
| 146 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 147 | expectedOutputValues, |
| 148 | 1.0f, |
| 149 | 0, |
| 150 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 151 | } |
| 152 | |
| 153 | void NotEqualBroadcastTest(std::vector<armnn::BackendId>& backends) |
| 154 | { |
| 155 | std::vector<int32_t> input0Shape { 1, 2, 2, 3 }; |
| 156 | std::vector<int32_t> input1Shape { 1, 1, 1, 3 }; |
| 157 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 3 }; |
| 158 | |
| 159 | std::vector<float> input0Values |
| 160 | { |
| 161 | 1.f, 2.f, 3.f, 4.f, 5.f, 6.f, |
| 162 | 7.f, 8.f, 9.f, 10.f, 11.f, 12.f |
| 163 | }; |
| 164 | std::vector<float> input1Values { 4.f, 5.f, 6.f }; |
| 165 | // Set output data |
| 166 | std::vector<bool> expectedOutputValues |
| 167 | { |
| 168 | 1, 1, 1, 0, 0, 0, |
| 169 | 1, 1, 1, 1, 1, 1 |
| 170 | }; |
| 171 | ComparisonTest<float>(tflite::BuiltinOperator_NOT_EQUAL, |
| 172 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 173 | input0Shape, |
| 174 | input1Shape, |
| 175 | expectedOutputShape, |
| 176 | input0Values, |
| 177 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 178 | expectedOutputValues, |
| 179 | 1.0f, |
| 180 | 0, |
| 181 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 182 | } |
| 183 | |
| 184 | void NotEqualInt32Test(std::vector<armnn::BackendId>& backends) |
| 185 | { |
| 186 | std::vector<int32_t> input0Shape { 1, 2, 2, 1 }; |
| 187 | std::vector<int32_t> input1Shape { 1, 2, 2, 1 }; |
| 188 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 }; |
| 189 | |
| 190 | std::vector<int32_t> input0Values = { 1, 5, 6, 4 }; |
| 191 | |
| 192 | std::vector<int32_t> input1Values = { 1, 3, 9, 4 }; |
| 193 | |
| 194 | std::vector<bool> expectedOutputValues = { 0, 1, 1, 0 }; |
| 195 | |
| 196 | ComparisonTest<int32_t>(tflite::BuiltinOperator_NOT_EQUAL, |
| 197 | ::tflite::TensorType_INT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 198 | input0Shape, |
| 199 | input1Shape, |
| 200 | expectedOutputShape, |
| 201 | input0Values, |
| 202 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 203 | expectedOutputValues, |
| 204 | 1.0f, |
| 205 | 0, |
| 206 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 207 | } |
| 208 | |
| 209 | void GreaterFP32Test(std::vector<armnn::BackendId>& backends) |
| 210 | { |
| 211 | std::vector<int32_t> input0Shape { 1, 2, 2, 1 }; |
| 212 | std::vector<int32_t> input1Shape { 1, 2, 2, 1 }; |
| 213 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 }; |
| 214 | |
| 215 | std::vector<float> input0Values = { 1, 5, 6, 4 }; |
| 216 | |
| 217 | std::vector<float> input1Values = { 1, 3, 9, 4 }; |
| 218 | |
| 219 | std::vector<bool> expectedOutputValues = { 0, 1, 0, 0 }; |
| 220 | |
| 221 | ComparisonTest<float>(tflite::BuiltinOperator_GREATER, |
| 222 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 223 | input0Shape, |
| 224 | input1Shape, |
| 225 | expectedOutputShape, |
| 226 | input0Values, |
| 227 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 228 | expectedOutputValues, |
| 229 | 1.0f, |
| 230 | 0, |
| 231 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 232 | } |
| 233 | |
| 234 | void GreaterBroadcastTest(std::vector<armnn::BackendId>& backends) |
| 235 | { |
| 236 | std::vector<int32_t> input0Shape { 1, 2, 2, 3 }; |
| 237 | std::vector<int32_t> input1Shape { 1, 1, 1, 3 }; |
| 238 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 3 }; |
| 239 | |
| 240 | std::vector<float> input0Values |
| 241 | { |
| 242 | 1.f, 2.f, 3.f, 4.f, 5.f, 6.f, |
| 243 | 7.f, 8.f, 9.f, 10.f, 11.f, 12.f |
| 244 | }; |
| 245 | std::vector<float> input1Values { 4.f, 5.f, 6.f }; |
| 246 | |
| 247 | std::vector<bool> expectedOutputValues |
| 248 | { |
| 249 | 0, 0, 0, 0, 0, 0, |
| 250 | 1, 1, 1, 1, 1, 1 |
| 251 | }; |
| 252 | ComparisonTest<float>(tflite::BuiltinOperator_GREATER, |
| 253 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 254 | input0Shape, |
| 255 | input1Shape, |
| 256 | expectedOutputShape, |
| 257 | input0Values, |
| 258 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 259 | expectedOutputValues, |
| 260 | 1.0f, |
| 261 | 0, |
| 262 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 263 | } |
| 264 | |
| 265 | void GreaterInt32Test(std::vector<armnn::BackendId>& backends) |
| 266 | { |
| 267 | std::vector<int32_t> input0Shape { 1, 2, 2, 1 }; |
| 268 | std::vector<int32_t> input1Shape { 1, 2, 2, 1 }; |
| 269 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 }; |
| 270 | |
| 271 | std::vector<int32_t> input0Values = { 1, 5, 6, 4 }; |
| 272 | |
| 273 | std::vector<int32_t> input1Values = { 1, 3, 9, 4 }; |
| 274 | |
| 275 | std::vector<bool> expectedOutputValues = { 0, 1, 0, 0 }; |
| 276 | |
| 277 | ComparisonTest<int32_t>(tflite::BuiltinOperator_GREATER, |
| 278 | ::tflite::TensorType_INT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 279 | input0Shape, |
| 280 | input1Shape, |
| 281 | expectedOutputShape, |
| 282 | input0Values, |
| 283 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 284 | expectedOutputValues, |
| 285 | 1.0f, |
| 286 | 0, |
| 287 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 288 | } |
| 289 | |
| 290 | void GreaterEqualFP32Test(std::vector<armnn::BackendId>& backends) |
| 291 | { |
| 292 | std::vector<int32_t> input0Shape { 1, 2, 2, 1 }; |
| 293 | std::vector<int32_t> input1Shape { 1, 2, 2, 1 }; |
| 294 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 }; |
| 295 | |
| 296 | std::vector<float> input0Values = { 1.f, 5.f, 6.f, 4.f }; |
| 297 | |
| 298 | std::vector<float> input1Values = { 1.f, 3.f, 9.f, 4.f }; |
| 299 | |
| 300 | std::vector<bool> expectedOutputValues = { true, true, false, true }; |
| 301 | |
| 302 | ComparisonTest<float>(tflite::BuiltinOperator_GREATER_EQUAL, |
| 303 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 304 | input0Shape, |
| 305 | input1Shape, |
| 306 | expectedOutputShape, |
| 307 | input0Values, |
| 308 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 309 | expectedOutputValues, |
| 310 | 1.0f, |
| 311 | 0, |
| 312 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 313 | } |
| 314 | |
| 315 | void GreaterEqualBroadcastTest(std::vector<armnn::BackendId>& backends) |
| 316 | { |
| 317 | std::vector<int32_t> input0Shape { 1, 2, 2, 3 }; |
| 318 | std::vector<int32_t> input1Shape { 1, 1, 1, 3 }; |
| 319 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 3 }; |
| 320 | |
| 321 | std::vector<float> input0Values |
| 322 | { |
| 323 | 1.f, 2.f, 3.f, 4.f, 5.f, 6.f, |
| 324 | 7.f, 8.f, 9.f, 10.f, 11.f, 12.f |
| 325 | }; |
| 326 | std::vector<float> input1Values { 4.f, 5.f, 6.f }; |
| 327 | // Set output data |
| 328 | std::vector<bool> expectedOutputValues |
| 329 | { |
| 330 | 0, 0, 0, 1, 1, 1, |
| 331 | 1, 1, 1, 1, 1, 1 |
| 332 | }; |
| 333 | |
| 334 | ComparisonTest<float>(tflite::BuiltinOperator_GREATER_EQUAL, |
| 335 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 336 | input0Shape, |
| 337 | input1Shape, |
| 338 | expectedOutputShape, |
| 339 | input0Values, |
| 340 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 341 | expectedOutputValues, |
| 342 | 1.0f, |
| 343 | 0, |
| 344 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 345 | } |
| 346 | |
| 347 | void GreaterEqualInt32Test(std::vector<armnn::BackendId>& backends) |
| 348 | { |
| 349 | std::vector<int32_t> input0Shape { 1, 2, 2, 1 }; |
| 350 | std::vector<int32_t> input1Shape { 1, 2, 2, 1 }; |
| 351 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 }; |
| 352 | |
| 353 | std::vector<int32_t> input0Values = { 1, 5, 6, 3 }; |
| 354 | |
| 355 | std::vector<int32_t> input1Values = { 1, 3, 9, 4 }; |
| 356 | |
| 357 | std::vector<bool> expectedOutputValues = { 1, 1, 0, 0 }; |
| 358 | |
| 359 | ComparisonTest<int32_t>(tflite::BuiltinOperator_GREATER_EQUAL, |
| 360 | ::tflite::TensorType_INT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 361 | input0Shape, |
| 362 | input1Shape, |
| 363 | expectedOutputShape, |
| 364 | input0Values, |
| 365 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 366 | expectedOutputValues, |
| 367 | 1.0f, |
| 368 | 0, |
| 369 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 370 | } |
| 371 | |
| 372 | void LessFP32Test(std::vector<armnn::BackendId>& backends) |
| 373 | { |
| 374 | std::vector<int32_t> input0Shape { 1, 2, 2, 1 }; |
| 375 | std::vector<int32_t> input1Shape { 1, 2, 2, 1 }; |
| 376 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 }; |
| 377 | |
| 378 | std::vector<float> input0Values = { 1.f, 5.f, 6.f, 4.f }; |
| 379 | |
| 380 | std::vector<float> input1Values = { 1.f, 3.f, 9.f, 4.f }; |
| 381 | |
| 382 | std::vector<bool> expectedOutputValues = { false, false, true, false }; |
| 383 | |
| 384 | ComparisonTest<float>(tflite::BuiltinOperator_LESS, |
| 385 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 386 | input0Shape, |
| 387 | input1Shape, |
| 388 | expectedOutputShape, |
| 389 | input0Values, |
| 390 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 391 | expectedOutputValues, |
| 392 | 1.0f, |
| 393 | 0, |
| 394 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 395 | } |
| 396 | |
| 397 | void LessBroadcastTest(std::vector<armnn::BackendId>& backends) |
| 398 | { |
| 399 | std::vector<int32_t> input0Shape { 1, 2, 2, 3 }; |
| 400 | std::vector<int32_t> input1Shape { 1, 1, 1, 3 }; |
| 401 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 3 }; |
| 402 | |
| 403 | std::vector<float> input0Values |
| 404 | { |
| 405 | 1.f, 2.f, 3.f, 4.f, 5.f, 6.f, |
| 406 | 7.f, 8.f, 9.f, 10.f, 11.f, 12.f |
| 407 | }; |
| 408 | std::vector<float> input1Values { 4.f, 5.f, 6.f }; |
| 409 | |
| 410 | std::vector<bool> expectedOutputValues |
| 411 | { |
| 412 | true, true, true, false, false, false, |
| 413 | false, false, false, false, false, false |
| 414 | }; |
| 415 | |
| 416 | ComparisonTest<float>(tflite::BuiltinOperator_LESS, |
| 417 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 418 | input0Shape, |
| 419 | input1Shape, |
| 420 | expectedOutputShape, |
| 421 | input0Values, |
| 422 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 423 | expectedOutputValues, |
| 424 | 1.0f, |
| 425 | 0, |
| 426 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 427 | } |
| 428 | |
| 429 | void LessInt32Test(std::vector<armnn::BackendId>& backends) |
| 430 | { |
| 431 | std::vector<int32_t> input0Shape { 1, 2, 2, 1 }; |
| 432 | std::vector<int32_t> input1Shape { 1, 2, 2, 1 }; |
| 433 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 }; |
| 434 | |
| 435 | std::vector<int32_t> input0Values = { 1, 5, 6, 3 }; |
| 436 | |
| 437 | std::vector<int32_t> input1Values = { 1, 3, 9, 4 }; |
| 438 | |
| 439 | std::vector<bool> expectedOutputValues = { false, false, true, true }; |
| 440 | |
| 441 | ComparisonTest<int32_t>(tflite::BuiltinOperator_LESS, |
| 442 | ::tflite::TensorType_INT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 443 | input0Shape, |
| 444 | input1Shape, |
| 445 | expectedOutputShape, |
| 446 | input0Values, |
| 447 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 448 | expectedOutputValues, |
| 449 | 1.0f, |
| 450 | 0, |
| 451 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 452 | } |
| 453 | |
| 454 | void LessEqualFP32Test(std::vector<armnn::BackendId>& backends) |
| 455 | { |
| 456 | std::vector<int32_t> input0Shape { 1, 2, 2, 1 }; |
| 457 | std::vector<int32_t> input1Shape { 1, 2, 2, 1 }; |
| 458 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 }; |
| 459 | |
| 460 | std::vector<float> input0Values = { 1.f, 5.f, 6.f, 4.f }; |
| 461 | |
| 462 | std::vector<float> input1Values = { 1.f, 3.f, 9.f, 4.f }; |
| 463 | |
| 464 | std::vector<bool> expectedOutputValues = { true, false, true, true }; |
| 465 | |
| 466 | ComparisonTest<float>(tflite::BuiltinOperator_LESS_EQUAL, |
| 467 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 468 | input0Shape, |
| 469 | input1Shape, |
| 470 | expectedOutputShape, |
| 471 | input0Values, |
| 472 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 473 | expectedOutputValues, |
| 474 | 1.0f, |
| 475 | 0, |
| 476 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 477 | } |
| 478 | |
| 479 | void LessEqualBroadcastTest(std::vector<armnn::BackendId>& backends) |
| 480 | { |
| 481 | std::vector<int32_t> input0Shape { 1, 2, 2, 3 }; |
| 482 | std::vector<int32_t> input1Shape { 1, 1, 1, 3 }; |
| 483 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 3 }; |
| 484 | |
| 485 | std::vector<float> input0Values |
| 486 | { |
| 487 | 1.f, 2.f, 3.f, 4.f, 5.f, 6.f, |
| 488 | 7.f, 8.f, 9.f, 10.f, 11.f, 12.f |
| 489 | }; |
| 490 | std::vector<float> input1Values { 4.f, 5.f, 6.f }; |
| 491 | |
| 492 | std::vector<bool> expectedOutputValues |
| 493 | { |
| 494 | true, true, true, true, true, true, |
| 495 | false, false, false, false, false, false |
| 496 | }; |
| 497 | |
| 498 | ComparisonTest<float>(tflite::BuiltinOperator_LESS_EQUAL, |
| 499 | ::tflite::TensorType_FLOAT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 500 | input0Shape, |
| 501 | input1Shape, |
| 502 | expectedOutputShape, |
| 503 | input0Values, |
| 504 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 505 | expectedOutputValues, |
| 506 | 1.0f, |
| 507 | 0, |
| 508 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 509 | } |
| 510 | |
| 511 | void LessEqualInt32Test(std::vector<armnn::BackendId>& backends) |
| 512 | { |
| 513 | std::vector<int32_t> input0Shape { 1, 2, 2, 1 }; |
| 514 | std::vector<int32_t> input1Shape { 1, 2, 2, 1 }; |
| 515 | std::vector<int32_t> expectedOutputShape { 1, 2, 2, 1 }; |
| 516 | |
| 517 | std::vector<int32_t> input0Values = { 1, 5, 6, 3 }; |
| 518 | |
| 519 | std::vector<int32_t> input1Values = { 1, 3, 9, 4 }; |
| 520 | |
| 521 | std::vector<bool> expectedOutputValues = { true, false, true, true }; |
| 522 | |
| 523 | ComparisonTest<int32_t>(tflite::BuiltinOperator_LESS_EQUAL, |
| 524 | ::tflite::TensorType_INT32, |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 525 | input0Shape, |
| 526 | input1Shape, |
| 527 | expectedOutputShape, |
| 528 | input0Values, |
| 529 | input1Values, |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 530 | expectedOutputValues, |
| 531 | 1.0f, |
| 532 | 0, |
| 533 | backends); |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 534 | } |
| 535 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 536 | TEST_SUITE("Comparison_Tests") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 537 | { |
| 538 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 539 | TEST_CASE ("EQUAL_FP32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 540 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 541 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 542 | EqualFP32Test(backends); |
| 543 | } |
| 544 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 545 | TEST_CASE ("EQUAL_Broadcast_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 546 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 547 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 548 | EqualBroadcastTest(backends); |
| 549 | } |
| 550 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 551 | TEST_CASE ("EQUAL_INT32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 552 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 553 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 554 | EqualInt32Test(backends); |
| 555 | } |
| 556 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 557 | TEST_CASE ("NOT_EQUAL_FP32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 558 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 559 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 560 | NotEqualFP32Test(backends); |
| 561 | } |
| 562 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 563 | TEST_CASE ("NOT_EQUAL_Broadcast_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 564 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 565 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 566 | NotEqualBroadcastTest(backends); |
| 567 | } |
| 568 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 569 | TEST_CASE ("NOT_EQUAL_INT32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 570 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 571 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 572 | NotEqualInt32Test(backends); |
| 573 | } |
| 574 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 575 | TEST_CASE ("GREATER_FP32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 576 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 577 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 578 | GreaterFP32Test(backends); |
| 579 | } |
| 580 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 581 | TEST_CASE ("GREATER_Broadcast_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 582 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 583 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 584 | GreaterBroadcastTest(backends); |
| 585 | } |
| 586 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 587 | TEST_CASE ("GREATER_INT32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 588 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 589 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 590 | GreaterInt32Test(backends); |
| 591 | } |
| 592 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 593 | TEST_CASE ("GREATER_EQUAL_FP32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 594 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 595 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 596 | GreaterEqualFP32Test(backends); |
| 597 | } |
| 598 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 599 | TEST_CASE ("GREATER_EQUAL_Broadcast_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 600 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 601 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 602 | GreaterEqualBroadcastTest(backends); |
| 603 | } |
| 604 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 605 | TEST_CASE ("GREATER_EQUAL_INT32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 606 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 607 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 608 | GreaterEqualInt32Test(backends); |
| 609 | } |
| 610 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 611 | TEST_CASE ("LESS_FP32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 612 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 613 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 614 | LessFP32Test(backends); |
| 615 | } |
| 616 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 617 | TEST_CASE ("LESS_Broadcast_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 618 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 619 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 620 | LessBroadcastTest(backends); |
| 621 | } |
| 622 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 623 | TEST_CASE ("LESS_INT32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 624 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 625 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 626 | LessInt32Test(backends); |
| 627 | } |
| 628 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 629 | TEST_CASE ("LESS_EQUAL_FP32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 630 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 631 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 632 | LessEqualFP32Test(backends); |
| 633 | } |
| 634 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 635 | TEST_CASE ("LESS_EQUAL_Broadcast_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 636 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 637 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 638 | LessEqualBroadcastTest(backends); |
| 639 | } |
| 640 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 641 | TEST_CASE ("LESS_EQUAL_INT32_Test") |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 642 | { |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 643 | std::vector<armnn::BackendId> backends = { }; |
Jan Eilers | fe73b04 | 2020-11-18 10:36:46 +0000 | [diff] [blame] | 644 | LessEqualInt32Test(backends); |
| 645 | } |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame^] | 646 | } // End TEST_SUITE("Comparison_Tests") |
Sadik Armagan | 8b9858d | 2020-11-09 08:26:22 +0000 | [diff] [blame] | 647 | |
| 648 | } // namespace armnnDelegate |