Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 1 | // |
Finn Williams | b49ed18 | 2021-06-29 15:50:08 +0100 | [diff] [blame] | 2 | // Copyright © 2021 Arm Ltd and Contributors. All rights reserved. |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 6 | #include <doctest/doctest.h> |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 7 | #include "ParserFlatbuffersFixture.hpp" |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 8 | |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 9 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 10 | TEST_SUITE("TensorflowLiteParser_Prelu") |
| 11 | { |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 12 | struct PreluFixture : public ParserFlatbuffersFixture |
| 13 | { |
| 14 | explicit PreluFixture(const std::string& inputShape, |
| 15 | const std::string& alphaShape, |
| 16 | const std::string& outputShape, |
| 17 | const std::string& inputIndex, |
| 18 | const std::string& alphaData) |
| 19 | { |
| 20 | m_JsonString = R"( |
| 21 | { |
| 22 | "version": 3, |
| 23 | "operator_codes": [ |
| 24 | { |
| 25 | "builtin_code": "PRELU", |
| 26 | "version": 1 |
| 27 | } |
| 28 | ], |
| 29 | "subgraphs": [ |
| 30 | { |
| 31 | "tensors": [ |
| 32 | { |
| 33 | "shape": )" + inputShape + R"(, |
| 34 | "type": "FLOAT32", |
| 35 | "buffer": 1, |
| 36 | "name": "input0", |
| 37 | "quantization": { |
| 38 | "details_type": "NONE", |
| 39 | "quantized_dimension": 0 |
| 40 | }, |
| 41 | "is_variable": false |
| 42 | }, |
| 43 | { |
| 44 | "shape": )" + alphaShape + R"(, |
| 45 | "type": "FLOAT32", |
| 46 | "buffer": 2, |
| 47 | "name": "input1", |
| 48 | "quantization": { |
| 49 | "details_type": "NONE", |
| 50 | "quantized_dimension": 0 |
| 51 | }, |
| 52 | "is_variable": false |
| 53 | }, |
| 54 | { |
| 55 | "shape": )" + outputShape + R"(, |
| 56 | "type": "FLOAT32", |
| 57 | "buffer": 3, |
| 58 | "name": "output", |
| 59 | "quantization": { |
| 60 | "details_type": "NONE", |
| 61 | "quantized_dimension": 0 |
| 62 | }, |
| 63 | "is_variable": false |
| 64 | } |
| 65 | ], |
| 66 | "inputs": )" + inputIndex + R"(, |
| 67 | "outputs": [ |
| 68 | 2 |
| 69 | ], |
| 70 | "operators": [ |
| 71 | { |
| 72 | "opcode_index": 0, |
| 73 | "inputs": [ |
| 74 | 0, |
| 75 | 1 |
| 76 | ], |
| 77 | "outputs": [ |
| 78 | 2 |
| 79 | ], |
| 80 | "builtin_options_type": "NONE", |
| 81 | "custom_options_format": "FLEXBUFFERS" |
| 82 | } |
| 83 | ], |
| 84 | "name": "main" |
| 85 | } |
| 86 | ], |
| 87 | "description": "MLIR Converted.", |
| 88 | "buffers": [ |
| 89 | { |
| 90 | }, |
| 91 | { |
| 92 | }, |
| 93 | { )" + alphaData + R"( |
| 94 | }, |
| 95 | { |
| 96 | } |
| 97 | ] |
| 98 | } |
| 99 | )"; |
| 100 | Setup(); |
| 101 | } |
| 102 | }; |
| 103 | |
Narumol Prangnawarat | bf99b5f | 2021-05-27 09:55:43 +0100 | [diff] [blame] | 104 | struct PreluNetworkFixture : public ParserFlatbuffersFixture |
| 105 | { |
| 106 | explicit PreluNetworkFixture() |
| 107 | { |
| 108 | m_JsonString = R"( |
| 109 | { |
| 110 | "version": 3, |
| 111 | "operator_codes": [ |
| 112 | { |
| 113 | "builtin_code": "PRELU", |
| 114 | "version": 1 |
| 115 | }, |
| 116 | { |
| 117 | "builtin_code": "MUL", |
| 118 | "version": 1 |
| 119 | }, |
| 120 | { |
| 121 | "builtin_code": "ADD", |
| 122 | "version": 1 |
| 123 | } |
| 124 | ], |
| 125 | "subgraphs": [ |
| 126 | { |
| 127 | "tensors": [ |
| 128 | { |
| 129 | "shape": [ |
| 130 | 1, |
| 131 | 2, |
| 132 | 3 |
| 133 | ], |
| 134 | "type": "FLOAT32", |
| 135 | "buffer": 6, |
| 136 | "name": "output", |
| 137 | "quantization": { |
| 138 | "details_type": "NONE", |
| 139 | "quantized_dimension": 0 |
| 140 | }, |
| 141 | }, |
| 142 | { |
| 143 | "shape": [ |
| 144 | 1, |
| 145 | 2, |
| 146 | 3 |
| 147 | ], |
| 148 | "type": "FLOAT32", |
| 149 | "buffer": 5, |
| 150 | "name": "mul", |
| 151 | "quantization": { |
| 152 | "details_type": "NONE", |
| 153 | "quantized_dimension": 0 |
| 154 | } |
| 155 | }, |
| 156 | { |
| 157 | "shape": [ |
| 158 | 1, |
| 159 | 2, |
| 160 | 3 |
| 161 | ], |
| 162 | "type": "FLOAT32", |
| 163 | "buffer": 1, |
| 164 | "name": "input0", |
| 165 | "quantization": { |
| 166 | "details_type": "NONE", |
| 167 | "quantized_dimension": 0 |
| 168 | } |
| 169 | }, |
| 170 | { |
| 171 | "shape": [ |
| 172 | 2, |
| 173 | 3 |
| 174 | ], |
| 175 | "type": "FLOAT32", |
| 176 | "buffer": 2, |
| 177 | "name": "alpha", |
| 178 | "quantization": { |
| 179 | "details_type": "NONE", |
| 180 | "quantized_dimension": 0 |
| 181 | } |
| 182 | }, |
| 183 | { |
| 184 | "shape": [ |
| 185 | 1 |
| 186 | ], |
| 187 | "type": "FLOAT32", |
| 188 | "buffer": 3, |
| 189 | "name": "const0", |
| 190 | "quantization": { |
| 191 | "details_type": "NONE", |
| 192 | "quantized_dimension": 0 |
| 193 | } |
| 194 | }, |
| 195 | { |
| 196 | "shape": [ |
| 197 | 1, |
| 198 | 2, |
| 199 | 3 |
| 200 | ], |
| 201 | "type": "FLOAT32", |
| 202 | "buffer": 4, |
| 203 | "name": "prelumul", |
| 204 | "quantization": { |
| 205 | "details_type": "NONE", |
| 206 | "quantized_dimension": 0 |
| 207 | } |
| 208 | } |
| 209 | ], |
| 210 | "inputs": [ |
| 211 | 2 |
| 212 | ], |
| 213 | "outputs": [ |
| 214 | 0 |
| 215 | ], |
| 216 | "operators": [ |
| 217 | { |
| 218 | "opcode_index": 0, |
| 219 | "inputs": [ |
| 220 | 2, |
| 221 | 3 |
| 222 | ], |
| 223 | "outputs": [ |
| 224 | 5 |
| 225 | ], |
| 226 | "builtin_options_type": "NONE", |
| 227 | "custom_options_format": "FLEXBUFFERS" |
| 228 | }, |
| 229 | { |
| 230 | "opcode_index": 1, |
| 231 | "inputs": [ |
| 232 | 5, |
| 233 | 4 |
| 234 | ], |
| 235 | "outputs": [ |
| 236 | 1 |
| 237 | ], |
| 238 | "builtin_options_type": "MulOptions", |
| 239 | "builtin_options": { |
| 240 | "fused_activation_function": "NONE" |
| 241 | }, |
| 242 | "custom_options_format": "FLEXBUFFERS" |
| 243 | }, |
| 244 | { |
| 245 | "opcode_index": 2, |
| 246 | "inputs": [ |
| 247 | 5, |
| 248 | 1 |
| 249 | ], |
| 250 | "outputs": [ |
| 251 | 0 |
| 252 | ], |
| 253 | "builtin_options_type": "AddOptions", |
| 254 | "builtin_options": { |
| 255 | "fused_activation_function": "NONE" |
| 256 | }, |
| 257 | "custom_options_format": "FLEXBUFFERS" |
| 258 | } |
| 259 | ], |
| 260 | "name": "main" |
| 261 | } |
| 262 | ], |
| 263 | "buffers": [ |
| 264 | { |
| 265 | }, |
| 266 | { |
| 267 | }, |
| 268 | { |
| 269 | "data": [ |
| 270 | 0, |
| 271 | 0, |
| 272 | 128, |
| 273 | 62, |
| 274 | 0, |
| 275 | 0, |
| 276 | 128, |
| 277 | 62, |
| 278 | 0, |
| 279 | 0, |
| 280 | 128, |
| 281 | 62, |
| 282 | 0, |
| 283 | 0, |
| 284 | 128, |
| 285 | 62, |
| 286 | 0, |
| 287 | 0, |
| 288 | 128, |
| 289 | 62, |
| 290 | 0, |
| 291 | 0, |
| 292 | 128, |
| 293 | 62 |
| 294 | ] |
| 295 | }, |
| 296 | { |
| 297 | "data": [ |
| 298 | 0, |
| 299 | 0, |
| 300 | 160, |
| 301 | 64 |
| 302 | ] |
| 303 | }, |
| 304 | { |
| 305 | }, |
| 306 | { |
| 307 | }, |
| 308 | { |
| 309 | }, |
| 310 | { |
| 311 | } |
| 312 | ], |
| 313 | } |
| 314 | )"; |
| 315 | Setup(); |
| 316 | } |
| 317 | }; |
| 318 | |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 319 | struct SimplePreluFixture : PreluFixture |
| 320 | { |
| 321 | SimplePreluFixture() : PreluFixture("[ 2, 3 ]", |
Narumol Prangnawarat | 4a4af11 | 2021-05-25 14:26:24 +0100 | [diff] [blame] | 322 | "[ 1 ]", |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 323 | "[ 2, 3 ]", |
| 324 | "[ 0, 1 ]", |
| 325 | "") {} |
| 326 | }; |
| 327 | |
| 328 | struct PreluConstAlphaFixture : PreluFixture |
| 329 | { |
| 330 | PreluConstAlphaFixture() : PreluFixture( |
Narumol Prangnawarat | 4a4af11 | 2021-05-25 14:26:24 +0100 | [diff] [blame] | 331 | "[ 1, 2, 3 ]", |
| 332 | "[ 1, 2, 3 ]", |
| 333 | "[ 1, 2, 3 ]", |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 334 | "[ 0 ]", |
| 335 | "\"data\": [ 0, 0, 128, 62, 0, 0, 128, 62, 0, 0, 128, 62, 0, 0, 128, 62, 0, 0, 128, 62, 0, 0, 128, 62 ]"){} |
| 336 | }; |
| 337 | |
Narumol Prangnawarat | 4a4af11 | 2021-05-25 14:26:24 +0100 | [diff] [blame] | 338 | struct PreluBroadcastAlphaFixture : PreluFixture |
| 339 | { |
| 340 | PreluBroadcastAlphaFixture() : PreluFixture( |
| 341 | "[ 1, 1, 2, 3 ]", |
| 342 | "[ 1, 3 ]", |
| 343 | "[ 1, 1, 2, 3 ]", |
| 344 | "[ 0 ]", |
| 345 | "\"data\": [ 0, 0, 128, 62, 0, 0, 128, 62, 0, 0, 128, 62 ]"){} |
| 346 | }; |
| 347 | |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 348 | struct PreluDynamicTensorFixture : PreluFixture |
| 349 | { |
| 350 | PreluDynamicTensorFixture() : PreluFixture("[ 2, 3 ]", |
| 351 | "[ 1, 1 ]", |
| 352 | "[]", |
| 353 | "[ 0 ]", |
| 354 | "\"data\": [ 0, 0, 128, 62 ]") {} |
| 355 | }; |
| 356 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 357 | TEST_CASE_FIXTURE(SimplePreluFixture, "SimplePrelu") |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 358 | { |
| 359 | RunTest<2, armnn::DataType::Float32>( |
| 360 | 0, |
| 361 | {{"input0", { -14.f, 2.f, 0.f, 1.f, -5.f, 14.f }},{"input1", { 0.25f }}}, |
| 362 | {{"output", { -3.5f, 2.f, 0.f, 1.f, -1.25f, 14.f }}}); |
| 363 | } |
| 364 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 365 | TEST_CASE_FIXTURE(PreluConstAlphaFixture, "PreluConstAlpha") |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 366 | { |
Narumol Prangnawarat | 4a4af11 | 2021-05-25 14:26:24 +0100 | [diff] [blame] | 367 | RunTest<3, armnn::DataType::Float32>( |
| 368 | 0, |
| 369 | {{"input0", { -14.f, 2.f, 0.f, 1.f, -5.f, 14.f }}}, |
| 370 | {{"output", { -3.5f, 2.f, 0.f, 1.f, -1.25f, 14.f }}}); |
| 371 | } |
| 372 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 373 | TEST_CASE_FIXTURE(PreluBroadcastAlphaFixture, "PreluBroadcastAlpha") |
Narumol Prangnawarat | 4a4af11 | 2021-05-25 14:26:24 +0100 | [diff] [blame] | 374 | { |
| 375 | RunTest<4, armnn::DataType::Float32>( |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 376 | 0, |
| 377 | {{"input0", { -14.f, 2.f, 0.f, 1.f, -5.f, 14.f }}}, |
| 378 | {{"output", { -3.5f, 2.f, 0.f, 1.f, -1.25f, 14.f }}}); |
| 379 | } |
| 380 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 381 | TEST_CASE_FIXTURE(PreluDynamicTensorFixture, "PreluDynamicTensor") |
Narumol Prangnawarat | bfaee6b | 2021-05-24 18:50:24 +0100 | [diff] [blame] | 382 | { |
| 383 | RunTest<2, armnn::DataType::Float32, armnn::DataType::Float32>( |
| 384 | 0, |
| 385 | {{"input0", { -14.f, 2.f, 0.f, 1.f, -5.f, 14.f }}}, |
| 386 | {{"output", { -3.5f, 2.f, 0.f, 1.f, -1.25f, 14.f }}}, |
| 387 | true); |
| 388 | } |
| 389 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 390 | TEST_CASE_FIXTURE(PreluNetworkFixture, "PreluNetwork") |
Narumol Prangnawarat | bf99b5f | 2021-05-27 09:55:43 +0100 | [diff] [blame] | 391 | { |
| 392 | RunTest<3, armnn::DataType::Float32>( |
| 393 | 0, |
| 394 | {{"input0", { -14.f, 2.f, 0.f, 1.f, -5.f, 14.f }}}, |
| 395 | {{"output", { -21.f, 12.f, 0.f, 6.f, -7.5f, 84.f }}}); |
| 396 | } |
| 397 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 398 | } |