telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
David Beck | ecb56cd | 2018-09-05 12:52:57 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 4 | // |
| 5 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 6 | #include "armnnOnnxParser/IOnnxParser.hpp" |
| 7 | #include "ParserPrototxtFixture.hpp" |
| 8 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 9 | TEST_SUITE("OnnxParser_BatchNorm") |
| 10 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 11 | struct BatchNormalizationMainFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 12 | { |
| 13 | BatchNormalizationMainFixture() |
| 14 | { |
| 15 | m_Prototext = R"( |
| 16 | ir_version: 3 |
| 17 | producer_name: "CNTK" |
| 18 | producer_version: "2.5.1" |
| 19 | domain: "ai.cntk" |
| 20 | model_version: 1 |
| 21 | graph { |
| 22 | name: "CNTKGraph" |
| 23 | input { |
| 24 | name: "Input" |
| 25 | type { |
| 26 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 27 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 28 | shape { |
| 29 | dim { |
| 30 | dim_value: 1 |
| 31 | } |
| 32 | dim { |
| 33 | dim_value: 1 |
| 34 | } |
| 35 | dim { |
| 36 | dim_value: 3 |
| 37 | } |
| 38 | dim { |
| 39 | dim_value: 3 |
| 40 | } |
| 41 | } |
| 42 | } |
| 43 | } |
| 44 | } |
| 45 | input { |
| 46 | name: "mean" |
| 47 | type { |
| 48 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 49 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 50 | shape { |
| 51 | dim { |
| 52 | dim_value: 1 |
| 53 | } |
| 54 | } |
| 55 | } |
| 56 | } |
| 57 | } |
| 58 | input { |
| 59 | name: "var" |
| 60 | type { |
| 61 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 62 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 63 | shape { |
| 64 | dim { |
| 65 | dim_value: 1 |
| 66 | } |
| 67 | } |
| 68 | } |
| 69 | } |
| 70 | } |
| 71 | input { |
| 72 | name: "scale" |
| 73 | type { |
| 74 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 75 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 76 | shape { |
| 77 | dim { |
| 78 | dim_value: 1 |
| 79 | } |
| 80 | } |
| 81 | } |
| 82 | } |
| 83 | } |
| 84 | input { |
| 85 | name: "bias" |
| 86 | type { |
| 87 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 88 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 89 | shape { |
| 90 | dim { |
| 91 | dim_value: 1 |
| 92 | } |
| 93 | } |
| 94 | } |
| 95 | } |
| 96 | } |
| 97 | node { |
| 98 | input: "Input" |
| 99 | input: "scale" |
| 100 | input: "bias" |
| 101 | input: "mean" |
| 102 | input: "var" |
| 103 | output: "Output" |
| 104 | name: "batchNorm" |
| 105 | op_type: "BatchNormalization" |
| 106 | attribute { |
| 107 | name: "epsilon" |
| 108 | f: 0.0010000000475 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 109 | type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 110 | } |
| 111 | } |
| 112 | initializer { |
| 113 | dims: 1 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 114 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 115 | float_data: 5.0 |
| 116 | name: "mean" |
| 117 | } |
| 118 | initializer { |
| 119 | dims: 1 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 120 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 121 | float_data: 2.0 |
| 122 | name: "var" |
| 123 | } |
| 124 | initializer { |
| 125 | dims: 1 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 126 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 127 | float_data: 0.0 |
| 128 | name: "bias" |
| 129 | } |
| 130 | initializer { |
| 131 | dims: 1 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 132 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 133 | float_data: 1.0 |
| 134 | name: "scale" |
| 135 | } |
| 136 | output { |
| 137 | name: "Output" |
| 138 | type { |
| 139 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 140 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 141 | shape { |
| 142 | dim { |
| 143 | dim_value: 1 |
| 144 | } |
| 145 | dim { |
| 146 | dim_value: 1 |
| 147 | } |
| 148 | dim { |
| 149 | dim_value: 3 |
| 150 | } |
| 151 | dim { |
| 152 | dim_value: 3 |
| 153 | } |
| 154 | } |
| 155 | } |
| 156 | } |
| 157 | } |
| 158 | } |
| 159 | opset_import { |
| 160 | version: 7 |
| 161 | })"; |
| 162 | Setup(); |
| 163 | } |
| 164 | }; |
| 165 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 166 | TEST_CASE_FIXTURE(BatchNormalizationMainFixture, "ValidBatchNormalizationTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 167 | { |
| 168 | RunTest<4>({{"Input", {1, 2, 3, 4, 5, 6, 7, 8, 9}}}, // Input data. |
| 169 | {{"Output", {-2.8277204f, -2.12079024f, -1.4138602f, |
| 170 | -0.7069301f, 0.0f, 0.7069301f, |
| 171 | 1.4138602f, 2.12079024f, 2.8277204f}}}); // Expected output data. |
| 172 | } |
| 173 | |
| 174 | |
| 175 | struct BatchNormalizationBisFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 176 | { |
| 177 | BatchNormalizationBisFixture() |
| 178 | { |
| 179 | m_Prototext = R"( |
| 180 | ir_version: 3 |
| 181 | producer_name: "CNTK" |
| 182 | producer_version: "2.5.1" |
| 183 | domain: "ai.cntk" |
| 184 | model_version: 1 |
| 185 | graph { |
| 186 | name: "CNTKGraph" |
| 187 | input { |
| 188 | name: "Input" |
| 189 | type { |
| 190 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 191 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 192 | shape { |
| 193 | dim { |
| 194 | dim_value: 1 |
| 195 | } |
| 196 | dim { |
| 197 | dim_value: 2 |
| 198 | } |
| 199 | dim { |
| 200 | dim_value: 1 |
| 201 | } |
| 202 | dim { |
| 203 | dim_value: 3 |
| 204 | } |
| 205 | } |
| 206 | } |
| 207 | } |
| 208 | } |
| 209 | input { |
| 210 | name: "mean" |
| 211 | type { |
| 212 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 213 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 214 | shape { |
| 215 | dim { |
| 216 | dim_value: 2 |
| 217 | } |
| 218 | } |
| 219 | } |
| 220 | } |
| 221 | } |
| 222 | input { |
| 223 | name: "var" |
| 224 | type { |
| 225 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 226 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 227 | shape { |
| 228 | dim { |
| 229 | dim_value: 2 |
| 230 | } |
| 231 | } |
| 232 | } |
| 233 | } |
| 234 | } |
| 235 | input { |
| 236 | name: "scale" |
| 237 | type { |
| 238 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 239 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 240 | shape { |
| 241 | dim { |
| 242 | dim_value: 2 |
| 243 | } |
| 244 | } |
| 245 | } |
| 246 | } |
| 247 | } |
| 248 | input { |
| 249 | name: "bias" |
| 250 | type { |
| 251 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 252 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 253 | shape { |
| 254 | dim { |
| 255 | dim_value: 2 |
| 256 | } |
| 257 | } |
| 258 | } |
| 259 | } |
| 260 | } |
| 261 | node { |
| 262 | input: "Input" |
| 263 | input: "scale" |
| 264 | input: "bias" |
| 265 | input: "mean" |
| 266 | input: "var" |
| 267 | output: "Output" |
| 268 | name: "batchNorm" |
| 269 | op_type: "BatchNormalization" |
| 270 | attribute { |
| 271 | name: "epsilon" |
| 272 | f: 0.00001 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 273 | type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 274 | } |
| 275 | } |
| 276 | initializer { |
| 277 | dims: 2 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 278 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 279 | float_data: 0.0 |
| 280 | float_data: 3.0 |
| 281 | name: "mean" |
| 282 | } |
| 283 | initializer { |
| 284 | dims: 2 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 285 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 286 | float_data: 1.0 |
| 287 | float_data: 1.5 |
| 288 | name: "var" |
| 289 | } |
| 290 | initializer { |
| 291 | dims: 2 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 292 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 293 | float_data: 0.0 |
| 294 | float_data: 1.0 |
| 295 | name: "bias" |
| 296 | } |
| 297 | initializer { |
| 298 | dims: 2 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 299 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 300 | float_data: 1.0 |
| 301 | float_data: 1.5 |
| 302 | name: "scale" |
| 303 | } |
| 304 | output { |
| 305 | name: "Output" |
| 306 | type { |
| 307 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 308 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 309 | shape { |
| 310 | dim { |
| 311 | dim_value: 1 |
| 312 | } |
| 313 | dim { |
| 314 | dim_value: 2 |
| 315 | } |
| 316 | dim { |
| 317 | dim_value: 1 |
| 318 | } |
| 319 | dim { |
| 320 | dim_value: 3 |
| 321 | } |
| 322 | } |
| 323 | } |
| 324 | } |
| 325 | } |
| 326 | } |
| 327 | opset_import { |
| 328 | version: 7 |
| 329 | })"; |
| 330 | Setup(); |
| 331 | } |
| 332 | }; |
| 333 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 334 | TEST_CASE_FIXTURE(BatchNormalizationBisFixture, "ValidBatchNormalizationBisTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 335 | { |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 336 | RunTest<4>({{"Input", {-1, 0.0, 1, 2, 3.0, 4.0}}}, // Input data. |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 337 | {{"Output", {-0.999995f, 0.0, 0.999995f, |
| 338 | -0.22474074f, 1.0f, 2.2247407f}}}); // Expected output data. |
| 339 | } |
| 340 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 341 | } |