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_Pooling") |
| 10 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 11 | struct PoolingMainFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 12 | { |
| 13 | PoolingMainFixture(const std::string& dataType, const std::string& op) |
| 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 { |
| 27 | elem_type: )" + dataType + R"( |
| 28 | shape { |
| 29 | dim { |
| 30 | dim_value: 1 |
| 31 | } |
| 32 | dim { |
| 33 | dim_value: 1 |
| 34 | } |
| 35 | dim { |
| 36 | dim_value: 2 |
| 37 | } |
| 38 | dim { |
| 39 | dim_value: 2 |
| 40 | } |
| 41 | } |
| 42 | } |
| 43 | } |
| 44 | } |
| 45 | node { |
| 46 | input: "Input" |
| 47 | output: "Output" |
| 48 | name: "Pooling" |
| 49 | op_type: )" + op + R"( |
| 50 | attribute { |
| 51 | name: "kernel_shape" |
| 52 | ints: 2 |
| 53 | ints: 2 |
| 54 | type: INTS |
| 55 | } |
| 56 | attribute { |
| 57 | name: "strides" |
| 58 | ints: 1 |
| 59 | ints: 1 |
| 60 | type: INTS |
| 61 | } |
| 62 | attribute { |
| 63 | name: "pads" |
| 64 | ints: 0 |
| 65 | ints: 0 |
| 66 | ints: 0 |
| 67 | ints: 0 |
| 68 | type: INTS |
| 69 | } |
| 70 | } |
| 71 | output { |
| 72 | name: "Output" |
| 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 | dim { |
| 81 | dim_value: 1 |
| 82 | } |
| 83 | dim { |
| 84 | dim_value: 1 |
| 85 | } |
| 86 | dim { |
| 87 | dim_value: 1 |
| 88 | } |
| 89 | } |
| 90 | } |
| 91 | } |
| 92 | } |
| 93 | } |
| 94 | opset_import { |
| 95 | version: 7 |
| 96 | })"; |
| 97 | } |
| 98 | }; |
| 99 | |
| 100 | struct MaxPoolValidFixture : PoolingMainFixture |
| 101 | { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 102 | MaxPoolValidFixture() : PoolingMainFixture("1", "\"MaxPool\"") { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 103 | Setup(); |
| 104 | } |
| 105 | }; |
| 106 | |
| 107 | struct MaxPoolInvalidFixture : PoolingMainFixture |
| 108 | { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 109 | MaxPoolInvalidFixture() : PoolingMainFixture("10", "\"MaxPool\"") { } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 110 | }; |
| 111 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 112 | TEST_CASE_FIXTURE(MaxPoolValidFixture, "ValidMaxPoolTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 113 | { |
| 114 | RunTest<4>({{"Input", {1.0f, 2.0f, 3.0f, -4.0f}}}, {{"Output", {3.0f}}}); |
| 115 | } |
| 116 | |
| 117 | struct AvgPoolValidFixture : PoolingMainFixture |
| 118 | { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 119 | AvgPoolValidFixture() : PoolingMainFixture("1", "\"AveragePool\"") { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 120 | Setup(); |
| 121 | } |
| 122 | }; |
| 123 | |
| 124 | struct PoolingWithPadFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 125 | { |
| 126 | PoolingWithPadFixture() |
| 127 | { |
| 128 | m_Prototext = R"( |
| 129 | ir_version: 3 |
| 130 | producer_name: "CNTK" |
| 131 | producer_version: "2.5.1" |
| 132 | domain: "ai.cntk" |
| 133 | model_version: 1 |
| 134 | graph { |
| 135 | name: "CNTKGraph" |
| 136 | input { |
| 137 | name: "Input" |
| 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: 2 |
| 150 | } |
| 151 | dim { |
| 152 | dim_value: 2 |
| 153 | } |
| 154 | } |
| 155 | } |
| 156 | } |
| 157 | } |
| 158 | node { |
| 159 | input: "Input" |
| 160 | output: "Output" |
| 161 | name: "Pooling" |
| 162 | op_type: "AveragePool" |
| 163 | attribute { |
| 164 | name: "kernel_shape" |
| 165 | ints: 4 |
| 166 | ints: 4 |
| 167 | type: INTS |
| 168 | } |
| 169 | attribute { |
| 170 | name: "strides" |
| 171 | ints: 1 |
| 172 | ints: 1 |
| 173 | type: INTS |
| 174 | } |
| 175 | attribute { |
| 176 | name: "pads" |
| 177 | ints: 1 |
| 178 | ints: 1 |
| 179 | ints: 1 |
| 180 | ints: 1 |
| 181 | type: INTS |
| 182 | } |
| 183 | attribute { |
| 184 | name: "count_include_pad" |
| 185 | i: 1 |
| 186 | type: INT |
| 187 | } |
| 188 | } |
| 189 | output { |
| 190 | name: "Output" |
| 191 | type { |
| 192 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 193 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 194 | shape { |
| 195 | dim { |
| 196 | dim_value: 1 |
| 197 | } |
| 198 | dim { |
| 199 | dim_value: 1 |
| 200 | } |
| 201 | dim { |
| 202 | dim_value: 1 |
| 203 | } |
| 204 | dim { |
| 205 | dim_value: 1 |
| 206 | } |
| 207 | } |
| 208 | } |
| 209 | } |
| 210 | } |
| 211 | } |
| 212 | opset_import { |
| 213 | version: 7 |
| 214 | })"; |
| 215 | Setup(); |
| 216 | } |
| 217 | }; |
| 218 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 219 | TEST_CASE_FIXTURE(AvgPoolValidFixture, "AveragePoolValid") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 220 | { |
| 221 | RunTest<4>({{"Input", {1.0f, 2.0f, 3.0f, -4.0f}}}, {{"Output", {0.5}}}); |
| 222 | } |
| 223 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 224 | TEST_CASE_FIXTURE(PoolingWithPadFixture, "ValidAvgWithPadTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 225 | { |
| 226 | RunTest<4>({{"Input", {1.0f, 2.0f, 3.0f, -4.0f}}}, {{"Output", {1.0/8.0}}}); |
| 227 | } |
| 228 | |
| 229 | struct GlobalAvgFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 230 | { |
| 231 | GlobalAvgFixture() |
| 232 | { |
| 233 | m_Prototext = R"( |
| 234 | ir_version: 3 |
| 235 | producer_name: "CNTK" |
| 236 | producer_version: "2.5.1" |
| 237 | domain: "ai.cntk" |
| 238 | model_version: 1 |
| 239 | graph { |
| 240 | name: "CNTKGraph" |
| 241 | input { |
| 242 | name: "Input" |
| 243 | type { |
| 244 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 245 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 246 | shape { |
| 247 | dim { |
| 248 | dim_value: 1 |
| 249 | } |
| 250 | dim { |
| 251 | dim_value: 2 |
| 252 | } |
| 253 | dim { |
| 254 | dim_value: 2 |
| 255 | } |
| 256 | dim { |
| 257 | dim_value: 2 |
| 258 | } |
| 259 | } |
| 260 | } |
| 261 | } |
| 262 | } |
| 263 | node { |
| 264 | input: "Input" |
| 265 | output: "Output" |
| 266 | name: "Pooling" |
| 267 | op_type: "GlobalAveragePool" |
| 268 | } |
| 269 | output { |
| 270 | name: "Output" |
| 271 | type { |
| 272 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 273 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 274 | shape { |
| 275 | dim { |
| 276 | dim_value: 1 |
| 277 | } |
| 278 | dim { |
| 279 | dim_value: 2 |
| 280 | } |
| 281 | dim { |
| 282 | dim_value: 1 |
| 283 | } |
| 284 | dim { |
| 285 | dim_value: 1 |
| 286 | } |
| 287 | } |
| 288 | } |
| 289 | } |
| 290 | } |
| 291 | } |
| 292 | opset_import { |
| 293 | version: 7 |
| 294 | })"; |
| 295 | Setup(); |
| 296 | } |
| 297 | }; |
| 298 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 299 | TEST_CASE_FIXTURE(GlobalAvgFixture, "GlobalAvgTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 300 | { |
| 301 | RunTest<4>({{"Input", {1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0}}}, {{"Output", {10/4.0, 26/4.0}}}); |
| 302 | } |
| 303 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 304 | TEST_CASE_FIXTURE(MaxPoolInvalidFixture, "IncorrectDataTypeMaxPool") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 305 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 306 | CHECK_THROWS_AS(Setup(), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 307 | } |
| 308 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 309 | } |