Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include <boost/test/unit_test.hpp> |
| 7 | #include "ParserFlatbuffersFixture.hpp" |
| 8 | #include "../TfLiteParser.hpp" |
| 9 | |
| 10 | BOOST_AUTO_TEST_SUITE(TensorflowLiteParser) |
| 11 | |
| 12 | struct TransposeConvFixture : public ParserFlatbuffersFixture |
| 13 | { |
| 14 | explicit TransposeConvFixture(const std::string& inputShape, |
| 15 | const std::string& outputShape, |
| 16 | const std::string& filterShape, |
| 17 | const std::string& filterData, |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 18 | const std::string& strideX, |
| 19 | const std::string& strideY, |
| 20 | const std::string& dataType) |
| 21 | { |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 22 | m_JsonString = R"( |
| 23 | { |
| 24 | "version": 3, |
| 25 | "operator_codes": [ { "builtin_code": "TRANSPOSE_CONV" } ], |
| 26 | "subgraphs": [ { |
| 27 | "tensors": [ |
| 28 | { |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 29 | "shape": [ 4 ], |
| 30 | "type": "UINT8", |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 31 | "buffer": 0, |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 32 | "name": "outputShapeTensor", |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 33 | "quantization": { |
| 34 | "min": [ 0.0 ], |
| 35 | "max": [ 255.0 ], |
| 36 | "scale": [ 1.0 ], |
| 37 | "zero_point": [ 0 ], |
| 38 | } |
| 39 | }, |
| 40 | { |
| 41 | "shape": )" + filterShape + R"(, |
| 42 | "type": ")" + dataType + R"(", |
| 43 | "buffer": 1, |
| 44 | "name": "filterTensor", |
| 45 | "quantization": { |
| 46 | "min": [ 0.0 ], |
| 47 | "max": [ 255.0 ], |
| 48 | "scale": [ 1.0 ], |
| 49 | "zero_point": [ 0 ], |
| 50 | } |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 51 | }, |
| 52 | { |
| 53 | "shape": )" + inputShape + R"(, |
| 54 | "type": ")" + dataType + R"(", |
| 55 | "buffer": 2, |
| 56 | "name": "inputTensor", |
| 57 | "quantization": { |
| 58 | "min": [ 0.0 ], |
| 59 | "max": [ 255.0 ], |
| 60 | "scale": [ 1.0 ], |
| 61 | "zero_point": [ 0 ], |
| 62 | } |
| 63 | }, |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 64 | { |
| 65 | "shape": )" + outputShape + R"(, |
| 66 | "type": ")" + dataType + R"(", |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 67 | "buffer": 3, |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 68 | "name": "outputTensor", |
| 69 | "quantization": { |
| 70 | "min": [ 0.0 ], |
| 71 | "max": [ 255.0 ], |
| 72 | "scale": [ 1.0 ], |
| 73 | "zero_point": [ 0 ], |
| 74 | } |
| 75 | } |
| 76 | ], |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 77 | "inputs": [ 2 ], |
| 78 | "outputs": [ 3 ], |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 79 | "operators": [ |
| 80 | { |
| 81 | "opcode_index": 0, |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 82 | "inputs": [ 0, 1, 2 ], |
| 83 | "outputs": [ 3 ], |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 84 | "builtin_options_type": "TransposeConvOptions", |
| 85 | "builtin_options": { |
Aron Virginas-Tar | 44a0142 | 2019-09-17 12:58:22 +0100 | [diff] [blame] | 86 | "padding": "VALID", |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 87 | "stride_w": )" + strideX + R"(, |
| 88 | "stride_h": )" + strideY + R"( |
| 89 | }, |
| 90 | "custom_options_format": "FLEXBUFFERS" |
| 91 | } |
| 92 | ], |
| 93 | } ], |
| 94 | "buffers" : [ |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 95 | { "data": )" + outputShape + R"( }, |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 96 | { "data": )" + filterData + R"( }, |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 97 | { }, |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 98 | { } |
| 99 | ] |
| 100 | } |
| 101 | )"; |
| 102 | SetupSingleInputSingleOutput("inputTensor", "outputTensor"); |
| 103 | } |
| 104 | }; |
| 105 | |
| 106 | struct SimpleTransposeConvFixture : TransposeConvFixture |
| 107 | { |
| 108 | SimpleTransposeConvFixture() |
| 109 | : TransposeConvFixture("[ 1, 2, 2, 1 ]", // inputShape |
| 110 | "[ 1, 3, 3, 1 ]", // outputShape |
| 111 | "[ 1, 2, 2, 1 ]", // filterShape |
| 112 | "[ 0, 1, 2, 4 ]", // filterData |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 113 | "1", // strideX |
| 114 | "1", // strideY |
| 115 | "UINT8") // dataType |
| 116 | {} |
| 117 | }; |
| 118 | |
| 119 | BOOST_FIXTURE_TEST_CASE( ParseSimpleTransposeConv, SimpleTransposeConvFixture ) |
| 120 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 121 | RunTest<4, armnn::DataType::QAsymmU8>( |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 122 | 0, |
| 123 | { |
| 124 | 1, 2, |
| 125 | 3, 4 |
| 126 | }, |
| 127 | { |
| 128 | 0, 1, 2, |
| 129 | 2, 11, 12, |
| 130 | 6, 20, 16 |
| 131 | }); |
| 132 | } |
| 133 | |
David Monahan | 6168380 | 2021-01-12 09:11:07 +0000 | [diff] [blame] | 134 | struct TransposeConvFixtureWithBias : public ParserFlatbuffersFixture |
| 135 | { |
| 136 | explicit TransposeConvFixtureWithBias(const std::string& inputShape, |
| 137 | const std::string& outputShape, |
| 138 | const std::string& filterShape, |
| 139 | const std::string& filterData, |
| 140 | const std::string& strideX, |
| 141 | const std::string& strideY, |
| 142 | const std::string& dataType, |
| 143 | const std::string& biasShape, |
| 144 | const std::string& biasData) |
| 145 | { |
| 146 | m_JsonString = R"( |
| 147 | { |
| 148 | "version": 3, |
| 149 | "operator_codes": [ { "builtin_code": "TRANSPOSE_CONV" } ], |
| 150 | "subgraphs": [ { |
| 151 | "tensors": [ |
| 152 | { |
| 153 | "shape": [ 4 ], |
| 154 | "type": "UINT8", |
| 155 | "buffer": 0, |
| 156 | "name": "outputShapeTensor", |
| 157 | "quantization": { |
| 158 | "min": [ 0.0 ], |
| 159 | "max": [ 255.0 ], |
| 160 | "scale": [ 1.0 ], |
| 161 | "zero_point": [ 0 ], |
| 162 | } |
| 163 | }, |
| 164 | { |
| 165 | "shape": )" + filterShape + R"(, |
| 166 | "type": ")" + dataType + R"(", |
| 167 | "buffer": 1, |
| 168 | "name": "filterTensor", |
| 169 | "quantization": { |
| 170 | "min": [ 0.0 ], |
| 171 | "max": [ 255.0 ], |
| 172 | "scale": [ 1.0 ], |
| 173 | "zero_point": [ 0 ], |
| 174 | } |
| 175 | }, |
| 176 | { |
| 177 | "shape": )" + inputShape + R"(, |
| 178 | "type": ")" + dataType + R"(", |
| 179 | "buffer": 2, |
| 180 | "name": "inputTensor", |
| 181 | "quantization": { |
| 182 | "min": [ 0.0 ], |
| 183 | "max": [ 255.0 ], |
| 184 | "scale": [ 1.0 ], |
| 185 | "zero_point": [ 0 ], |
| 186 | } |
| 187 | }, |
| 188 | { |
| 189 | "shape": )" + biasShape + R"( , |
| 190 | "type": "INT32", |
| 191 | "buffer": 3, |
| 192 | "name": "biasTensor", |
| 193 | "quantization": { |
| 194 | "min": [ 0.0 ], |
| 195 | "max": [ 255.0 ], |
| 196 | "scale": [ 1.0 ], |
| 197 | "zero_point": [ 0 ], |
| 198 | } |
| 199 | }, |
| 200 | { |
| 201 | "shape": )" + outputShape + R"(, |
| 202 | "type": ")" + dataType + R"(", |
| 203 | "buffer": 4, |
| 204 | "name": "outputTensor", |
| 205 | "quantization": { |
| 206 | "min": [ 0.0 ], |
| 207 | "max": [ 255.0 ], |
| 208 | "scale": [ 1.0 ], |
| 209 | "zero_point": [ 0 ], |
| 210 | } |
| 211 | } |
| 212 | ], |
| 213 | "inputs": [ 2 ], |
| 214 | "outputs": [ 4 ], |
| 215 | "operators": [ |
| 216 | { |
| 217 | "opcode_index": 0, |
| 218 | "inputs": [ 0, 1, 2, 3], |
| 219 | "outputs": [ 4 ], |
| 220 | "builtin_options_type": "TransposeConvOptions", |
| 221 | "builtin_options": { |
| 222 | "padding": "VALID", |
| 223 | "stride_w": )" + strideX + R"(, |
| 224 | "stride_h": )" + strideY + R"( |
| 225 | }, |
| 226 | "custom_options_format": "FLEXBUFFERS" |
| 227 | } |
| 228 | ], |
| 229 | } ], |
| 230 | "buffers" : [ |
| 231 | { "data": )" + outputShape + R"( }, |
| 232 | { "data": )" + filterData + R"( }, |
| 233 | { }, |
| 234 | { "data": )" + biasData + R"( }, |
| 235 | { } |
| 236 | ] |
| 237 | } |
| 238 | )"; |
| 239 | SetupSingleInputSingleOutput("inputTensor", "outputTensor"); |
| 240 | } |
| 241 | }; |
| 242 | |
| 243 | struct SimpleTransposeConvFixtureWithBias : TransposeConvFixtureWithBias |
| 244 | { |
| 245 | SimpleTransposeConvFixtureWithBias() |
| 246 | : TransposeConvFixtureWithBias("[ 1, 2, 2, 1 ]", // inputShape |
| 247 | "[ 1, 3, 3, 1 ]", // outputShape |
| 248 | "[ 1, 2, 2, 1 ]", // filterShape |
| 249 | "[ 0, 1, 2, 4 ]", // filterData |
| 250 | "1", // strideX |
| 251 | "1", // strideY |
| 252 | "UINT8", // dataType |
| 253 | "[ 1 ]", // bias shape |
| 254 | "[ 10, 0, 0, 0 ]") // bias data |
| 255 | {} |
| 256 | }; |
| 257 | |
| 258 | BOOST_FIXTURE_TEST_CASE( ParseSimpleTransposeConvWithBias, SimpleTransposeConvFixtureWithBias ) |
| 259 | { |
| 260 | RunTest<4, armnn::DataType::QAsymmU8>( |
| 261 | 0, |
| 262 | { |
| 263 | 1, 2, |
| 264 | 3, 4 |
| 265 | }, |
| 266 | { |
| 267 | 10, 11, 12, |
| 268 | 12, 21, 22, |
| 269 | 16, 30, 26 |
| 270 | }); |
| 271 | } |
| 272 | |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 273 | BOOST_AUTO_TEST_SUITE_END() |