Sadik Armagan | 34fa1bd | 2020-11-27 12:40:52 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2020 Arm Ltd and Contributors. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "SplitTestHelper.hpp" |
| 7 | |
| 8 | #include <armnn_delegate.hpp> |
| 9 | |
| 10 | #include <flatbuffers/flatbuffers.h> |
| 11 | #include <tensorflow/lite/schema/schema_generated.h> |
| 12 | |
| 13 | #include <doctest/doctest.h> |
| 14 | |
| 15 | namespace armnnDelegate |
| 16 | { |
| 17 | |
| 18 | // SPLIT Operator |
| 19 | void SplitUint8Test(std::vector<armnn::BackendId>& backends) |
| 20 | { |
| 21 | std::vector<int32_t> axisShape { 1 }; |
| 22 | std::vector<int32_t> inputShape { 2, 2, 2, 2} ; |
| 23 | std::vector<int32_t> outputShape0 { 2, 2, 2, 1 }; |
| 24 | std::vector<int32_t> outputShape1 { 2, 2, 2, 1 }; |
| 25 | std::vector<std::vector<int32_t>> outputShapes{ outputShape0, outputShape1 }; |
| 26 | |
| 27 | std::vector<int32_t> axisData { 3 }; // Axis |
| 28 | std::vector<uint8_t> inputValues { 1, 2, 3, 4, 5, 6, 7, 8, |
| 29 | 9, 10, 11, 12, 13, 14, 15, 16 }; // Input |
| 30 | |
| 31 | |
| 32 | std::vector<uint8_t> expectedOutputValues0 { 1, 3, 5, 7, 9, 11, 13, 15 }; |
| 33 | std::vector<uint8_t> expectedOutputValues1 { 2, 4, 6, 8, 10, 12, 14, 16 }; |
| 34 | std::vector<std::vector<uint8_t>> expectedOutputValues{ expectedOutputValues0, expectedOutputValues1 }; |
| 35 | |
| 36 | int32_t numSplits = 2; |
| 37 | |
| 38 | SplitTest<uint8_t>(::tflite::TensorType_UINT8, |
| 39 | backends, |
| 40 | axisShape, |
| 41 | inputShape, |
| 42 | outputShapes, |
| 43 | axisData, |
| 44 | inputValues, |
| 45 | expectedOutputValues, |
| 46 | numSplits); |
| 47 | } |
| 48 | |
| 49 | void SplitFp32Test(std::vector<armnn::BackendId>& backends) |
| 50 | { |
| 51 | std::vector<int32_t> axisShape { 1 }; |
| 52 | std::vector<int32_t> inputShape { 2, 2, 2, 2 }; |
| 53 | std::vector<int32_t> outputShape0 { 2, 1, 2, 2 }; |
| 54 | std::vector<int32_t> outputShape1 { 2, 1, 2, 2 }; |
| 55 | std::vector<std::vector<int32_t>> outputShapes{ outputShape0, outputShape1 }; |
| 56 | |
| 57 | std::vector<int32_t> axisData { 1 }; // Axis |
| 58 | std::vector<float> inputValues { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, |
| 59 | 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f }; // Input |
| 60 | |
| 61 | |
| 62 | std::vector<float> expectedOutputValues0 { 1.0f, 2.0f, 3.0f, 4.0f, 9.0f, 10.0f, 11.0f, 12.0f }; |
| 63 | std::vector<float> expectedOutputValues1 { 5.0f, 6.0f, 7.0f, 8.0f, 13.0f, 14.0f, 15.0f, 16.0f }; |
| 64 | std::vector<std::vector<float>> expectedOutputValues{ expectedOutputValues0, expectedOutputValues1 }; |
| 65 | |
| 66 | int32_t numSplits = 2; |
| 67 | |
| 68 | SplitTest<float>(::tflite::TensorType_FLOAT32, |
| 69 | backends, |
| 70 | axisShape, |
| 71 | inputShape, |
| 72 | outputShapes, |
| 73 | axisData, |
| 74 | inputValues, |
| 75 | expectedOutputValues, |
| 76 | numSplits); |
| 77 | } |
| 78 | |
| 79 | // SPLIT Test Suite |
| 80 | TEST_SUITE("SPLIT_CpuRefTests") |
| 81 | { |
| 82 | |
| 83 | TEST_CASE ("SPLIT_Uint8_CpuRef_Test") |
| 84 | { |
| 85 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 86 | SplitUint8Test(backends); |
| 87 | } |
| 88 | |
| 89 | TEST_CASE ("SPLIT_Fp32_CpuRef_Test") |
| 90 | { |
| 91 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 92 | SplitFp32Test(backends); |
| 93 | } |
| 94 | |
| 95 | } |
| 96 | |
| 97 | TEST_SUITE("SPLIT_CpuAccTests") |
| 98 | { |
| 99 | |
| 100 | TEST_CASE ("SPLIT_Uint8_CpuAcc_Test") |
| 101 | { |
| 102 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 103 | SplitUint8Test(backends); |
| 104 | } |
| 105 | |
| 106 | TEST_CASE ("SPLIT_Fp32_CpuAcc_Test") |
| 107 | { |
| 108 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 109 | SplitFp32Test(backends); |
| 110 | } |
| 111 | |
| 112 | } |
| 113 | |
| 114 | TEST_SUITE("SPLIT_GpuAccTests") |
| 115 | { |
| 116 | |
| 117 | TEST_CASE ("SPLIT_Uint8_GpuAcc_Test") |
| 118 | { |
| 119 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 120 | SplitUint8Test(backends); |
| 121 | } |
| 122 | |
| 123 | TEST_CASE ("SPLIT_Fp32_GpuAcc_Test") |
| 124 | { |
| 125 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 126 | SplitFp32Test(backends); |
| 127 | } |
| 128 | |
| 129 | } |
| 130 | // End of SPLIT Test Suite |
| 131 | |
| 132 | // SPLIT_V Operator |
| 133 | void SplitVUint8Test(std::vector<armnn::BackendId>& backends) |
| 134 | { |
| 135 | std::vector<int32_t> axisShape { 1 }; |
| 136 | std::vector<int32_t> inputShape { 2, 4, 2, 2 }; |
| 137 | std::vector<int32_t> splitsShape { 2 }; |
| 138 | std::vector<int32_t> outputShape0 { 2, 3, 2, 2 }; |
| 139 | std::vector<int32_t> outputShape1 { 2, 1, 2, 2 }; |
| 140 | std::vector<std::vector<int32_t>> outputShapes{ outputShape0, outputShape1 }; |
| 141 | |
| 142 | std::vector<int32_t> axisData { 1 }; // Axis |
| 143 | std::vector<int32_t> splitsData { 3, 1 }; // Splits |
| 144 | std::vector<uint8_t> inputValues { 1, 2, 3, 4, 5, 6, 7, 8, |
| 145 | 9, 10, 11, 12, 13, 14, 15, 16, |
| 146 | 17, 18, 19, 20, 21, 22, 23, 24, |
| 147 | 25, 26, 27, 28, 29, 30, 31, 32 }; // Input |
| 148 | |
| 149 | |
| 150 | std::vector<uint8_t> expectedOutputValues0 { 1, 2, 3, 4, 5, 6, 7, 8, |
| 151 | 9, 10, 11, 12, 17, 18, 19, 20, |
| 152 | 21, 22, 23, 24, 25, 26, 27, 28 }; |
| 153 | std::vector<uint8_t> expectedOutputValues1 { 13, 14, 15, 16, 29, 30, 31, 32 }; |
| 154 | std::vector<std::vector<uint8_t>> expectedOutputValues{ expectedOutputValues0, expectedOutputValues1 }; |
| 155 | |
| 156 | int32_t numSplits = 2; |
| 157 | |
| 158 | SplitVTest<uint8_t>(::tflite::TensorType_UINT8, |
| 159 | backends, |
| 160 | inputShape, |
| 161 | splitsShape, |
| 162 | axisShape, |
| 163 | outputShapes, |
| 164 | inputValues, |
| 165 | splitsData, |
| 166 | axisData, |
| 167 | expectedOutputValues, |
| 168 | numSplits); |
| 169 | } |
| 170 | |
| 171 | void SplitVFp32Test(std::vector<armnn::BackendId>& backends) |
| 172 | { |
| 173 | std::vector<int32_t> axisShape { 1 }; |
| 174 | std::vector<int32_t> inputShape { 2, 4, 2, 2 }; |
| 175 | std::vector<int32_t> splitsShape { 2 }; |
| 176 | std::vector<int32_t> outputShape0 { 2, 3, 2, 2 }; |
| 177 | std::vector<int32_t> outputShape1 { 2, 1, 2, 2 }; |
| 178 | std::vector<std::vector<int32_t>> outputShapes{ outputShape0, outputShape1 }; |
| 179 | |
| 180 | std::vector<int32_t> axisData { 1 }; // Axis |
| 181 | std::vector<int32_t> splitsData { 3, 1 }; // Splits |
| 182 | std::vector<float> inputValues { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, |
| 183 | 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, |
| 184 | 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, |
| 185 | 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f }; // Input |
| 186 | |
| 187 | |
| 188 | std::vector<float> expectedOutputValues0 { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, |
| 189 | 9.0f, 10.0f, 11.0f, 12.0f, 17.0f, 18.0f, 19.0f, 20.0f, |
| 190 | 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f }; |
| 191 | std::vector<float> expectedOutputValues1 { 13.0f, 14.0f, 15.0f, 16.0f, 29.0f, 30.0f, 31.0f, 32.0f }; |
| 192 | std::vector<std::vector<float>> expectedOutputValues{ expectedOutputValues0, expectedOutputValues1 }; |
| 193 | |
| 194 | int32_t numSplits = 2; |
| 195 | |
| 196 | SplitVTest<float>(::tflite::TensorType_FLOAT32, |
| 197 | backends, |
| 198 | inputShape, |
| 199 | splitsShape, |
| 200 | axisShape, |
| 201 | outputShapes, |
| 202 | inputValues, |
| 203 | splitsData, |
| 204 | axisData, |
| 205 | expectedOutputValues, |
| 206 | numSplits); |
| 207 | } |
| 208 | |
| 209 | // SPLIT_V Test Suite |
| 210 | TEST_SUITE("SPLIT_V_CpuRefTests") |
| 211 | { |
| 212 | |
| 213 | TEST_CASE ("SPLIT_V_Uint8_CpuRef_Test") |
| 214 | { |
| 215 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 216 | SplitVUint8Test(backends); |
| 217 | } |
| 218 | |
| 219 | TEST_CASE ("SPLIT_V_Fp32_CpuRef_Test") |
| 220 | { |
| 221 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 222 | SplitVFp32Test(backends); |
| 223 | } |
| 224 | |
| 225 | } |
| 226 | |
| 227 | TEST_SUITE("SPLIT_V_CpuAccTests") |
| 228 | { |
| 229 | |
| 230 | TEST_CASE ("SPLIT_V_Uint8_CpuAcc_Test") |
| 231 | { |
| 232 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 233 | SplitVUint8Test(backends); |
| 234 | } |
| 235 | |
| 236 | TEST_CASE ("SPLIT_V_Fp32_CpuAcc_Test") |
| 237 | { |
| 238 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 239 | SplitVFp32Test(backends); |
| 240 | } |
| 241 | |
| 242 | } |
| 243 | |
| 244 | TEST_SUITE("SPLIT_V_GpuAccTests") |
| 245 | { |
| 246 | |
| 247 | TEST_CASE ("SPLIT_V_Uint8_GpuAcc_Test") |
| 248 | { |
| 249 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 250 | SplitVUint8Test(backends); |
| 251 | } |
| 252 | |
| 253 | TEST_CASE ("SPLIT_V_Fp32_GpuAcc_Test") |
| 254 | { |
| 255 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 256 | SplitVFp32Test(backends); |
| 257 | } |
| 258 | |
| 259 | } |
| 260 | // End of SPLIT_V Test Suite |
| 261 | |
| 262 | } // namespace armnnDelegate |