Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 6 | #include <backendsCommon/test/EndToEndTestImpl.hpp> |
Narumol Prangnawarat | 8c7324d | 2019-05-31 16:42:11 +0100 | [diff] [blame] | 7 | |
Aron Virginas-Tar | 914e4db | 2019-09-09 13:36:45 +0100 | [diff] [blame] | 8 | #include <backendsCommon/test/AbsEndToEndTestImpl.hpp> |
James Conroy | 68a4dbc | 2019-11-13 15:35:59 +0000 | [diff] [blame] | 9 | #include <backendsCommon/test/ArgMinMaxEndToEndTestImpl.hpp> |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 10 | #include <backendsCommon/test/ComparisonEndToEndTestImpl.hpp> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 11 | #include <backendsCommon/test/ConcatEndToEndTestImpl.hpp> |
Aron Virginas-Tar | f97f6da | 2019-10-01 18:35:44 +0100 | [diff] [blame] | 12 | #include <backendsCommon/test/DepthToSpaceEndToEndTestImpl.hpp> |
Narumol Prangnawarat | 8c7324d | 2019-05-31 16:42:11 +0100 | [diff] [blame] | 13 | #include <backendsCommon/test/DequantizeEndToEndTestImpl.hpp> |
Derek Lamberti | 6a5e5e8 | 2019-12-05 14:41:20 +0000 | [diff] [blame] | 14 | #include <backendsCommon/test/DetectionPostProcessEndToEndTestImpl.hpp> |
Sadik Armagan | 062e0e9 | 2019-10-14 10:31:43 +0100 | [diff] [blame] | 15 | #include <backendsCommon/test/InstanceNormalizationEndToEndTestImpl.hpp> |
Nikhil Raj | 1c8adac | 2019-07-22 11:27:29 +0100 | [diff] [blame] | 16 | #include <backendsCommon/test/PreluEndToEndTestImpl.hpp> |
Francis Murtagh | b3fc252 | 2019-08-09 13:20:50 +0100 | [diff] [blame] | 17 | #include <backendsCommon/test/QuantizedLstmEndToEndTestImpl.hpp> |
Ellen Norris-Thompson | 2979457 | 2019-06-26 16:40:36 +0100 | [diff] [blame] | 18 | #include <backendsCommon/test/SpaceToDepthEndToEndTestImpl.hpp> |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 19 | #include <backendsCommon/test/SplitterEndToEndTestImpl.hpp> |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 20 | #include <backendsCommon/test/TransposeConvolution2dEndToEndTestImpl.hpp> |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 21 | |
| 22 | #include <boost/test/unit_test.hpp> |
| 23 | |
| 24 | BOOST_AUTO_TEST_SUITE(NeonEndToEnd) |
| 25 | |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 26 | std::vector<armnn::BackendId> defaultBackends = {armnn::Compute::CpuAcc}; |
| 27 | |
Aron Virginas-Tar | 914e4db | 2019-09-09 13:36:45 +0100 | [diff] [blame] | 28 | // Abs |
| 29 | BOOST_AUTO_TEST_CASE(NeonAbsEndToEndTestFloat32) |
| 30 | { |
| 31 | AbsEndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 32 | } |
| 33 | |
| 34 | // Constant |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 35 | BOOST_AUTO_TEST_CASE(ConstantUsage_Neon_Float32) |
| 36 | { |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 37 | BOOST_TEST(ConstantUsageFloat32Test(defaultBackends)); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 38 | } |
| 39 | |
Matteo Martincigh | db16dd3 | 2019-08-27 16:41:11 +0100 | [diff] [blame] | 40 | #if defined(ARMNNREF_ENABLED) |
Matteo Martincigh | e67edb2 | 2019-08-14 14:05:46 +0100 | [diff] [blame] | 41 | |
| 42 | // This test unit needs the reference backend, it's not available if the reference backend is not built |
| 43 | |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 44 | BOOST_AUTO_TEST_CASE(FallbackToCpuRef) |
| 45 | { |
| 46 | using namespace armnn; |
| 47 | |
| 48 | // Create runtime in which test will run and allow fallback to CpuRef. |
| 49 | IRuntime::CreationOptions options; |
| 50 | IRuntimePtr runtime(IRuntime::Create(options)); |
| 51 | |
| 52 | // Builds up the structure of the network. |
| 53 | INetworkPtr net(INetwork::Create()); |
| 54 | |
| 55 | IConnectableLayer* input = net->AddInputLayer(0); |
| 56 | |
| 57 | // This layer configuration isn't supported by CpuAcc but we allow fallback to CpuRef so it shoud pass. |
| 58 | NormalizationDescriptor descriptor; |
| 59 | IConnectableLayer* pooling = net->AddNormalizationLayer(descriptor); |
| 60 | |
| 61 | IConnectableLayer* output = net->AddOutputLayer(0); |
| 62 | |
| 63 | input->GetOutputSlot(0).Connect(pooling->GetInputSlot(0)); |
| 64 | pooling->GetOutputSlot(0).Connect(output->GetInputSlot(0)); |
| 65 | |
| 66 | input->GetOutputSlot(0).SetTensorInfo(TensorInfo({ 1, 1, 4, 4 }, DataType::Float32)); |
| 67 | pooling->GetOutputSlot(0).SetTensorInfo(TensorInfo({ 1, 1, 4, 4 }, DataType::Float32)); |
| 68 | |
| 69 | // optimize the network |
| 70 | std::vector<BackendId> backends = {Compute::CpuAcc, Compute::CpuRef}; |
| 71 | IOptimizedNetworkPtr optNet = Optimize(*net, backends, runtime->GetDeviceSpec()); |
| 72 | |
| 73 | // Load it into the runtime. It should pass. |
| 74 | NetworkId netId; |
| 75 | BOOST_TEST(runtime->LoadNetwork(netId, std::move(optNet)) == Status::Success); |
| 76 | } |
| 77 | |
Matteo Martincigh | e67edb2 | 2019-08-14 14:05:46 +0100 | [diff] [blame] | 78 | #endif |
| 79 | |
kevmay01 | eed8592 | 2019-01-28 08:37:25 +0000 | [diff] [blame] | 80 | BOOST_AUTO_TEST_CASE(NeonGreaterSimpleEndToEndTest) |
| 81 | { |
| 82 | const std::vector<uint8_t> expectedOutput({ 0, 0, 0, 0, 1, 1, 1, 1, |
| 83 | 0, 0, 0, 0, 0, 0, 0, 0 }); |
| 84 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 85 | ComparisonSimpleEndToEnd<armnn::DataType::Float32>(defaultBackends, |
| 86 | ComparisonOperation::Greater, |
| 87 | expectedOutput); |
kevmay01 | eed8592 | 2019-01-28 08:37:25 +0000 | [diff] [blame] | 88 | } |
| 89 | |
| 90 | BOOST_AUTO_TEST_CASE(NeonGreaterSimpleEndToEndUint8Test) |
| 91 | { |
| 92 | const std::vector<uint8_t> expectedOutput({ 0, 0, 0, 0, 1, 1, 1, 1, |
| 93 | 0, 0, 0, 0, 0, 0, 0, 0 }); |
| 94 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 95 | ComparisonSimpleEndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends, |
| 96 | ComparisonOperation::Greater, |
| 97 | expectedOutput); |
kevmay01 | eed8592 | 2019-01-28 08:37:25 +0000 | [diff] [blame] | 98 | } |
| 99 | |
| 100 | BOOST_AUTO_TEST_CASE(NeonGreaterBroadcastEndToEndTest) |
| 101 | { |
| 102 | const std::vector<uint8_t> expectedOutput({ 0, 1, 0, 0, 0, 1, |
| 103 | 1, 1, 1, 1, 1, 1 }); |
| 104 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 105 | ComparisonBroadcastEndToEnd<armnn::DataType::Float32>(defaultBackends, |
| 106 | ComparisonOperation::Greater, |
| 107 | expectedOutput); |
kevmay01 | eed8592 | 2019-01-28 08:37:25 +0000 | [diff] [blame] | 108 | } |
| 109 | |
| 110 | BOOST_AUTO_TEST_CASE(NeonGreaterBroadcastEndToEndUint8Test) |
| 111 | { |
| 112 | const std::vector<uint8_t> expectedOutput({ 0, 1, 0, 0, 0, 1, |
| 113 | 1, 1, 1, 1, 1, 1 }); |
| 114 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 115 | ComparisonBroadcastEndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends, |
| 116 | ComparisonOperation::Greater, |
| 117 | expectedOutput); |
kevmay01 | eed8592 | 2019-01-28 08:37:25 +0000 | [diff] [blame] | 118 | } |
| 119 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 120 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim0Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 121 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 122 | ConcatDim0EndToEnd<armnn::DataType::Float32>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 123 | } |
| 124 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 125 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim0Uint8Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 126 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 127 | ConcatDim0EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 128 | } |
| 129 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 130 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim1Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 131 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 132 | ConcatDim1EndToEnd<armnn::DataType::Float32>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 133 | } |
| 134 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 135 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim1Uint8Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 136 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 137 | ConcatDim1EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 138 | } |
| 139 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 140 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim3Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 141 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 142 | ConcatDim3EndToEnd<armnn::DataType::Float32>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 143 | } |
| 144 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 145 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim3Uint8Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 146 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 147 | ConcatDim3EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 148 | } |
| 149 | |
Aron Virginas-Tar | f97f6da | 2019-10-01 18:35:44 +0100 | [diff] [blame] | 150 | // DepthToSpace |
| 151 | BOOST_AUTO_TEST_CASE(DephtToSpaceEndToEndNchwFloat32) |
| 152 | { |
| 153 | DepthToSpaceEndToEnd<armnn::DataType::Float32>(defaultBackends, armnn::DataLayout::NCHW); |
| 154 | } |
| 155 | |
| 156 | BOOST_AUTO_TEST_CASE(DephtToSpaceEndToEndNchwFloat16) |
| 157 | { |
| 158 | DepthToSpaceEndToEnd<armnn::DataType::Float16>(defaultBackends, armnn::DataLayout::NCHW); |
| 159 | } |
| 160 | |
| 161 | BOOST_AUTO_TEST_CASE(DephtToSpaceEndToEndNchwUint8) |
| 162 | { |
| 163 | DepthToSpaceEndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends, armnn::DataLayout::NCHW); |
| 164 | } |
| 165 | |
| 166 | BOOST_AUTO_TEST_CASE(DephtToSpaceEndToEndNchwInt16) |
| 167 | { |
| 168 | DepthToSpaceEndToEnd<armnn::DataType::QuantisedSymm16>(defaultBackends, armnn::DataLayout::NCHW); |
| 169 | } |
| 170 | |
| 171 | BOOST_AUTO_TEST_CASE(DephtToSpaceEndToEndNhwcFloat32) |
| 172 | { |
| 173 | DepthToSpaceEndToEnd<armnn::DataType::Float32>(defaultBackends, armnn::DataLayout::NHWC); |
| 174 | } |
| 175 | |
| 176 | BOOST_AUTO_TEST_CASE(DephtToSpaceEndToEndNhwcFloat16) |
| 177 | { |
| 178 | DepthToSpaceEndToEnd<armnn::DataType::Float16>(defaultBackends, armnn::DataLayout::NHWC); |
| 179 | } |
| 180 | |
| 181 | BOOST_AUTO_TEST_CASE(DephtToSpaceEndToEndNhwcUint8) |
| 182 | { |
| 183 | DepthToSpaceEndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends, armnn::DataLayout::NHWC); |
| 184 | } |
| 185 | |
| 186 | BOOST_AUTO_TEST_CASE(DephtToSpaceEndToEndNhwcInt16) |
| 187 | { |
| 188 | DepthToSpaceEndToEnd<armnn::DataType::QuantisedSymm16>(defaultBackends, armnn::DataLayout::NHWC); |
| 189 | } |
| 190 | |
| 191 | // Dequantize |
Narumol Prangnawarat | 8c7324d | 2019-05-31 16:42:11 +0100 | [diff] [blame] | 192 | BOOST_AUTO_TEST_CASE(DequantizeEndToEndSimpleTest) |
| 193 | { |
| 194 | DequantizeEndToEndSimple<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 195 | } |
| 196 | |
| 197 | BOOST_AUTO_TEST_CASE(DequantizeEndToEndOffsetTest) |
| 198 | { |
| 199 | DequantizeEndToEndOffset<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 200 | } |
| 201 | |
Nikhil Raj | 1c8adac | 2019-07-22 11:27:29 +0100 | [diff] [blame] | 202 | BOOST_AUTO_TEST_CASE(NeonPreluEndToEndFloat32Test) |
| 203 | { |
| 204 | PreluEndToEndNegativeTest<armnn::DataType::Float32>(defaultBackends); |
| 205 | } |
| 206 | |
| 207 | BOOST_AUTO_TEST_CASE(NeonPreluEndToEndTestUint8Test) |
| 208 | { |
| 209 | PreluEndToEndPositiveTest<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 210 | } |
| 211 | |
Aron Virginas-Tar | f97f6da | 2019-10-01 18:35:44 +0100 | [diff] [blame] | 212 | BOOST_AUTO_TEST_CASE(NeonSpaceToDepthNhwcEndToEndTest1) |
Ellen Norris-Thompson | 2979457 | 2019-06-26 16:40:36 +0100 | [diff] [blame] | 213 | { |
Aron Virginas-Tar | f97f6da | 2019-10-01 18:35:44 +0100 | [diff] [blame] | 214 | SpaceToDepthNhwcEndToEndTest1(defaultBackends); |
Ellen Norris-Thompson | 2979457 | 2019-06-26 16:40:36 +0100 | [diff] [blame] | 215 | } |
| 216 | |
Aron Virginas-Tar | f97f6da | 2019-10-01 18:35:44 +0100 | [diff] [blame] | 217 | BOOST_AUTO_TEST_CASE(NeonSpaceToDepthNchwEndToEndTest1) |
Ellen Norris-Thompson | 2979457 | 2019-06-26 16:40:36 +0100 | [diff] [blame] | 218 | { |
Aron Virginas-Tar | f97f6da | 2019-10-01 18:35:44 +0100 | [diff] [blame] | 219 | SpaceToDepthNchwEndToEndTest1(defaultBackends); |
Ellen Norris-Thompson | 2979457 | 2019-06-26 16:40:36 +0100 | [diff] [blame] | 220 | } |
| 221 | |
Aron Virginas-Tar | f97f6da | 2019-10-01 18:35:44 +0100 | [diff] [blame] | 222 | BOOST_AUTO_TEST_CASE(NeonSpaceToDepthNhwcEndToEndTest2) |
Ellen Norris-Thompson | 2979457 | 2019-06-26 16:40:36 +0100 | [diff] [blame] | 223 | { |
Aron Virginas-Tar | f97f6da | 2019-10-01 18:35:44 +0100 | [diff] [blame] | 224 | SpaceToDepthNhwcEndToEndTest2(defaultBackends); |
Ellen Norris-Thompson | 2979457 | 2019-06-26 16:40:36 +0100 | [diff] [blame] | 225 | } |
| 226 | |
Aron Virginas-Tar | f97f6da | 2019-10-01 18:35:44 +0100 | [diff] [blame] | 227 | BOOST_AUTO_TEST_CASE(NeonSpaceToDepthNchwEndToEndTest2) |
Ellen Norris-Thompson | 2979457 | 2019-06-26 16:40:36 +0100 | [diff] [blame] | 228 | { |
Aron Virginas-Tar | f97f6da | 2019-10-01 18:35:44 +0100 | [diff] [blame] | 229 | SpaceToDepthNchwEndToEndTest2(defaultBackends); |
Ellen Norris-Thompson | 2979457 | 2019-06-26 16:40:36 +0100 | [diff] [blame] | 230 | } |
| 231 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 232 | BOOST_AUTO_TEST_CASE(NeonSplitter1dEndToEndTest) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 233 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 234 | Splitter1dEndToEnd<armnn::DataType::Float32>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 235 | } |
| 236 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 237 | BOOST_AUTO_TEST_CASE(NeonSplitter1dEndToEndUint8Test) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 238 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 239 | Splitter1dEndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 240 | } |
| 241 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 242 | BOOST_AUTO_TEST_CASE(NeonSplitter2dDim0EndToEndTest) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 243 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 244 | Splitter2dDim0EndToEnd<armnn::DataType::Float32>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 245 | } |
| 246 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 247 | BOOST_AUTO_TEST_CASE(NeonSplitter2dDim1EndToEndTest) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 248 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 249 | Splitter2dDim1EndToEnd<armnn::DataType::Float32>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 250 | } |
| 251 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 252 | BOOST_AUTO_TEST_CASE(NeonSplitter2dDim0EndToEndUint8Test) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 253 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 254 | Splitter2dDim0EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 255 | } |
| 256 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 257 | BOOST_AUTO_TEST_CASE(NeonSplitter2dDim1EndToEndUint8Test) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 258 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 259 | Splitter2dDim1EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 260 | } |
| 261 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 262 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim0EndToEndTest) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 263 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 264 | Splitter3dDim0EndToEnd<armnn::DataType::Float32>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 265 | } |
| 266 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 267 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim1EndToEndTest) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 268 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 269 | Splitter3dDim1EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 270 | } |
| 271 | |
| 272 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim2EndToEndTest) |
| 273 | { |
| 274 | Splitter3dDim2EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 275 | } |
| 276 | |
| 277 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim0EndToEndUint8Test) |
| 278 | { |
| 279 | Splitter3dDim0EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 280 | } |
| 281 | |
| 282 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim1EndToEndUint8Test) |
| 283 | { |
| 284 | Splitter3dDim1EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 285 | } |
| 286 | |
| 287 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim2EndToEndUint8Test) |
| 288 | { |
| 289 | Splitter3dDim2EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 290 | } |
| 291 | |
| 292 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim0EndToEndTest) |
| 293 | { |
| 294 | Splitter4dDim0EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 295 | } |
| 296 | |
| 297 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim1EndToEndTest) |
| 298 | { |
| 299 | Splitter4dDim1EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 300 | } |
| 301 | |
| 302 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim2EndToEndTest) |
| 303 | { |
| 304 | Splitter4dDim2EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 305 | } |
| 306 | |
| 307 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim3EndToEndTest) |
| 308 | { |
| 309 | Splitter4dDim3EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 310 | } |
| 311 | |
| 312 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim0EndToEndUint8Test) |
| 313 | { |
| 314 | Splitter4dDim0EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 315 | } |
| 316 | |
| 317 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim1EndToEndUint8Test) |
| 318 | { |
| 319 | Splitter4dDim1EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 320 | } |
| 321 | |
| 322 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim2EndToEndUint8Test) |
| 323 | { |
| 324 | Splitter4dDim2EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 325 | } |
| 326 | |
| 327 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim3EndToEndUint8Test) |
| 328 | { |
| 329 | Splitter4dDim3EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 330 | } |
| 331 | |
Francis Murtagh | b3fc252 | 2019-08-09 13:20:50 +0100 | [diff] [blame] | 332 | BOOST_AUTO_TEST_CASE(NeonQuantizedLstmEndToEndTest) |
| 333 | { |
| 334 | QuantizedLstmEndToEnd(defaultBackends); |
| 335 | } |
| 336 | |
Sadik Armagan | 581742d | 2019-08-12 14:11:37 +0100 | [diff] [blame] | 337 | BOOST_AUTO_TEST_CASE(NeonTransposeConvolution2dEndToEndFloatNchwTest) |
| 338 | { |
| 339 | TransposeConvolution2dEndToEnd<armnn::DataType::Float32, armnn::DataType::Float32>( |
| 340 | defaultBackends, armnn::DataLayout::NCHW); |
| 341 | } |
| 342 | |
| 343 | BOOST_AUTO_TEST_CASE(NeonTransposeConvolution2dEndToEndUint8NchwTest) |
| 344 | { |
| 345 | TransposeConvolution2dEndToEnd<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>( |
| 346 | defaultBackends, armnn::DataLayout::NCHW); |
| 347 | } |
| 348 | |
| 349 | BOOST_AUTO_TEST_CASE(NeonTransposeConvolution2dEndToEndFloatNhwcTest) |
| 350 | { |
| 351 | TransposeConvolution2dEndToEnd<armnn::DataType::Float32, armnn::DataType::Float32>( |
| 352 | defaultBackends, armnn::DataLayout::NHWC); |
| 353 | } |
| 354 | |
| 355 | BOOST_AUTO_TEST_CASE(NeonTransposeConvolution2dEndToEndUint8NhwcTest) |
| 356 | { |
| 357 | TransposeConvolution2dEndToEnd<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>( |
| 358 | defaultBackends, armnn::DataLayout::NHWC); |
| 359 | } |
| 360 | |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 361 | BOOST_AUTO_TEST_CASE(NeonImportNonAlignedInputPointerTest) |
| 362 | { |
| 363 | ImportNonAlignedInputPointerTest(defaultBackends); |
| 364 | } |
| 365 | |
Ferran Balaguer | 83239f9 | 2019-09-19 11:49:25 +0100 | [diff] [blame] | 366 | BOOST_AUTO_TEST_CASE(NeonExportNonAlignedOutputPointerTest) |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 367 | { |
Ferran Balaguer | 83239f9 | 2019-09-19 11:49:25 +0100 | [diff] [blame] | 368 | ExportNonAlignedOutputPointerTest(defaultBackends); |
| 369 | } |
| 370 | |
James Conroy | ffab16f | 2019-11-07 14:37:09 +0000 | [diff] [blame] | 371 | BOOST_AUTO_TEST_CASE(NeonImportAlignedPointerTest, * boost::unit_test::disabled()) |
Ferran Balaguer | 83239f9 | 2019-09-19 11:49:25 +0100 | [diff] [blame] | 372 | { |
| 373 | ImportAlignedPointerTest(defaultBackends); |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 374 | } |
| 375 | |
James Conroy | ffab16f | 2019-11-07 14:37:09 +0000 | [diff] [blame] | 376 | BOOST_AUTO_TEST_CASE(NeonImportOnlyWorkload, * boost::unit_test::disabled()) |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 377 | { |
Ferran Balaguer | 83239f9 | 2019-09-19 11:49:25 +0100 | [diff] [blame] | 378 | ImportOnlyWorkload(defaultBackends); |
| 379 | } |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 380 | |
James Conroy | ffab16f | 2019-11-07 14:37:09 +0000 | [diff] [blame] | 381 | BOOST_AUTO_TEST_CASE(NeonExportOnlyWorkload, * boost::unit_test::disabled()) |
Ferran Balaguer | 83239f9 | 2019-09-19 11:49:25 +0100 | [diff] [blame] | 382 | { |
| 383 | ExportOnlyWorkload(defaultBackends); |
| 384 | } |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 385 | |
James Conroy | ffab16f | 2019-11-07 14:37:09 +0000 | [diff] [blame] | 386 | BOOST_AUTO_TEST_CASE(NeonImportAndExportWorkload, * boost::unit_test::disabled()) |
Ferran Balaguer | 83239f9 | 2019-09-19 11:49:25 +0100 | [diff] [blame] | 387 | { |
| 388 | ImportAndExportWorkload(defaultBackends); |
| 389 | } |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 390 | |
James Conroy | ffab16f | 2019-11-07 14:37:09 +0000 | [diff] [blame] | 391 | BOOST_AUTO_TEST_CASE(NeonExportOutputWithSeveralOutputSlotConnectionsTest, * boost::unit_test::disabled()) |
Ferran Balaguer | 83239f9 | 2019-09-19 11:49:25 +0100 | [diff] [blame] | 392 | { |
| 393 | ExportOutputWithSeveralOutputSlotConnectionsTest(defaultBackends); |
David Monahan | 3fb7e10 | 2019-08-20 11:25:29 +0100 | [diff] [blame] | 394 | } |
| 395 | |
Sadik Armagan | 062e0e9 | 2019-10-14 10:31:43 +0100 | [diff] [blame] | 396 | // InstanceNormalization |
| 397 | BOOST_AUTO_TEST_CASE(NeonInstanceNormalizationNchwEndToEndTest1) |
| 398 | { |
| 399 | InstanceNormalizationNchwEndToEndTest1(defaultBackends); |
| 400 | } |
| 401 | |
| 402 | BOOST_AUTO_TEST_CASE(NeonInstanceNormalizationNchwEndToEndTest2) |
| 403 | { |
| 404 | InstanceNormalizationNchwEndToEndTest2(defaultBackends); |
| 405 | } |
| 406 | |
James Conroy | 68a4dbc | 2019-11-13 15:35:59 +0000 | [diff] [blame] | 407 | // ArgMinMax |
| 408 | BOOST_AUTO_TEST_CASE(NeonArgMaxSimpleTest) |
| 409 | { |
| 410 | ArgMaxEndToEndSimple<armnn::DataType::Float32>(defaultBackends); |
| 411 | } |
| 412 | |
| 413 | BOOST_AUTO_TEST_CASE(NeonArgMinSimpleTest) |
| 414 | { |
| 415 | ArgMinEndToEndSimple<armnn::DataType::Float32>(defaultBackends); |
| 416 | } |
| 417 | |
| 418 | BOOST_AUTO_TEST_CASE(NeonArgMaxAxis0Test) |
| 419 | { |
| 420 | ArgMaxAxis0EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 421 | } |
| 422 | |
| 423 | BOOST_AUTO_TEST_CASE(NeonArgMinAxis0Test) |
| 424 | { |
| 425 | ArgMinAxis0EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 426 | } |
| 427 | |
| 428 | BOOST_AUTO_TEST_CASE(NeonArgMaxAxis1Test) |
| 429 | { |
| 430 | ArgMaxAxis1EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 431 | } |
| 432 | |
| 433 | BOOST_AUTO_TEST_CASE(NeonArgMinAxis1Test) |
| 434 | { |
| 435 | ArgMinAxis1EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 436 | } |
| 437 | |
| 438 | BOOST_AUTO_TEST_CASE(NeonArgMaxAxis2Test) |
| 439 | { |
| 440 | ArgMaxAxis2EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 441 | } |
| 442 | |
| 443 | BOOST_AUTO_TEST_CASE(NeonArgMinAxis2Test) |
| 444 | { |
| 445 | ArgMinAxis2EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 446 | } |
| 447 | |
| 448 | BOOST_AUTO_TEST_CASE(NeonArgMaxAxis3Test) |
| 449 | { |
| 450 | ArgMaxAxis3EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 451 | } |
| 452 | |
| 453 | BOOST_AUTO_TEST_CASE(NeonArgMinAxis3Test) |
| 454 | { |
| 455 | ArgMinAxis3EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 456 | } |
| 457 | |
Francis Murtagh | 52ec346 | 2019-11-19 12:24:19 +0000 | [diff] [blame] | 458 | BOOST_AUTO_TEST_CASE(NeonArgMaxSimpleTestQuantisedAsymm8) |
| 459 | { |
| 460 | ArgMaxEndToEndSimple<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 461 | } |
| 462 | |
| 463 | BOOST_AUTO_TEST_CASE(NeonArgMinSimpleTestQuantisedAsymm8) |
| 464 | { |
| 465 | ArgMinEndToEndSimple<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 466 | } |
| 467 | |
| 468 | BOOST_AUTO_TEST_CASE(NeonArgMaxAxis0TestQuantisedAsymm8) |
| 469 | { |
| 470 | ArgMaxAxis0EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 471 | } |
| 472 | |
| 473 | BOOST_AUTO_TEST_CASE(NeonArgMinAxis0TestQuantisedAsymm8) |
| 474 | { |
| 475 | ArgMinAxis0EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 476 | } |
| 477 | |
| 478 | BOOST_AUTO_TEST_CASE(NeonArgMaxAxis1TestQuantisedAsymm8) |
| 479 | { |
| 480 | ArgMaxAxis1EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 481 | } |
| 482 | |
| 483 | BOOST_AUTO_TEST_CASE(NeonArgMinAxis1TestQuantisedAsymm8) |
| 484 | { |
| 485 | ArgMinAxis1EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 486 | } |
| 487 | |
| 488 | BOOST_AUTO_TEST_CASE(NeonArgMaxAxis2TestQuantisedAsymm8) |
| 489 | { |
| 490 | ArgMaxAxis2EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 491 | } |
| 492 | |
| 493 | BOOST_AUTO_TEST_CASE(NeonArgMinAxis2TestQuantisedAsymm8) |
| 494 | { |
| 495 | ArgMinAxis2EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 496 | } |
| 497 | |
| 498 | BOOST_AUTO_TEST_CASE(NeonArgMaxAxis3TestQuantisedAsymm8) |
| 499 | { |
| 500 | ArgMaxAxis3EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 501 | } |
| 502 | |
| 503 | BOOST_AUTO_TEST_CASE(NeonArgMinAxis3TestQuantisedAsymm8) |
| 504 | { |
| 505 | ArgMinAxis3EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 506 | } |
| 507 | |
Derek Lamberti | 6a5e5e8 | 2019-12-05 14:41:20 +0000 | [diff] [blame] | 508 | BOOST_AUTO_TEST_CASE(NeonDetectionPostProcessRegularNmsTest) |
| 509 | { |
| 510 | std::vector<float> boxEncodings({ |
| 511 | 0.0f, 0.0f, 0.0f, 0.0f, |
| 512 | 0.0f, 1.0f, 0.0f, 0.0f, |
| 513 | 0.0f, -1.0f, 0.0f, 0.0f, |
| 514 | 0.0f, 0.0f, 0.0f, 0.0f, |
| 515 | 0.0f, 1.0f, 0.0f, 0.0f, |
| 516 | 0.0f, 0.0f, 0.0f, 0.0f |
| 517 | }); |
| 518 | std::vector<float> scores({ |
| 519 | 0.0f, 0.9f, 0.8f, |
| 520 | 0.0f, 0.75f, 0.72f, |
| 521 | 0.0f, 0.6f, 0.5f, |
| 522 | 0.0f, 0.93f, 0.95f, |
| 523 | 0.0f, 0.5f, 0.4f, |
| 524 | 0.0f, 0.3f, 0.2f |
| 525 | }); |
| 526 | std::vector<float> anchors({ |
| 527 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 528 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 529 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 530 | 0.5f, 10.5f, 1.0f, 1.0f, |
| 531 | 0.5f, 10.5f, 1.0f, 1.0f, |
| 532 | 0.5f, 100.5f, 1.0f, 1.0f |
| 533 | }); |
| 534 | DetectionPostProcessRegularNmsEndToEnd<armnn::DataType::Float32>(defaultBackends, boxEncodings, scores, anchors); |
| 535 | } |
| 536 | |
| 537 | inline void QuantizeData(uint8_t* quant, const float* dequant, const TensorInfo& info) |
| 538 | { |
| 539 | for (size_t i = 0; i < info.GetNumElements(); i++) |
| 540 | { |
| 541 | quant[i] = armnn::Quantize<uint8_t>(dequant[i], info.GetQuantizationScale(), info.GetQuantizationOffset()); |
| 542 | } |
| 543 | } |
| 544 | |
| 545 | BOOST_AUTO_TEST_CASE(NeonDetectionPostProcessRegularNmsUint8Test) |
| 546 | { |
| 547 | armnn::TensorInfo boxEncodingsInfo({ 1, 6, 4 }, armnn::DataType::Float32); |
| 548 | armnn::TensorInfo scoresInfo({ 1, 6, 3 }, armnn::DataType::Float32); |
| 549 | armnn::TensorInfo anchorsInfo({ 6, 4 }, armnn::DataType::Float32); |
| 550 | |
| 551 | boxEncodingsInfo.SetQuantizationScale(1.0f); |
| 552 | boxEncodingsInfo.SetQuantizationOffset(1); |
| 553 | scoresInfo.SetQuantizationScale(0.01f); |
| 554 | scoresInfo.SetQuantizationOffset(0); |
| 555 | anchorsInfo.SetQuantizationScale(0.5f); |
| 556 | anchorsInfo.SetQuantizationOffset(0); |
| 557 | |
| 558 | std::vector<float> boxEncodings({ |
| 559 | 0.0f, 0.0f, 0.0f, 0.0f, |
| 560 | 0.0f, 1.0f, 0.0f, 0.0f, |
| 561 | 0.0f, -1.0f, 0.0f, 0.0f, |
| 562 | 0.0f, 0.0f, 0.0f, 0.0f, |
| 563 | 0.0f, 1.0f, 0.0f, 0.0f, |
| 564 | 0.0f, 0.0f, 0.0f, 0.0f |
| 565 | }); |
| 566 | std::vector<float> scores({ |
| 567 | 0.0f, 0.9f, 0.8f, |
| 568 | 0.0f, 0.75f, 0.72f, |
| 569 | 0.0f, 0.6f, 0.5f, |
| 570 | 0.0f, 0.93f, 0.95f, |
| 571 | 0.0f, 0.5f, 0.4f, |
| 572 | 0.0f, 0.3f, 0.2f |
| 573 | }); |
| 574 | std::vector<float> anchors({ |
| 575 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 576 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 577 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 578 | 0.5f, 10.5f, 1.0f, 1.0f, |
| 579 | 0.5f, 10.5f, 1.0f, 1.0f, |
| 580 | 0.5f, 100.5f, 1.0f, 1.0f |
| 581 | }); |
| 582 | |
| 583 | std::vector<uint8_t> qBoxEncodings(boxEncodings.size(), 0); |
| 584 | std::vector<uint8_t> qScores(scores.size(), 0); |
| 585 | std::vector<uint8_t> qAnchors(anchors.size(), 0); |
| 586 | QuantizeData(qBoxEncodings.data(), boxEncodings.data(), boxEncodingsInfo); |
| 587 | QuantizeData(qScores.data(), scores.data(), scoresInfo); |
| 588 | QuantizeData(qAnchors.data(), anchors.data(), anchorsInfo); |
| 589 | DetectionPostProcessRegularNmsEndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends, qBoxEncodings, |
| 590 | qScores, qAnchors, |
| 591 | 1.0f, 1, 0.01f, 0, 0.5f, 0); |
| 592 | } |
| 593 | |
| 594 | BOOST_AUTO_TEST_CASE(NeonDetectionPostProcessFastNmsTest) |
| 595 | { |
| 596 | std::vector<float> boxEncodings({ |
| 597 | 0.0f, 0.0f, 0.0f, 0.0f, |
| 598 | 0.0f, 1.0f, 0.0f, 0.0f, |
| 599 | 0.0f, -1.0f, 0.0f, 0.0f, |
| 600 | 0.0f, 0.0f, 0.0f, 0.0f, |
| 601 | 0.0f, 1.0f, 0.0f, 0.0f, |
| 602 | 0.0f, 0.0f, 0.0f, 0.0f |
| 603 | }); |
| 604 | std::vector<float> scores({ |
| 605 | 0.0f, 0.9f, 0.8f, |
| 606 | 0.0f, 0.75f, 0.72f, |
| 607 | 0.0f, 0.6f, 0.5f, |
| 608 | 0.0f, 0.93f, 0.95f, |
| 609 | 0.0f, 0.5f, 0.4f, |
| 610 | 0.0f, 0.3f, 0.2f |
| 611 | }); |
| 612 | std::vector<float> anchors({ |
| 613 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 614 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 615 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 616 | 0.5f, 10.5f, 1.0f, 1.0f, |
| 617 | 0.5f, 10.5f, 1.0f, 1.0f, |
| 618 | 0.5f, 100.5f, 1.0f, 1.0f |
| 619 | }); |
| 620 | DetectionPostProcessFastNmsEndToEnd<armnn::DataType::Float32>(defaultBackends, boxEncodings, scores, anchors); |
| 621 | } |
| 622 | |
| 623 | BOOST_AUTO_TEST_CASE(RefDetectionPostProcessFastNmsUint8Test) |
| 624 | { |
| 625 | armnn::TensorInfo boxEncodingsInfo({ 1, 6, 4 }, armnn::DataType::Float32); |
| 626 | armnn::TensorInfo scoresInfo({ 1, 6, 3 }, armnn::DataType::Float32); |
| 627 | armnn::TensorInfo anchorsInfo({ 6, 4 }, armnn::DataType::Float32); |
| 628 | |
| 629 | boxEncodingsInfo.SetQuantizationScale(1.0f); |
| 630 | boxEncodingsInfo.SetQuantizationOffset(1); |
| 631 | scoresInfo.SetQuantizationScale(0.01f); |
| 632 | scoresInfo.SetQuantizationOffset(0); |
| 633 | anchorsInfo.SetQuantizationScale(0.5f); |
| 634 | anchorsInfo.SetQuantizationOffset(0); |
| 635 | |
| 636 | std::vector<float> boxEncodings({ |
| 637 | 0.0f, 0.0f, 0.0f, 0.0f, |
| 638 | 0.0f, 1.0f, 0.0f, 0.0f, |
| 639 | 0.0f, -1.0f, 0.0f, 0.0f, |
| 640 | 0.0f, 0.0f, 0.0f, 0.0f, |
| 641 | 0.0f, 1.0f, 0.0f, 0.0f, |
| 642 | 0.0f, 0.0f, 0.0f, 0.0f |
| 643 | }); |
| 644 | std::vector<float> scores({ |
| 645 | 0.0f, 0.9f, 0.8f, |
| 646 | 0.0f, 0.75f, 0.72f, |
| 647 | 0.0f, 0.6f, 0.5f, |
| 648 | 0.0f, 0.93f, 0.95f, |
| 649 | 0.0f, 0.5f, 0.4f, |
| 650 | 0.0f, 0.3f, 0.2f |
| 651 | }); |
| 652 | std::vector<float> anchors({ |
| 653 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 654 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 655 | 0.5f, 0.5f, 1.0f, 1.0f, |
| 656 | 0.5f, 10.5f, 1.0f, 1.0f, |
| 657 | 0.5f, 10.5f, 1.0f, 1.0f, |
| 658 | 0.5f, 100.5f, 1.0f, 1.0f |
| 659 | }); |
| 660 | |
| 661 | std::vector<uint8_t> qBoxEncodings(boxEncodings.size(), 0); |
| 662 | std::vector<uint8_t> qScores(scores.size(), 0); |
| 663 | std::vector<uint8_t> qAnchors(anchors.size(), 0); |
| 664 | QuantizeData(qBoxEncodings.data(), boxEncodings.data(), boxEncodingsInfo); |
| 665 | QuantizeData(qScores.data(), scores.data(), scoresInfo); |
| 666 | QuantizeData(qAnchors.data(), anchors.data(), anchorsInfo); |
| 667 | DetectionPostProcessFastNmsEndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends, qBoxEncodings, |
| 668 | qScores, qAnchors, |
| 669 | 1.0f, 1, 0.01f, 0, 0.5f, 0); |
| 670 | } |
| 671 | |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 672 | BOOST_AUTO_TEST_SUITE_END() |