telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [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 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 4 | // |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 5 | |
| 6 | #include "CpuTensorHandle.hpp" |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 7 | #include "WorkloadFactory.hpp" |
| 8 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 9 | |
| 10 | #include <Layer.hpp> |
| 11 | #include <LayersFwd.hpp> |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 12 | |
David Beck | b4540be | 2018-09-24 13:18:27 +0100 | [diff] [blame] | 13 | #include <armnn/Types.hpp> |
| 14 | #include <armnn/LayerSupport.hpp> |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 15 | #include <armnn/ILayerSupport.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 16 | |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 17 | #include <backendsCommon/BackendRegistry.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 18 | #include <backendsCommon/WorkloadFactory.hpp> |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 19 | #include <backendsCommon/IBackendInternal.hpp> |
Francis Murtagh | 46c09d0 | 2019-05-28 08:15:28 +0100 | [diff] [blame] | 20 | #include <backendsCommon/test/WorkloadTestUtils.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 21 | |
| 22 | #include <boost/cast.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 23 | #include <boost/iterator/transform_iterator.hpp> |
| 24 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 25 | #include <cstring> |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 26 | #include <sstream> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 27 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 28 | namespace armnn |
| 29 | { |
| 30 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 31 | namespace |
| 32 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 33 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 34 | const TensorInfo OverrideDataType(const TensorInfo& info, Optional<DataType> type) |
| 35 | { |
| 36 | if (!type) |
| 37 | { |
| 38 | return info; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 39 | } |
| 40 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 41 | return TensorInfo(info.GetShape(), type.value(), info.GetQuantizationScale(), info.GetQuantizationOffset()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 42 | } |
| 43 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 44 | } // anonymous namespace |
| 45 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 46 | bool IWorkloadFactory::IsLayerSupported(const BackendId& backendId, |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 47 | const IConnectableLayer& connectableLayer, |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 48 | Optional<DataType> dataType, |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 49 | std::string& outReasonIfUnsupported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 50 | { |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 51 | Optional<std::string&> reason = outReasonIfUnsupported; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 52 | bool result; |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 53 | const Layer& layer = *(boost::polymorphic_downcast<const Layer*>(&connectableLayer)); |
| 54 | |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 55 | auto const& backendRegistry = BackendRegistryInstance(); |
| 56 | if (!backendRegistry.IsBackendRegistered(backendId)) |
| 57 | { |
| 58 | std::stringstream ss; |
| 59 | ss << connectableLayer.GetName() << " is not supported on " << backendId |
| 60 | << " because this backend is not registered."; |
| 61 | |
| 62 | outReasonIfUnsupported = ss.str(); |
| 63 | return false; |
| 64 | } |
| 65 | |
| 66 | auto backendFactory = backendRegistry.GetFactory(backendId); |
| 67 | auto backendObject = backendFactory(); |
| 68 | auto layerSupportObject = backendObject->GetLayerSupport(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 69 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 70 | switch(layer.GetType()) |
| 71 | { |
Kevin May | 868eb14 | 2019-09-04 17:29:31 +0100 | [diff] [blame] | 72 | case LayerType::Abs: |
| 73 | { |
| 74 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 75 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 76 | result = layerSupportObject->IsAbsSupported(OverrideDataType(input, dataType), |
| 77 | OverrideDataType(output, dataType), |
| 78 | reason); |
| 79 | break; |
| 80 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 81 | case LayerType::Activation: |
| 82 | { |
| 83 | auto cLayer = boost::polymorphic_downcast<const ActivationLayer*>(&layer); |
| 84 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 85 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 86 | result = layerSupportObject->IsActivationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 87 | OverrideDataType(input, dataType), |
| 88 | OverrideDataType(output, dataType), |
| 89 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 90 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 91 | break; |
| 92 | } |
| 93 | case LayerType::Addition: |
| 94 | { |
| 95 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 96 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 97 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 98 | result = layerSupportObject->IsAdditionSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 99 | OverrideDataType(input0, dataType), |
| 100 | OverrideDataType(input1, dataType), |
| 101 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 102 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 103 | break; |
| 104 | } |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 105 | case LayerType::ArgMinMax: |
| 106 | { |
| 107 | auto cLayer = boost::polymorphic_downcast<const ArgMinMaxLayer*>(&layer); |
| 108 | const ArgMinMaxDescriptor& descriptor = cLayer->GetParameters(); |
| 109 | |
| 110 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 111 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 112 | result = layerSupportObject->IsArgMinMaxSupported( |
| 113 | OverrideDataType(input, dataType), |
| 114 | OverrideDataType(output, dataType), |
| 115 | descriptor, |
| 116 | reason); |
| 117 | break; |
| 118 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 119 | case LayerType::BatchNormalization: |
| 120 | { |
| 121 | auto cLayer = boost::polymorphic_downcast<const BatchNormalizationLayer*>(&layer); |
| 122 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 123 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 124 | const TensorInfo& mean = cLayer->m_Mean->GetTensorInfo(); |
| 125 | const TensorInfo& var = cLayer->m_Variance->GetTensorInfo(); |
| 126 | const TensorInfo& beta = cLayer->m_Beta->GetTensorInfo(); |
| 127 | const TensorInfo& gamma = cLayer->m_Gamma->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 128 | result = layerSupportObject->IsBatchNormalizationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 129 | OverrideDataType(input, dataType), |
| 130 | OverrideDataType(output, dataType), |
| 131 | OverrideDataType(mean, dataType), |
| 132 | OverrideDataType(var, dataType), |
| 133 | OverrideDataType(beta, dataType), |
| 134 | OverrideDataType(gamma, dataType), |
| 135 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 136 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 137 | break; |
| 138 | } |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 139 | case LayerType::BatchToSpaceNd: |
| 140 | { |
| 141 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 142 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 143 | auto cLayer = boost::polymorphic_downcast<const BatchToSpaceNdLayer*>(&layer); |
| 144 | |
| 145 | result = layerSupportObject->IsBatchToSpaceNdSupported(OverrideDataType(input, dataType), |
| 146 | OverrideDataType(output, dataType), |
| 147 | cLayer->GetParameters(), |
| 148 | reason); |
| 149 | break; |
| 150 | } |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 151 | case LayerType::Comparison: |
| 152 | { |
| 153 | auto cLayer = boost::polymorphic_downcast<const ComparisonLayer*>(&layer); |
| 154 | |
| 155 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 156 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 157 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 158 | |
| 159 | result = layerSupportObject->IsComparisonSupported(OverrideDataType(input0, dataType), |
| 160 | OverrideDataType(input1, dataType), |
| 161 | OverrideDataType(output, DataType::Boolean), |
| 162 | cLayer->GetParameters(), |
| 163 | reason); |
| 164 | break; |
| 165 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 166 | case LayerType::Constant: |
| 167 | { |
| 168 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 169 | result = layerSupportObject->IsConstantSupported(OverrideDataType(output, dataType), reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 170 | break; |
| 171 | } |
| 172 | case LayerType::ConvertFp16ToFp32: |
| 173 | { |
| 174 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 175 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 176 | result = layerSupportObject->IsConvertFp16ToFp32Supported(input, output, reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 177 | break; |
| 178 | } |
| 179 | case LayerType::ConvertFp32ToFp16: |
| 180 | { |
| 181 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 182 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 183 | result = layerSupportObject->IsConvertFp32ToFp16Supported(input, output, reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 184 | break; |
| 185 | } |
| 186 | case LayerType::Convolution2d: |
| 187 | { |
| 188 | auto cLayer = boost::polymorphic_downcast<const Convolution2dLayer*>(&layer); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 189 | |
| 190 | const TensorInfo input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 191 | dataType); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 192 | const TensorInfo output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 193 | BOOST_ASSERT(cLayer->m_Weight.get() != nullptr); |
| 194 | |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 195 | const Convolution2dDescriptor& descriptor = cLayer->GetParameters(); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 196 | |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 197 | // Construct optional biases object based on the value of m_BiasEnabled |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 198 | Optional<TensorInfo> biases; |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 199 | if (descriptor.m_BiasEnabled) |
| 200 | { |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 201 | biases = |
| 202 | OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 203 | } |
| 204 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 205 | result = layerSupportObject->IsConvolution2dSupported( |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 206 | input, |
| 207 | output, |
| 208 | descriptor, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 209 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 210 | biases, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 211 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 212 | break; |
| 213 | } |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 214 | case LayerType::Debug: |
| 215 | { |
| 216 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 217 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 218 | |
| 219 | result = layerSupportObject->IsDebugSupported(OverrideDataType(input, dataType), |
| 220 | OverrideDataType(output, dataType), |
| 221 | reason); |
| 222 | break; |
| 223 | } |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 224 | case LayerType::DepthToSpace: |
| 225 | { |
| 226 | auto cLayer = boost::polymorphic_downcast<const DepthToSpaceLayer*>(&layer); |
| 227 | |
| 228 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 229 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 230 | |
| 231 | result = layerSupportObject->IsDepthToSpaceSupported(OverrideDataType(input, dataType), |
| 232 | OverrideDataType(output, dataType), |
| 233 | cLayer->GetParameters(), |
| 234 | reason); |
| 235 | break; |
| 236 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 237 | case LayerType::DepthwiseConvolution2d: |
| 238 | { |
| 239 | auto cLayer = boost::polymorphic_downcast<const DepthwiseConvolution2dLayer*>(&layer); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 240 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 241 | dataType); |
| 242 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 243 | BOOST_ASSERT(cLayer->m_Weight.get() != nullptr); |
| 244 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 245 | const DepthwiseConvolution2dDescriptor& descriptor = cLayer->GetParameters(); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 246 | |
| 247 | // Construct optional biases object based on the value of m_BiasEnabled |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 248 | Optional<TensorInfo> biases; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 249 | if (descriptor.m_BiasEnabled) |
| 250 | { |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 251 | biases = |
| 252 | OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 253 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 254 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 255 | result = layerSupportObject->IsDepthwiseConvolutionSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 256 | input, |
| 257 | output, |
| 258 | descriptor, |
| 259 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 260 | biases, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 261 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 262 | break; |
| 263 | } |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 264 | case LayerType::Dequantize: |
| 265 | { |
| 266 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 267 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 268 | |
| 269 | result = layerSupportObject->IsDequantizeSupported(OverrideDataType(input, dataType), |
| 270 | OverrideDataType(output, DataType::Float32), |
| 271 | reason); |
| 272 | break; |
| 273 | } |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 274 | case LayerType::DetectionPostProcess: |
| 275 | { |
| 276 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 277 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 278 | auto cLayer = boost::polymorphic_downcast<const DetectionPostProcessLayer*>(&layer); |
| 279 | const DetectionPostProcessDescriptor& descriptor = cLayer->GetParameters(); |
| 280 | result = layerSupportObject->IsDetectionPostProcessSupported(input0, |
| 281 | input1, |
| 282 | descriptor, |
| 283 | reason); |
| 284 | break; |
| 285 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 286 | case LayerType::FakeQuantization: |
| 287 | { |
| 288 | auto cLayer = boost::polymorphic_downcast<const FakeQuantizationLayer*>(&layer); |
| 289 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 290 | result = layerSupportObject->IsFakeQuantizationSupported(OverrideDataType(input, dataType), |
| 291 | cLayer->GetParameters(), |
| 292 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 293 | break; |
| 294 | } |
| 295 | case LayerType::Floor: |
| 296 | { |
| 297 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 298 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 299 | result = layerSupportObject->IsFloorSupported(OverrideDataType(input, dataType), |
| 300 | OverrideDataType(output, dataType), |
| 301 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 302 | break; |
| 303 | } |
| 304 | case LayerType::FullyConnected: |
| 305 | { |
| 306 | auto cLayer = boost::polymorphic_downcast<const FullyConnectedLayer*>(&layer); |
| 307 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 308 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 309 | BOOST_ASSERT(cLayer->m_Weight.get() != nullptr); |
| 310 | |
| 311 | TensorInfo biasInfo; |
| 312 | const TensorInfo * biasInfoPtr = nullptr; |
| 313 | static const TensorInfo dummyFloat16Bias(TensorShape({1,1,1,1}), DataType::Float16); |
| 314 | static const TensorInfo dummyFloat32Bias(TensorShape({1,1,1,1}), DataType::Float32); |
| 315 | static const TensorInfo dummyQA8Bias(TensorShape({1,1,1,1}), DataType::Signed32); |
| 316 | |
| 317 | const FullyConnectedDescriptor& descriptor = cLayer->GetParameters(); |
| 318 | if (descriptor.m_BiasEnabled) |
| 319 | { |
| 320 | BOOST_ASSERT(cLayer->m_Bias.get() != nullptr); |
| 321 | biasInfo = OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
| 322 | biasInfoPtr = &biasInfo; |
| 323 | } |
| 324 | else |
| 325 | { |
| 326 | // If biases are not enabled pass a dummy tensorinfo for the validation |
| 327 | switch(input.GetDataType()) |
| 328 | { |
| 329 | case DataType::Float16: |
| 330 | { |
| 331 | biasInfoPtr = &dummyFloat16Bias; |
| 332 | break; |
| 333 | } |
| 334 | case DataType::Float32: |
| 335 | { |
| 336 | biasInfoPtr = &dummyFloat32Bias; |
| 337 | break; |
| 338 | } |
| 339 | case DataType::QuantisedAsymm8: |
Narumol Prangnawarat | f9ac3fd | 2019-07-03 14:55:57 +0100 | [diff] [blame] | 340 | case DataType::QuantisedSymm16: |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 341 | { |
| 342 | biasInfoPtr = &dummyQA8Bias; |
| 343 | break; |
| 344 | } |
| 345 | default: |
| 346 | { |
| 347 | BOOST_ASSERT_MSG(false, "Unexpected bias type"); |
| 348 | } |
| 349 | } |
| 350 | } |
| 351 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 352 | result = layerSupportObject->IsFullyConnectedSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 353 | OverrideDataType(input, dataType), |
| 354 | OverrideDataType(output, dataType), |
| 355 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
| 356 | *biasInfoPtr, |
| 357 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 358 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 359 | break; |
| 360 | } |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 361 | case LayerType::Gather: |
| 362 | { |
| 363 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 364 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 365 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 366 | result = layerSupportObject->IsGatherSupported(OverrideDataType(input0, dataType), |
Ellen Norris-Thompson | e0dbedf | 2019-06-24 09:23:38 +0100 | [diff] [blame] | 367 | input1, |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 368 | OverrideDataType(output, dataType), |
| 369 | reason); |
| 370 | break; |
| 371 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 372 | case LayerType::Input: |
| 373 | { |
| 374 | const TensorInfo& input = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 375 | result = layerSupportObject->IsInputSupported(OverrideDataType(input, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 376 | break; |
| 377 | } |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 378 | case LayerType::InstanceNormalization: |
| 379 | { |
| 380 | auto cLayer = boost::polymorphic_downcast<const InstanceNormalizationLayer*>(&layer); |
| 381 | const InstanceNormalizationDescriptor& descriptor = cLayer->GetParameters(); |
| 382 | |
| 383 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 384 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 385 | |
| 386 | result = layerSupportObject->IsInstanceNormalizationSupported( |
| 387 | OverrideDataType(input, dataType), |
| 388 | OverrideDataType(output, dataType), |
| 389 | descriptor, |
| 390 | reason); |
| 391 | break; |
| 392 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 393 | case LayerType::L2Normalization: |
| 394 | { |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 395 | auto cLayer = boost::polymorphic_downcast<const L2NormalizationLayer*>(&layer); |
| 396 | const L2NormalizationDescriptor& descriptor = cLayer->GetParameters(); |
| 397 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 398 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 399 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 400 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 401 | result = layerSupportObject->IsL2NormalizationSupported( |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 402 | OverrideDataType(input, dataType), |
| 403 | OverrideDataType(output, dataType), |
| 404 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 405 | reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 406 | break; |
| 407 | } |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 408 | case LayerType::LogSoftmax: |
| 409 | { |
| 410 | auto cLayer = boost::polymorphic_downcast<const LogSoftmaxLayer*>(&layer); |
| 411 | |
| 412 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 413 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 414 | |
| 415 | result = layerSupportObject->IsLogSoftmaxSupported(OverrideDataType(input, dataType), |
| 416 | OverrideDataType(output, dataType), |
| 417 | cLayer->GetParameters(), |
| 418 | reason); |
| 419 | break; |
| 420 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 421 | case LayerType::Lstm: |
| 422 | { |
| 423 | auto cLayer = boost::polymorphic_downcast<const LstmLayer*>(&layer); |
| 424 | const LstmDescriptor& descriptor = cLayer->GetParameters(); |
| 425 | |
| 426 | // All inputs. |
| 427 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 428 | dataType); |
| 429 | const TensorInfo& outputStateIn = OverrideDataType(layer.GetInputSlot(1).GetConnection()->GetTensorInfo(), |
| 430 | dataType); |
| 431 | const TensorInfo& cellStateIn = OverrideDataType(layer.GetInputSlot(2).GetConnection()->GetTensorInfo(), |
| 432 | dataType); |
| 433 | // All outputs |
| 434 | const TensorInfo& scratchBuffer = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 435 | const TensorInfo& outputStateOut = OverrideDataType(layer.GetOutputSlot(1).GetTensorInfo(), dataType); |
| 436 | const TensorInfo& cellStateOut = OverrideDataType(layer.GetOutputSlot(2).GetTensorInfo(), dataType); |
| 437 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(3).GetTensorInfo(), dataType); |
| 438 | |
| 439 | // Basic parameters |
| 440 | const TensorInfo& inputToForgetWeights |
| 441 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToForgetWeights->GetTensorInfo(), dataType); |
| 442 | const TensorInfo& inputToCellWeights |
| 443 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToCellWeights->GetTensorInfo(), dataType); |
| 444 | const TensorInfo& inputToOutputWeights |
| 445 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToOutputWeights->GetTensorInfo(), dataType); |
| 446 | const TensorInfo& recurrentToForgetWeights |
| 447 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToForgetWeights->GetTensorInfo(), dataType); |
| 448 | const TensorInfo& recurrentToCellWeights |
| 449 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToCellWeights->GetTensorInfo(), dataType); |
| 450 | const TensorInfo& recurrentToOutputWeights |
| 451 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToOutputWeights->GetTensorInfo(), dataType); |
| 452 | const TensorInfo& forgetGateBias |
| 453 | = OverrideDataType(cLayer->m_BasicParameters.m_ForgetGateBias->GetTensorInfo(), dataType); |
| 454 | const TensorInfo& cellBias |
| 455 | = OverrideDataType(cLayer->m_BasicParameters.m_CellBias->GetTensorInfo(), dataType); |
| 456 | const TensorInfo& outputGateBias |
| 457 | = OverrideDataType(cLayer->m_BasicParameters.m_OutputGateBias->GetTensorInfo(), dataType); |
| 458 | |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 459 | LstmInputParamsInfo paramsInfo; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 460 | |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 461 | paramsInfo.m_InputToForgetWeights = &inputToForgetWeights; |
| 462 | paramsInfo.m_InputToCellWeights = &inputToCellWeights; |
| 463 | paramsInfo.m_InputToOutputWeights = &inputToOutputWeights; |
| 464 | paramsInfo.m_RecurrentToForgetWeights = &recurrentToForgetWeights; |
| 465 | paramsInfo.m_RecurrentToCellWeights = &recurrentToCellWeights; |
| 466 | paramsInfo.m_RecurrentToOutputWeights = &recurrentToOutputWeights; |
| 467 | paramsInfo.m_ForgetGateBias = &forgetGateBias; |
| 468 | paramsInfo.m_CellBias = &cellBias; |
| 469 | paramsInfo.m_OutputGateBias = &outputGateBias; |
| 470 | |
| 471 | |
| 472 | // Optional parameters |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 473 | TensorInfo optInputToInputWeights; |
| 474 | TensorInfo optRecurrentToInputWeights; |
| 475 | TensorInfo optCellToInputWeights; |
| 476 | TensorInfo optInputGateBias; |
| 477 | TensorInfo optProjectionWeights; |
| 478 | TensorInfo optProjectionBias; |
| 479 | TensorInfo optCellToForgetWeights; |
| 480 | TensorInfo optCellToOutputWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 481 | TensorInfo optInputLayerNormWeights; |
| 482 | TensorInfo optForgetLayerNormWeights; |
| 483 | TensorInfo optCellLayerNormWeights; |
| 484 | TensorInfo optOutputLayerNormWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 485 | |
| 486 | if(!descriptor.m_CifgEnabled) |
| 487 | { |
| 488 | optInputToInputWeights = |
| 489 | OverrideDataType(cLayer->m_CifgParameters.m_InputToInputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 490 | paramsInfo.m_InputToInputWeights = &optInputToInputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 491 | |
| 492 | optRecurrentToInputWeights = |
| 493 | OverrideDataType(cLayer->m_CifgParameters.m_RecurrentToInputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 494 | paramsInfo.m_RecurrentToInputWeights = &optRecurrentToInputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 495 | if (cLayer->m_CifgParameters.m_CellToInputWeights != nullptr) |
| 496 | { |
| 497 | optCellToInputWeights = |
| 498 | OverrideDataType(cLayer->m_CifgParameters.m_CellToInputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 499 | paramsInfo.m_CellToInputWeights = &optCellToInputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 500 | } |
| 501 | optInputGateBias = |
| 502 | OverrideDataType(cLayer->m_CifgParameters.m_InputGateBias->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 503 | paramsInfo.m_InputGateBias = &optInputGateBias; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 504 | } |
| 505 | |
| 506 | if(descriptor.m_ProjectionEnabled) |
| 507 | { |
| 508 | optProjectionWeights = |
| 509 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 510 | paramsInfo.m_ProjectionWeights = &optProjectionWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 511 | if (cLayer->m_ProjectionParameters.m_ProjectionBias != nullptr) |
| 512 | { |
| 513 | optProjectionBias = |
| 514 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionBias->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 515 | paramsInfo.m_ProjectionBias = &optProjectionBias; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 516 | } |
| 517 | } |
| 518 | |
| 519 | if(descriptor.m_PeepholeEnabled) |
| 520 | { |
| 521 | optCellToForgetWeights = |
| 522 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToForgetWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 523 | paramsInfo.m_CellToForgetWeights = &optCellToForgetWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 524 | optCellToOutputWeights = |
| 525 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToOutputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 526 | paramsInfo.m_CellToOutputWeights = &optCellToOutputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 527 | } |
| 528 | |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 529 | if(descriptor.m_LayerNormEnabled) |
| 530 | { |
Ferran Balaguer | e30c16e | 2019-07-24 17:03:45 +0100 | [diff] [blame] | 531 | if (!descriptor.m_CifgEnabled) |
| 532 | { |
| 533 | optInputLayerNormWeights = OverrideDataType( |
| 534 | cLayer->m_LayerNormParameters.m_InputLayerNormWeights->GetTensorInfo(), dataType); |
| 535 | paramsInfo.m_InputLayerNormWeights = &optInputLayerNormWeights; |
| 536 | } |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 537 | |
| 538 | optForgetLayerNormWeights = OverrideDataType( |
| 539 | cLayer->m_LayerNormParameters.m_ForgetLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 540 | paramsInfo.m_ForgetLayerNormWeights = &optForgetLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 541 | |
| 542 | optCellLayerNormWeights = OverrideDataType( |
| 543 | cLayer->m_LayerNormParameters.m_CellLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 544 | paramsInfo.m_CellLayerNormWeights = &optCellLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 545 | |
| 546 | optOutputLayerNormWeights = OverrideDataType( |
| 547 | cLayer->m_LayerNormParameters.m_OutputLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 548 | paramsInfo.m_OutputLayerNormWeights = &optOutputLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 549 | } |
| 550 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 551 | result = layerSupportObject->IsLstmSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 552 | input, |
| 553 | outputStateIn, |
| 554 | cellStateIn, |
| 555 | scratchBuffer, |
| 556 | outputStateOut, |
| 557 | cellStateOut, |
| 558 | output, |
| 559 | descriptor, |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 560 | paramsInfo, |
| 561 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 562 | break; |
| 563 | } |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 564 | case LayerType::Maximum: |
| 565 | { |
| 566 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 567 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 568 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 569 | |
| 570 | result = layerSupportObject->IsMaximumSupported(OverrideDataType(input0, dataType), |
| 571 | OverrideDataType(input1, dataType), |
| 572 | OverrideDataType(output, dataType), |
| 573 | reason); |
| 574 | break; |
| 575 | } |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 576 | case LayerType::MemCopy: |
| 577 | { |
| 578 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 579 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 580 | |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 581 | result = layerSupportObject->IsMemCopySupported(OverrideDataType(input, dataType), |
| 582 | OverrideDataType(output, dataType), |
| 583 | reason); |
| 584 | break; |
| 585 | } |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 586 | case LayerType::MemImport: |
| 587 | { |
| 588 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 589 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 590 | |
| 591 | result = layerSupportObject->IsMemImportSupported(OverrideDataType(input, dataType), |
| 592 | OverrideDataType(output, dataType), |
| 593 | reason); |
| 594 | break; |
| 595 | } |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 596 | case LayerType::Merge: |
| 597 | { |
| 598 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 599 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 600 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 601 | |
| 602 | result = layerSupportObject->IsMergeSupported(OverrideDataType(input0, dataType), |
| 603 | OverrideDataType(input1, dataType), |
| 604 | OverrideDataType(output, dataType), |
| 605 | reason); |
| 606 | break; |
| 607 | } |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 608 | case LayerType::Concat: |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 609 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 610 | auto cLayer = boost::polymorphic_downcast<const ConcatLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 611 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 612 | // Get vector of all inputs. |
| 613 | auto getTensorInfo = [&dataType](const InputSlot& slot) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 614 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 615 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 616 | }; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 617 | auto beginI = boost::make_transform_iterator(layer.GetInputSlots().begin(), getTensorInfo); |
| 618 | auto endI = boost::make_transform_iterator(layer.GetInputSlots().end(), getTensorInfo); |
| 619 | std::vector<TensorInfo> inputs(beginI, endI); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 620 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 621 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 622 | { |
| 623 | return &info; |
| 624 | }; |
| 625 | auto beginPtr = boost::make_transform_iterator(inputs.begin(), getTensorInfoPtr); |
| 626 | auto endPtr = boost::make_transform_iterator(inputs.end(), getTensorInfoPtr); |
| 627 | std::vector<const TensorInfo*> inputPtrs(beginPtr, endPtr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 628 | |
Nikhil Raj | 8599a41 | 2018-11-19 14:51:07 +0000 | [diff] [blame] | 629 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 630 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 631 | result = layerSupportObject->IsConcatSupported(inputPtrs, output, cLayer->GetParameters(), reason); |
| 632 | |
| 633 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 634 | break; |
| 635 | } |
| 636 | case LayerType::Multiplication: |
| 637 | { |
| 638 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 639 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 640 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 641 | result = layerSupportObject->IsMultiplicationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 642 | OverrideDataType(input0, dataType), |
| 643 | OverrideDataType(input1, dataType), |
| 644 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 645 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 646 | break; |
| 647 | } |
| 648 | case LayerType::Normalization: |
| 649 | { |
| 650 | auto cLayer = boost::polymorphic_downcast<const NormalizationLayer*>(&layer); |
| 651 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 652 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 653 | result = layerSupportObject->IsNormalizationSupported(OverrideDataType(input, dataType), |
| 654 | OverrideDataType(output, dataType), |
| 655 | cLayer->GetParameters(), |
| 656 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 657 | break; |
| 658 | } |
| 659 | case LayerType::Output: |
| 660 | { |
| 661 | const TensorInfo& output = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 662 | result = layerSupportObject->IsOutputSupported(OverrideDataType(output, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 663 | break; |
| 664 | } |
| 665 | case LayerType::Permute: |
| 666 | { |
| 667 | auto cLayer = boost::polymorphic_downcast<const PermuteLayer*>(&layer); |
| 668 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 669 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 670 | result = layerSupportObject->IsPermuteSupported(OverrideDataType(input, dataType), |
| 671 | OverrideDataType(output, dataType), |
| 672 | cLayer->GetParameters(), |
| 673 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 674 | break; |
| 675 | } |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 676 | case LayerType::Pad: |
| 677 | { |
| 678 | auto cLayer = boost::polymorphic_downcast<const PadLayer*>(&layer); |
| 679 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 680 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 681 | result = layerSupportObject->IsPadSupported( |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 682 | OverrideDataType(input, dataType), |
| 683 | OverrideDataType(output, dataType), |
| 684 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 685 | reason); |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 686 | break; |
| 687 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 688 | case LayerType::Pooling2d: |
| 689 | { |
| 690 | auto cLayer = boost::polymorphic_downcast<const Pooling2dLayer*>(&layer); |
| 691 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 692 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 693 | result = layerSupportObject->IsPooling2dSupported(OverrideDataType(input, dataType), |
| 694 | OverrideDataType(output, dataType), |
| 695 | cLayer->GetParameters(), |
| 696 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 697 | break; |
| 698 | } |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 699 | case LayerType::PreCompiled: |
| 700 | { |
| 701 | auto cLayer = boost::polymorphic_downcast<const PreCompiledLayer*>(&layer); |
| 702 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 703 | result = layerSupportObject->IsPreCompiledSupported(OverrideDataType(input, dataType), |
| 704 | cLayer->GetParameters(), |
| 705 | reason); |
| 706 | break; |
| 707 | } |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 708 | case LayerType::Quantize: |
| 709 | { |
| 710 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 711 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 712 | result = layerSupportObject->IsQuantizeSupported(input, output, reason); |
| 713 | break; |
| 714 | } |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 715 | case LayerType::QuantizedLstm: |
| 716 | { |
| 717 | auto cLayer = boost::polymorphic_downcast<const QuantizedLstmLayer*>(&layer); |
| 718 | |
| 719 | // Inputs |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 720 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 721 | const TensorInfo& previousCellStateIn = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 722 | const TensorInfo& previousOutputIn = layer.GetInputSlot(2).GetConnection()->GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 723 | |
| 724 | // Outputs |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 725 | const TensorInfo& cellStateOut = layer.GetOutputSlot(0).GetTensorInfo(); |
| 726 | const TensorInfo& output = layer.GetOutputSlot(1).GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 727 | |
| 728 | // QuantizedLstm parameters |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 729 | QuantizedLstmInputParamsInfo paramsInfo; |
| 730 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 731 | paramsInfo.m_InputToInputWeights = |
| 732 | &cLayer->m_QuantizedLstmParameters.m_InputToInputWeights->GetTensorInfo(); |
| 733 | paramsInfo.m_InputToForgetWeights = |
| 734 | &cLayer->m_QuantizedLstmParameters.m_InputToForgetWeights->GetTensorInfo(); |
| 735 | paramsInfo.m_InputToCellWeights = |
| 736 | &cLayer->m_QuantizedLstmParameters.m_InputToCellWeights->GetTensorInfo(); |
| 737 | paramsInfo.m_InputToOutputWeights = |
| 738 | &cLayer->m_QuantizedLstmParameters.m_InputToOutputWeights->GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 739 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 740 | paramsInfo.m_RecurrentToInputWeights = |
| 741 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToInputWeights->GetTensorInfo(); |
| 742 | paramsInfo.m_RecurrentToForgetWeights = |
| 743 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToForgetWeights->GetTensorInfo(); |
| 744 | paramsInfo.m_RecurrentToCellWeights = |
| 745 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToCellWeights->GetTensorInfo(); |
| 746 | paramsInfo.m_RecurrentToOutputWeights = |
| 747 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToOutputWeights->GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 748 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 749 | paramsInfo.m_InputGateBias = |
| 750 | &cLayer->m_QuantizedLstmParameters.m_InputGateBias->GetTensorInfo(); |
| 751 | paramsInfo.m_ForgetGateBias = |
| 752 | &cLayer->m_QuantizedLstmParameters.m_ForgetGateBias->GetTensorInfo(); |
| 753 | paramsInfo.m_CellBias = |
| 754 | &cLayer->m_QuantizedLstmParameters.m_CellBias->GetTensorInfo(); |
| 755 | paramsInfo.m_OutputGateBias = |
| 756 | &cLayer->m_QuantizedLstmParameters.m_OutputGateBias->GetTensorInfo();; |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 757 | |
| 758 | result = layerSupportObject->IsQuantizedLstmSupported(input, |
| 759 | previousCellStateIn, |
| 760 | previousOutputIn, |
| 761 | cellStateOut, |
| 762 | output, |
| 763 | paramsInfo, |
| 764 | reason); |
| 765 | break; |
| 766 | } |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 767 | case LayerType::Division: |
| 768 | { |
| 769 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 770 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 771 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 772 | result = layerSupportObject->IsDivisionSupported( |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 773 | OverrideDataType(input0, dataType), |
| 774 | OverrideDataType(input1, dataType), |
| 775 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 776 | reason); |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 777 | break; |
| 778 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 779 | case LayerType::Reshape: |
| 780 | { |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 781 | auto cLayer = boost::polymorphic_downcast<const ReshapeLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 782 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 783 | result = layerSupportObject->IsReshapeSupported(OverrideDataType(input, dataType), |
| 784 | cLayer->GetParameters(), |
| 785 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 786 | break; |
| 787 | } |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 788 | case LayerType::Resize: |
| 789 | { |
| 790 | auto cLayer = boost::polymorphic_downcast<const ResizeLayer*>(&layer); |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 791 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 792 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 793 | result = layerSupportObject->IsResizeSupported(OverrideDataType(input, dataType), |
| 794 | OverrideDataType(output, dataType), |
| 795 | cLayer->GetParameters(), |
| 796 | reason); |
| 797 | break; |
| 798 | } |
Mohamed Nour Abouelseoud | a1d3c6a | 2018-12-27 12:39:16 +0000 | [diff] [blame] | 799 | case LayerType::Rsqrt: |
| 800 | { |
| 801 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 802 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 803 | result = layerSupportObject->IsRsqrtSupported(OverrideDataType(input, dataType), |
| 804 | OverrideDataType(output, dataType), |
| 805 | reason); |
| 806 | break; |
| 807 | } |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 808 | case LayerType::Slice: |
| 809 | { |
| 810 | auto cLayer = boost::polymorphic_downcast<const SliceLayer*>(&layer); |
| 811 | |
| 812 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 813 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 814 | |
| 815 | result = layerSupportObject->IsSliceSupported(OverrideDataType(input, dataType), |
| 816 | OverrideDataType(output, dataType), |
| 817 | cLayer->GetParameters(), |
| 818 | reason); |
| 819 | break; |
| 820 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 821 | case LayerType::Softmax: |
| 822 | { |
| 823 | auto cLayer = boost::polymorphic_downcast<const SoftmaxLayer*>(&layer); |
| 824 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 825 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 826 | result = layerSupportObject->IsSoftmaxSupported(OverrideDataType(input, dataType), |
| 827 | OverrideDataType(output, dataType), |
| 828 | cLayer->GetParameters(), |
| 829 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 830 | break; |
| 831 | } |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 832 | case LayerType::SpaceToBatchNd: |
| 833 | { |
| 834 | auto cLayer = boost::polymorphic_downcast<const SpaceToBatchNdLayer*>(&layer); |
| 835 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 836 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 837 | result = layerSupportObject->IsSpaceToBatchNdSupported(OverrideDataType(input, dataType), |
| 838 | OverrideDataType(output, dataType), |
| 839 | cLayer->GetParameters(), |
| 840 | reason); |
| 841 | break; |
| 842 | } |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 843 | case LayerType::SpaceToDepth: |
| 844 | { |
| 845 | auto cLayer = boost::polymorphic_downcast<const SpaceToDepthLayer*>(&layer); |
| 846 | |
| 847 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 848 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 849 | |
| 850 | result = layerSupportObject->IsSpaceToDepthSupported(OverrideDataType(input, dataType), |
| 851 | OverrideDataType(output, dataType), |
| 852 | cLayer->GetParameters(), |
| 853 | reason); |
| 854 | break; |
| 855 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 856 | case LayerType::Splitter: |
| 857 | { |
| 858 | auto cLayer = boost::polymorphic_downcast<const SplitterLayer*>(&layer); |
| 859 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Narumol Prangnawarat | 15eb583 | 2019-05-20 15:31:05 +0100 | [diff] [blame] | 860 | |
| 861 | // Get vector of all outputs. |
| 862 | auto getTensorInfo = [&dataType](const OutputSlot& slot) |
| 863 | { |
| 864 | return OverrideDataType(slot.GetTensorInfo(), dataType); |
| 865 | }; |
| 866 | auto beginI = boost::make_transform_iterator(layer.GetOutputSlots().begin(), getTensorInfo); |
| 867 | auto endI = boost::make_transform_iterator(layer.GetOutputSlots().end(), getTensorInfo); |
| 868 | std::vector<TensorInfo> outputs(beginI, endI); |
| 869 | |
| 870 | const std::vector<std::reference_wrapper<TensorInfo>> outputPtrs(outputs.begin(), outputs.end()); |
| 871 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 872 | result = layerSupportObject->IsSplitterSupported(OverrideDataType(input, dataType), |
Narumol Prangnawarat | 15eb583 | 2019-05-20 15:31:05 +0100 | [diff] [blame] | 873 | outputPtrs, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 874 | cLayer->GetParameters(), |
| 875 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 876 | break; |
| 877 | } |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 878 | case LayerType::Stack: |
| 879 | { |
| 880 | auto cLayer = boost::polymorphic_downcast<const StackLayer*>(&layer); |
| 881 | |
| 882 | // Get vector of all inputs. |
| 883 | auto getTensorInfo = [&dataType](const InputSlot& slot) |
| 884 | { |
| 885 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
| 886 | }; |
| 887 | auto beginI = boost::make_transform_iterator(layer.GetInputSlots().begin(), getTensorInfo); |
| 888 | auto endI = boost::make_transform_iterator(layer.GetInputSlots().end(), getTensorInfo); |
| 889 | std::vector<TensorInfo> inputs(beginI, endI); |
| 890 | |
| 891 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 892 | { |
| 893 | return &info; |
| 894 | }; |
| 895 | auto beginPtr = boost::make_transform_iterator(inputs.begin(), getTensorInfoPtr); |
| 896 | auto endPtr = boost::make_transform_iterator(inputs.end(), getTensorInfoPtr); |
| 897 | std::vector<const TensorInfo*> inputPtrs(beginPtr, endPtr); |
| 898 | |
| 899 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 900 | |
| 901 | result = layerSupportObject->IsStackSupported(inputPtrs, output, cLayer->GetParameters(), reason); |
| 902 | |
| 903 | break; |
| 904 | } |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 905 | case LayerType::StandIn: |
| 906 | { |
| 907 | auto cLayer = boost::polymorphic_downcast<const StandInLayer*>(&layer); |
| 908 | |
| 909 | // Get vector of all inputs. |
| 910 | auto getTensorInfoIn = [&dataType](const InputSlot& slot) |
| 911 | { |
| 912 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
| 913 | }; |
| 914 | auto getTensorInfoOut = [&dataType](const OutputSlot& slot) |
| 915 | { |
| 916 | return OverrideDataType(slot.GetTensorInfo(), dataType); |
| 917 | }; |
| 918 | auto beginI = boost::make_transform_iterator(layer.GetInputSlots().begin(), getTensorInfoIn); |
| 919 | auto endI = boost::make_transform_iterator(layer.GetInputSlots().end(), getTensorInfoIn); |
| 920 | std::vector<TensorInfo> inputs(beginI, endI); |
| 921 | |
| 922 | auto beginO = boost::make_transform_iterator(layer.GetOutputSlots().begin(), getTensorInfoOut); |
| 923 | auto endO = boost::make_transform_iterator(layer.GetOutputSlots().end(), getTensorInfoOut); |
| 924 | std::vector<TensorInfo> outputs(beginO, endO); |
| 925 | |
| 926 | |
| 927 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 928 | { |
| 929 | return &info; |
| 930 | }; |
| 931 | auto beginPtrI = boost::make_transform_iterator(inputs.begin(), getTensorInfoPtr); |
| 932 | auto endPtrI = boost::make_transform_iterator(inputs.end(), getTensorInfoPtr); |
| 933 | std::vector<const TensorInfo*> inputPtrs(beginPtrI, endPtrI); |
| 934 | |
| 935 | auto beginPtrO = boost::make_transform_iterator(outputs.begin(), getTensorInfoPtr); |
| 936 | auto endPtrO = boost::make_transform_iterator(outputs.end(), getTensorInfoPtr); |
| 937 | std::vector<const TensorInfo*> outputPtrs(beginPtrO, endPtrO); |
| 938 | |
| 939 | |
| 940 | result = layerSupportObject->IsStandInSupported(inputPtrs, |
| 941 | outputPtrs, |
| 942 | cLayer->GetParameters(), |
| 943 | reason); |
| 944 | break; |
| 945 | } |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 946 | case LayerType::StridedSlice: |
| 947 | { |
| 948 | auto cLayer = boost::polymorphic_downcast<const StridedSliceLayer*>(&layer); |
| 949 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 950 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 951 | result = layerSupportObject->IsStridedSliceSupported(OverrideDataType(input, dataType), |
| 952 | OverrideDataType(output, dataType), |
| 953 | cLayer->GetParameters(), |
| 954 | reason); |
| 955 | break; |
| 956 | } |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 957 | case LayerType::Subtraction: |
| 958 | { |
| 959 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 960 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 961 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 962 | result = layerSupportObject->IsSubtractionSupported( |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 963 | OverrideDataType(input0, dataType), |
| 964 | OverrideDataType(input1, dataType), |
| 965 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 966 | reason); |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 967 | break; |
| 968 | } |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 969 | case LayerType::Switch: |
| 970 | { |
| 971 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 972 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 973 | const TensorInfo& output0 = layer.GetOutputSlot(0).GetTensorInfo(); |
| 974 | const TensorInfo& output1 = layer.GetOutputSlot(1).GetTensorInfo(); |
| 975 | result = layerSupportObject->IsSwitchSupported(OverrideDataType(input0, dataType), |
| 976 | OverrideDataType(input1, dataType), |
| 977 | OverrideDataType(output0, dataType), |
| 978 | OverrideDataType(output1, dataType), |
| 979 | reason); |
| 980 | break; |
| 981 | } |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 982 | case LayerType::Mean: |
| 983 | { |
| 984 | auto cLayer = boost::polymorphic_downcast<const MeanLayer*>(&layer); |
| 985 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 986 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 987 | result = layerSupportObject->IsMeanSupported( |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 988 | OverrideDataType(input, dataType), |
| 989 | OverrideDataType(output, dataType), |
| 990 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 991 | reason); |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 992 | break; |
| 993 | } |
kevmay01 | 9053969 | 2018-11-29 08:40:19 +0000 | [diff] [blame] | 994 | case LayerType::Minimum: |
| 995 | { |
| 996 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 997 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 998 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 999 | result = layerSupportObject->IsMinimumSupported(OverrideDataType(input0, dataType), |
| 1000 | OverrideDataType(input1, dataType), |
| 1001 | OverrideDataType(output, dataType), |
| 1002 | reason); |
| 1003 | break; |
| 1004 | } |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1005 | case LayerType::Prelu: |
| 1006 | { |
| 1007 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1008 | const TensorInfo& alpha = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 1009 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1010 | result = layerSupportObject->IsPreluSupported(OverrideDataType(input, dataType), |
| 1011 | OverrideDataType(alpha, dataType), |
| 1012 | OverrideDataType(output, dataType), |
| 1013 | reason); |
| 1014 | break; |
| 1015 | } |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1016 | case LayerType::TransposeConvolution2d: |
| 1017 | { |
| 1018 | auto cLayer = boost::polymorphic_downcast<const TransposeConvolution2dLayer*>(&layer); |
| 1019 | |
| 1020 | const TensorInfo input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 1021 | dataType); |
| 1022 | const TensorInfo output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 1023 | |
| 1024 | const TransposeConvolution2dDescriptor& descriptor = cLayer->GetParameters(); |
| 1025 | |
| 1026 | Optional<TensorInfo> biases; |
| 1027 | if (descriptor.m_BiasEnabled) |
| 1028 | { |
| 1029 | BOOST_ASSERT(cLayer->m_Bias.get() != nullptr); |
| 1030 | biases = OverrideDataType(cLayer->m_Bias->GetTensorInfo(), |
| 1031 | GetBiasTypeFromWeightsType(dataType)); |
| 1032 | } |
| 1033 | |
| 1034 | BOOST_ASSERT(cLayer->m_Weight.get() != nullptr); |
| 1035 | const TensorInfo weights = OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType); |
| 1036 | |
| 1037 | result = layerSupportObject->IsTransposeConvolution2dSupported(input, |
| 1038 | output, |
| 1039 | descriptor, |
| 1040 | weights, |
| 1041 | biases, |
| 1042 | reason); |
| 1043 | |
| 1044 | break; |
| 1045 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1046 | default: |
| 1047 | { |
| 1048 | BOOST_ASSERT_MSG(false, "WorkloadFactory did not recognise type of layer."); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1049 | reason.value() = "Unrecognised layer type"; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1050 | result = false; |
| 1051 | break; |
| 1052 | } |
| 1053 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1054 | return result; |
| 1055 | } |
| 1056 | |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 1057 | bool IWorkloadFactory::IsLayerSupported(const IConnectableLayer& connectableLayer, |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 1058 | Optional<DataType> dataType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1059 | std::string& outReasonIfUnsupported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1060 | { |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 1061 | auto layer = boost::polymorphic_downcast<const Layer*>(&connectableLayer); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1062 | return IsLayerSupported(layer->GetBackendId(), connectableLayer, dataType, outReasonIfUnsupported); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1063 | } |
| 1064 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1065 | // Default Implementations |
Kevin May | 868eb14 | 2019-09-04 17:29:31 +0100 | [diff] [blame] | 1066 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateAbs(const AbsQueueDescriptor& descriptor, |
| 1067 | const WorkloadInfo& info) const |
| 1068 | { |
| 1069 | return std::unique_ptr<IWorkload>(); |
| 1070 | } |
| 1071 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1072 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateActivation(const ActivationQueueDescriptor& descriptor, |
| 1073 | const WorkloadInfo& info) const |
| 1074 | { |
| 1075 | return std::unique_ptr<IWorkload>(); |
| 1076 | } |
| 1077 | |
| 1078 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateAddition(const AdditionQueueDescriptor& descriptor, |
| 1079 | const WorkloadInfo& info) const |
| 1080 | { |
| 1081 | return std::unique_ptr<IWorkload>(); |
| 1082 | } |
| 1083 | |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 1084 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor, |
| 1085 | const WorkloadInfo& info) const |
| 1086 | { |
| 1087 | return std::unique_ptr<IWorkload>(); |
| 1088 | } |
| 1089 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1090 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateBatchNormalization( |
| 1091 | const BatchNormalizationQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 1092 | { |
| 1093 | return std::unique_ptr<IWorkload>(); |
| 1094 | } |
| 1095 | |
| 1096 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor, |
| 1097 | const WorkloadInfo& Info) const |
| 1098 | { |
| 1099 | return std::unique_ptr<IWorkload>(); |
| 1100 | } |
| 1101 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 1102 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateComparison(const ComparisonQueueDescriptor& descriptor, |
| 1103 | const WorkloadInfo& info) const |
| 1104 | { |
| 1105 | return std::unique_ptr<IWorkload>(); |
| 1106 | } |
| 1107 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1108 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConcat(const ConcatQueueDescriptor& descriptor, |
Jim Flynn | 4ed6c83 | 2019-05-20 11:02:46 +0100 | [diff] [blame] | 1109 | const WorkloadInfo& info) const |
| 1110 | { |
| 1111 | return std::unique_ptr<IWorkload>(); |
| 1112 | } |
| 1113 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1114 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConstant(const ConstantQueueDescriptor& descriptor, |
| 1115 | const WorkloadInfo& info) const |
| 1116 | { |
| 1117 | return std::unique_ptr<IWorkload>(); |
| 1118 | } |
| 1119 | |
| 1120 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor, |
| 1121 | const WorkloadInfo& info) const |
| 1122 | { |
| 1123 | return std::unique_ptr<IWorkload>(); |
| 1124 | } |
| 1125 | |
| 1126 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor, |
| 1127 | const WorkloadInfo& info) const |
| 1128 | { |
| 1129 | return std::unique_ptr<IWorkload>(); |
| 1130 | } |
| 1131 | |
| 1132 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor, |
| 1133 | const WorkloadInfo& info) const |
| 1134 | { |
| 1135 | return std::unique_ptr<IWorkload>(); |
| 1136 | } |
| 1137 | |
| 1138 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDebug(const DebugQueueDescriptor& descriptor, |
| 1139 | const WorkloadInfo& info) const |
| 1140 | { |
| 1141 | return std::unique_ptr<IWorkload>(); |
| 1142 | } |
| 1143 | |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 1144 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor, |
| 1145 | const WorkloadInfo& info) const |
| 1146 | { |
| 1147 | return std::unique_ptr<IWorkload>(); |
| 1148 | } |
| 1149 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1150 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDepthwiseConvolution2d( |
| 1151 | const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 1152 | { |
| 1153 | return std::unique_ptr<IWorkload>(); |
| 1154 | } |
| 1155 | |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 1156 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDequantize( |
| 1157 | const DequantizeQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 1158 | { |
| 1159 | return std::unique_ptr<IWorkload>(); |
| 1160 | } |
| 1161 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1162 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDetectionPostProcess( |
| 1163 | const DetectionPostProcessQueueDescriptor& descriptor, const WorkloadInfo& info) const |
| 1164 | { |
| 1165 | return std::unique_ptr<IWorkload>(); |
| 1166 | } |
| 1167 | |
| 1168 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDivision(const DivisionQueueDescriptor& descriptor, |
| 1169 | const WorkloadInfo& info) const |
| 1170 | { |
| 1171 | return std::unique_ptr<IWorkload>(); |
| 1172 | } |
| 1173 | |
| 1174 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateEqual(const EqualQueueDescriptor& descriptor, |
| 1175 | const WorkloadInfo& Info) const |
| 1176 | { |
| 1177 | return std::unique_ptr<IWorkload>(); |
| 1178 | } |
| 1179 | |
| 1180 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor, |
| 1181 | const WorkloadInfo& info) const |
| 1182 | { |
| 1183 | return std::unique_ptr<IWorkload>(); |
| 1184 | } |
| 1185 | |
| 1186 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateFloor(const FloorQueueDescriptor& descriptor, |
| 1187 | const WorkloadInfo& info) const |
| 1188 | { |
| 1189 | return std::unique_ptr<IWorkload>(); |
| 1190 | } |
| 1191 | |
| 1192 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor, |
| 1193 | const WorkloadInfo& info) const |
| 1194 | { |
| 1195 | return std::unique_ptr<IWorkload>(); |
| 1196 | } |
| 1197 | |
| 1198 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateGather(const GatherQueueDescriptor& descriptor, |
| 1199 | const WorkloadInfo& info) const |
| 1200 | { |
| 1201 | return std::unique_ptr<IWorkload>(); |
| 1202 | } |
| 1203 | |
| 1204 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateGreater(const GreaterQueueDescriptor& descriptor, |
| 1205 | const WorkloadInfo& info) const |
| 1206 | { |
| 1207 | return std::unique_ptr<IWorkload>(); |
| 1208 | } |
| 1209 | |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 1210 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateInstanceNormalization( |
| 1211 | const InstanceNormalizationQueueDescriptor& descriptor, |
| 1212 | const WorkloadInfo& info) const |
| 1213 | { |
| 1214 | return std::unique_ptr<IWorkload>(); |
| 1215 | } |
| 1216 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1217 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor, |
| 1218 | const WorkloadInfo& info) const |
| 1219 | { |
| 1220 | return std::unique_ptr<IWorkload>(); |
| 1221 | } |
| 1222 | |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 1223 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor, |
| 1224 | const WorkloadInfo& info) const |
| 1225 | { |
| 1226 | return std::unique_ptr<IWorkload>(); |
| 1227 | } |
| 1228 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1229 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateLstm(const LstmQueueDescriptor& descriptor, |
| 1230 | const WorkloadInfo& info) const |
| 1231 | { |
| 1232 | return std::unique_ptr<IWorkload>(); |
| 1233 | } |
| 1234 | |
| 1235 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMaximum(const MaximumQueueDescriptor& descriptor, |
| 1236 | const WorkloadInfo& info) const |
| 1237 | { |
| 1238 | return std::unique_ptr<IWorkload>(); |
| 1239 | } |
| 1240 | |
| 1241 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMean(const MeanQueueDescriptor& descriptor, |
| 1242 | const WorkloadInfo& Info) const |
| 1243 | { |
| 1244 | return std::unique_ptr<IWorkload>(); |
| 1245 | } |
| 1246 | |
| 1247 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMemCopy(const MemCopyQueueDescriptor& descriptor, |
| 1248 | const WorkloadInfo& info) const |
| 1249 | { |
| 1250 | return std::unique_ptr<IWorkload>(); |
| 1251 | } |
| 1252 | |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 1253 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMemImport(const MemImportQueueDescriptor& descriptor, |
| 1254 | const WorkloadInfo& info) const |
| 1255 | { |
| 1256 | return std::unique_ptr<IWorkload>(); |
| 1257 | } |
| 1258 | |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 1259 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMerge(const MergeQueueDescriptor& descriptor, |
| 1260 | const WorkloadInfo& info) const |
| 1261 | { |
| 1262 | return std::unique_ptr<IWorkload>(); |
| 1263 | } |
| 1264 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1265 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMerger(const MergerQueueDescriptor& descriptor, |
| 1266 | const WorkloadInfo& info) const |
| 1267 | { |
| 1268 | return std::unique_ptr<IWorkload>(); |
| 1269 | } |
| 1270 | |
| 1271 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMinimum(const MinimumQueueDescriptor& descriptor, |
| 1272 | const WorkloadInfo& info) const |
| 1273 | { |
| 1274 | return std::unique_ptr<IWorkload>(); |
| 1275 | } |
| 1276 | |
| 1277 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMultiplication(const MultiplicationQueueDescriptor& descriptor, |
| 1278 | const WorkloadInfo& info) const |
| 1279 | { |
| 1280 | return std::unique_ptr<IWorkload>(); |
| 1281 | } |
| 1282 | |
| 1283 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateNormalization(const NormalizationQueueDescriptor& descriptor, |
| 1284 | const WorkloadInfo& info) const |
| 1285 | { |
| 1286 | return std::unique_ptr<IWorkload>(); |
| 1287 | } |
| 1288 | |
| 1289 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateOutput(const OutputQueueDescriptor& descriptor, |
| 1290 | const WorkloadInfo& info) const |
| 1291 | { |
| 1292 | return std::unique_ptr<IWorkload>(); |
| 1293 | } |
| 1294 | |
| 1295 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePad(const PadQueueDescriptor& descriptor, |
| 1296 | const WorkloadInfo& Info) const |
| 1297 | { |
| 1298 | return std::unique_ptr<IWorkload>(); |
| 1299 | } |
| 1300 | |
| 1301 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePermute(const PermuteQueueDescriptor& descriptor, |
| 1302 | const WorkloadInfo& info) const |
| 1303 | { |
| 1304 | return std::unique_ptr<IWorkload>(); |
| 1305 | } |
| 1306 | |
| 1307 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePooling2d(const Pooling2dQueueDescriptor& descriptor, |
| 1308 | const WorkloadInfo& info) const |
| 1309 | { |
| 1310 | return std::unique_ptr<IWorkload>(); |
| 1311 | } |
| 1312 | |
| 1313 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor, |
| 1314 | const WorkloadInfo& info) const |
| 1315 | { |
| 1316 | return std::unique_ptr<IWorkload>(); |
| 1317 | } |
| 1318 | |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1319 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePrelu(const PreluQueueDescriptor &descriptor, |
| 1320 | const WorkloadInfo &info) const |
| 1321 | { |
| 1322 | return std::unique_ptr<IWorkload>(); |
| 1323 | } |
| 1324 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1325 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateQuantize(const QuantizeQueueDescriptor& descriptor, |
| 1326 | const WorkloadInfo& Info) const |
| 1327 | { |
| 1328 | return std::unique_ptr<IWorkload>(); |
| 1329 | } |
| 1330 | |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1331 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor, |
| 1332 | const WorkloadInfo& info) const |
| 1333 | { |
| 1334 | return std::unique_ptr<IWorkload>(); |
| 1335 | } |
| 1336 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1337 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateReshape(const ReshapeQueueDescriptor& descriptor, |
| 1338 | const WorkloadInfo& info) const |
| 1339 | { |
| 1340 | return std::unique_ptr<IWorkload>(); |
| 1341 | } |
| 1342 | |
| 1343 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor, |
| 1344 | const WorkloadInfo& info) const |
| 1345 | { |
| 1346 | return std::unique_ptr<IWorkload>(); |
| 1347 | } |
| 1348 | |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 1349 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateResize(const ResizeQueueDescriptor& descriptor, |
| 1350 | const WorkloadInfo& info) const |
| 1351 | { |
| 1352 | return std::unique_ptr<IWorkload>(); |
| 1353 | } |
| 1354 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1355 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateRsqrt(const RsqrtQueueDescriptor& descriptor, |
| 1356 | const WorkloadInfo& info) const |
| 1357 | { |
| 1358 | return std::unique_ptr<IWorkload>(); |
| 1359 | } |
| 1360 | |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1361 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSlice(const SliceQueueDescriptor& descriptor, |
| 1362 | const WorkloadInfo& info) const |
| 1363 | { |
| 1364 | return std::unique_ptr<IWorkload>(); |
| 1365 | } |
| 1366 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1367 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSoftmax(const SoftmaxQueueDescriptor& descriptor, |
| 1368 | const WorkloadInfo& info) const |
| 1369 | { |
| 1370 | return std::unique_ptr<IWorkload>(); |
| 1371 | } |
| 1372 | |
| 1373 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSplitter(const SplitterQueueDescriptor& descriptor, |
| 1374 | const WorkloadInfo& info) const |
| 1375 | { |
| 1376 | return std::unique_ptr<IWorkload>(); |
| 1377 | } |
| 1378 | |
| 1379 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor, |
| 1380 | const WorkloadInfo& info) const |
| 1381 | { |
| 1382 | return std::unique_ptr<IWorkload>(); |
| 1383 | } |
| 1384 | |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1385 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor, |
| 1386 | const WorkloadInfo& info) const |
| 1387 | { |
| 1388 | return std::unique_ptr<IWorkload>(); |
| 1389 | } |
| 1390 | |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1391 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateStack(const StackQueueDescriptor& descriptor, |
| 1392 | const WorkloadInfo& info) const |
| 1393 | { |
| 1394 | return std::unique_ptr<IWorkload>(); |
| 1395 | } |
| 1396 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1397 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor, |
| 1398 | const WorkloadInfo& Info) const |
| 1399 | { |
| 1400 | return std::unique_ptr<IWorkload>(); |
| 1401 | } |
| 1402 | |
| 1403 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSubtraction(const SubtractionQueueDescriptor& descriptor, |
| 1404 | const WorkloadInfo& info) const |
| 1405 | { |
| 1406 | return std::unique_ptr<IWorkload>(); |
| 1407 | } |
| 1408 | |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1409 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSwitch(const SwitchQueueDescriptor& descriptor, |
| 1410 | const WorkloadInfo& info) const |
| 1411 | { |
| 1412 | return std::unique_ptr<IWorkload>(); |
| 1413 | } |
| 1414 | |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1415 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateTransposeConvolution2d( |
| 1416 | const TransposeConvolution2dQueueDescriptor& descriptor, |
| 1417 | const WorkloadInfo& info) const |
| 1418 | { |
| 1419 | return std::unique_ptr<IWorkload>(); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 1420 | } |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1421 | |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1422 | } // namepsace armnn |