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" |
| 7 | |
| 8 | #include <Layer.hpp> |
| 9 | #include <LayersFwd.hpp> |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 10 | |
David Beck | b4540be | 2018-09-24 13:18:27 +0100 | [diff] [blame] | 11 | #include <armnn/Types.hpp> |
| 12 | #include <armnn/LayerSupport.hpp> |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 13 | #include <armnn/ILayerSupport.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 14 | |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 15 | #include <backendsCommon/BackendRegistry.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 16 | #include <backendsCommon/WorkloadFactory.hpp> |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 17 | #include <backendsCommon/IBackendInternal.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 18 | |
| 19 | #include <boost/cast.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 20 | #include <boost/iterator/transform_iterator.hpp> |
| 21 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 22 | #include <cstring> |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 23 | #include <sstream> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 24 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 25 | namespace armnn |
| 26 | { |
| 27 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 28 | namespace |
| 29 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 30 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 31 | const TensorInfo OverrideDataType(const TensorInfo& info, Optional<DataType> type) |
| 32 | { |
| 33 | if (!type) |
| 34 | { |
| 35 | return info; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 36 | } |
| 37 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 38 | return TensorInfo(info.GetShape(), type.value(), info.GetQuantizationScale(), info.GetQuantizationOffset()); |
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 | Optional<DataType> GetBiasTypeFromWeightsType(Optional<DataType> weightsType) |
| 42 | { |
| 43 | if (!weightsType) |
| 44 | { |
| 45 | return weightsType; |
| 46 | } |
| 47 | |
| 48 | switch(weightsType.value()) |
| 49 | { |
| 50 | case DataType::Float16: |
| 51 | case DataType::Float32: |
| 52 | return weightsType; |
| 53 | case DataType::QuantisedAsymm8: |
| 54 | return DataType::Signed32; |
| 55 | default: |
| 56 | BOOST_ASSERT_MSG(false, "GetBiasTypeFromWeightsType(): Unsupported data type."); |
| 57 | } |
| 58 | return EmptyOptional(); |
| 59 | } |
| 60 | |
| 61 | } // anonymous namespace |
| 62 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 63 | bool IWorkloadFactory::IsLayerSupported(const BackendId& backendId, |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 64 | const IConnectableLayer& connectableLayer, |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 65 | Optional<DataType> dataType, |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 66 | std::string& outReasonIfUnsupported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 67 | { |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 68 | Optional<std::string&> reason = outReasonIfUnsupported; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 69 | bool result; |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 70 | const Layer& layer = *(boost::polymorphic_downcast<const Layer*>(&connectableLayer)); |
| 71 | |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 72 | auto const& backendRegistry = BackendRegistryInstance(); |
| 73 | if (!backendRegistry.IsBackendRegistered(backendId)) |
| 74 | { |
| 75 | std::stringstream ss; |
| 76 | ss << connectableLayer.GetName() << " is not supported on " << backendId |
| 77 | << " because this backend is not registered."; |
| 78 | |
| 79 | outReasonIfUnsupported = ss.str(); |
| 80 | return false; |
| 81 | } |
| 82 | |
| 83 | auto backendFactory = backendRegistry.GetFactory(backendId); |
| 84 | auto backendObject = backendFactory(); |
| 85 | auto layerSupportObject = backendObject->GetLayerSupport(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 86 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 87 | switch(layer.GetType()) |
| 88 | { |
| 89 | case LayerType::Activation: |
| 90 | { |
| 91 | auto cLayer = boost::polymorphic_downcast<const ActivationLayer*>(&layer); |
| 92 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 93 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 94 | result = layerSupportObject->IsActivationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 95 | OverrideDataType(input, dataType), |
| 96 | OverrideDataType(output, dataType), |
| 97 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 98 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 99 | break; |
| 100 | } |
| 101 | case LayerType::Addition: |
| 102 | { |
| 103 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 104 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 105 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 106 | result = layerSupportObject->IsAdditionSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 107 | OverrideDataType(input0, dataType), |
| 108 | OverrideDataType(input1, dataType), |
| 109 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 110 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 111 | break; |
| 112 | } |
| 113 | case LayerType::BatchNormalization: |
| 114 | { |
| 115 | auto cLayer = boost::polymorphic_downcast<const BatchNormalizationLayer*>(&layer); |
| 116 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 117 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 118 | const TensorInfo& mean = cLayer->m_Mean->GetTensorInfo(); |
| 119 | const TensorInfo& var = cLayer->m_Variance->GetTensorInfo(); |
| 120 | const TensorInfo& beta = cLayer->m_Beta->GetTensorInfo(); |
| 121 | const TensorInfo& gamma = cLayer->m_Gamma->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 122 | result = layerSupportObject->IsBatchNormalizationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 123 | OverrideDataType(input, dataType), |
| 124 | OverrideDataType(output, dataType), |
| 125 | OverrideDataType(mean, dataType), |
| 126 | OverrideDataType(var, dataType), |
| 127 | OverrideDataType(beta, dataType), |
| 128 | OverrideDataType(gamma, dataType), |
| 129 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 130 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 131 | break; |
| 132 | } |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 133 | case LayerType::BatchToSpaceNd: |
| 134 | { |
| 135 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 136 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 137 | auto cLayer = boost::polymorphic_downcast<const BatchToSpaceNdLayer*>(&layer); |
| 138 | |
| 139 | result = layerSupportObject->IsBatchToSpaceNdSupported(OverrideDataType(input, dataType), |
| 140 | OverrideDataType(output, dataType), |
| 141 | cLayer->GetParameters(), |
| 142 | reason); |
| 143 | break; |
| 144 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 145 | case LayerType::Constant: |
| 146 | { |
| 147 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 148 | result = layerSupportObject->IsConstantSupported(OverrideDataType(output, dataType), reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 149 | break; |
| 150 | } |
| 151 | case LayerType::ConvertFp16ToFp32: |
| 152 | { |
| 153 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 154 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 155 | result = layerSupportObject->IsConvertFp16ToFp32Supported(input, output, reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 156 | break; |
| 157 | } |
| 158 | case LayerType::ConvertFp32ToFp16: |
| 159 | { |
| 160 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 161 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 162 | result = layerSupportObject->IsConvertFp32ToFp16Supported(input, output, reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 163 | break; |
| 164 | } |
| 165 | case LayerType::Convolution2d: |
| 166 | { |
| 167 | auto cLayer = boost::polymorphic_downcast<const Convolution2dLayer*>(&layer); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 168 | |
| 169 | const TensorInfo input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 170 | dataType); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 171 | const TensorInfo output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 172 | BOOST_ASSERT(cLayer->m_Weight.get() != nullptr); |
| 173 | |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 174 | const Convolution2dDescriptor& descriptor = cLayer->GetParameters(); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 175 | |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 176 | // Construct optional biases object based on the value of m_BiasEnabled |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 177 | Optional<TensorInfo> biases; |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 178 | if (descriptor.m_BiasEnabled) |
| 179 | { |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 180 | biases = |
| 181 | OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 182 | } |
| 183 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 184 | result = layerSupportObject->IsConvolution2dSupported( |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 185 | input, |
| 186 | output, |
| 187 | descriptor, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 188 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 189 | biases, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 190 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 191 | break; |
| 192 | } |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 193 | case LayerType::Debug: |
| 194 | { |
| 195 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 196 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 197 | |
| 198 | result = layerSupportObject->IsDebugSupported(OverrideDataType(input, dataType), |
| 199 | OverrideDataType(output, dataType), |
| 200 | reason); |
| 201 | break; |
| 202 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 203 | case LayerType::DepthwiseConvolution2d: |
| 204 | { |
| 205 | auto cLayer = boost::polymorphic_downcast<const DepthwiseConvolution2dLayer*>(&layer); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 206 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 207 | dataType); |
| 208 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 209 | BOOST_ASSERT(cLayer->m_Weight.get() != nullptr); |
| 210 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 211 | const DepthwiseConvolution2dDescriptor& descriptor = cLayer->GetParameters(); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 212 | |
| 213 | // Construct optional biases object based on the value of m_BiasEnabled |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 214 | Optional<TensorInfo> biases; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 215 | if (descriptor.m_BiasEnabled) |
| 216 | { |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 217 | biases = |
| 218 | OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 219 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 220 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 221 | result = layerSupportObject->IsDepthwiseConvolutionSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 222 | input, |
| 223 | output, |
| 224 | descriptor, |
| 225 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 226 | biases, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 227 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 228 | break; |
| 229 | } |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 230 | case LayerType::DetectionPostProcess: |
| 231 | { |
| 232 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 233 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 234 | auto cLayer = boost::polymorphic_downcast<const DetectionPostProcessLayer*>(&layer); |
| 235 | const DetectionPostProcessDescriptor& descriptor = cLayer->GetParameters(); |
| 236 | result = layerSupportObject->IsDetectionPostProcessSupported(input0, |
| 237 | input1, |
| 238 | descriptor, |
| 239 | reason); |
| 240 | break; |
| 241 | } |
FrancisMurtagh | 2099595 | 2018-12-17 12:11:36 +0000 | [diff] [blame] | 242 | case LayerType::Equal: |
| 243 | { |
| 244 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 245 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 246 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 247 | result = layerSupportObject->IsEqualSupported(OverrideDataType(input0, dataType), |
| 248 | OverrideDataType(input1, dataType), |
| 249 | OverrideDataType(output, dataType), |
| 250 | reason); |
| 251 | break; |
| 252 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 253 | case LayerType::FakeQuantization: |
| 254 | { |
| 255 | auto cLayer = boost::polymorphic_downcast<const FakeQuantizationLayer*>(&layer); |
| 256 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 257 | result = layerSupportObject->IsFakeQuantizationSupported(OverrideDataType(input, dataType), |
| 258 | cLayer->GetParameters(), |
| 259 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 260 | break; |
| 261 | } |
| 262 | case LayerType::Floor: |
| 263 | { |
| 264 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 265 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 266 | result = layerSupportObject->IsFloorSupported(OverrideDataType(input, dataType), |
| 267 | OverrideDataType(output, dataType), |
| 268 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 269 | break; |
| 270 | } |
| 271 | case LayerType::FullyConnected: |
| 272 | { |
| 273 | auto cLayer = boost::polymorphic_downcast<const FullyConnectedLayer*>(&layer); |
| 274 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 275 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 276 | BOOST_ASSERT(cLayer->m_Weight.get() != nullptr); |
| 277 | |
| 278 | TensorInfo biasInfo; |
| 279 | const TensorInfo * biasInfoPtr = nullptr; |
| 280 | static const TensorInfo dummyFloat16Bias(TensorShape({1,1,1,1}), DataType::Float16); |
| 281 | static const TensorInfo dummyFloat32Bias(TensorShape({1,1,1,1}), DataType::Float32); |
| 282 | static const TensorInfo dummyQA8Bias(TensorShape({1,1,1,1}), DataType::Signed32); |
| 283 | |
| 284 | const FullyConnectedDescriptor& descriptor = cLayer->GetParameters(); |
| 285 | if (descriptor.m_BiasEnabled) |
| 286 | { |
| 287 | BOOST_ASSERT(cLayer->m_Bias.get() != nullptr); |
| 288 | biasInfo = OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
| 289 | biasInfoPtr = &biasInfo; |
| 290 | } |
| 291 | else |
| 292 | { |
| 293 | // If biases are not enabled pass a dummy tensorinfo for the validation |
| 294 | switch(input.GetDataType()) |
| 295 | { |
| 296 | case DataType::Float16: |
| 297 | { |
| 298 | biasInfoPtr = &dummyFloat16Bias; |
| 299 | break; |
| 300 | } |
| 301 | case DataType::Float32: |
| 302 | { |
| 303 | biasInfoPtr = &dummyFloat32Bias; |
| 304 | break; |
| 305 | } |
| 306 | case DataType::QuantisedAsymm8: |
| 307 | { |
| 308 | biasInfoPtr = &dummyQA8Bias; |
| 309 | break; |
| 310 | } |
| 311 | default: |
| 312 | { |
| 313 | BOOST_ASSERT_MSG(false, "Unexpected bias type"); |
| 314 | } |
| 315 | } |
| 316 | } |
| 317 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 318 | result = layerSupportObject->IsFullyConnectedSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 319 | OverrideDataType(input, dataType), |
| 320 | OverrideDataType(output, dataType), |
| 321 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
| 322 | *biasInfoPtr, |
| 323 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 324 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 325 | break; |
| 326 | } |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 327 | case LayerType::Gather: |
| 328 | { |
| 329 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 330 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 331 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 332 | result = layerSupportObject->IsGatherSupported(OverrideDataType(input0, dataType), |
| 333 | OverrideDataType(input1, dataType), |
| 334 | OverrideDataType(output, dataType), |
| 335 | reason); |
| 336 | break; |
| 337 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 338 | case LayerType::Input: |
| 339 | { |
| 340 | const TensorInfo& input = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 341 | result = layerSupportObject->IsInputSupported(OverrideDataType(input, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 342 | break; |
| 343 | } |
| 344 | case LayerType::L2Normalization: |
| 345 | { |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 346 | auto cLayer = boost::polymorphic_downcast<const L2NormalizationLayer*>(&layer); |
| 347 | const L2NormalizationDescriptor& descriptor = cLayer->GetParameters(); |
| 348 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 349 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 350 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 351 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 352 | result = layerSupportObject->IsL2NormalizationSupported( |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 353 | OverrideDataType(input, dataType), |
| 354 | OverrideDataType(output, dataType), |
| 355 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 356 | reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 357 | break; |
| 358 | } |
| 359 | case LayerType::Lstm: |
| 360 | { |
| 361 | auto cLayer = boost::polymorphic_downcast<const LstmLayer*>(&layer); |
| 362 | const LstmDescriptor& descriptor = cLayer->GetParameters(); |
| 363 | |
| 364 | // All inputs. |
| 365 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 366 | dataType); |
| 367 | const TensorInfo& outputStateIn = OverrideDataType(layer.GetInputSlot(1).GetConnection()->GetTensorInfo(), |
| 368 | dataType); |
| 369 | const TensorInfo& cellStateIn = OverrideDataType(layer.GetInputSlot(2).GetConnection()->GetTensorInfo(), |
| 370 | dataType); |
| 371 | // All outputs |
| 372 | const TensorInfo& scratchBuffer = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 373 | const TensorInfo& outputStateOut = OverrideDataType(layer.GetOutputSlot(1).GetTensorInfo(), dataType); |
| 374 | const TensorInfo& cellStateOut = OverrideDataType(layer.GetOutputSlot(2).GetTensorInfo(), dataType); |
| 375 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(3).GetTensorInfo(), dataType); |
| 376 | |
| 377 | // Basic parameters |
| 378 | const TensorInfo& inputToForgetWeights |
| 379 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToForgetWeights->GetTensorInfo(), dataType); |
| 380 | const TensorInfo& inputToCellWeights |
| 381 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToCellWeights->GetTensorInfo(), dataType); |
| 382 | const TensorInfo& inputToOutputWeights |
| 383 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToOutputWeights->GetTensorInfo(), dataType); |
| 384 | const TensorInfo& recurrentToForgetWeights |
| 385 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToForgetWeights->GetTensorInfo(), dataType); |
| 386 | const TensorInfo& recurrentToCellWeights |
| 387 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToCellWeights->GetTensorInfo(), dataType); |
| 388 | const TensorInfo& recurrentToOutputWeights |
| 389 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToOutputWeights->GetTensorInfo(), dataType); |
| 390 | const TensorInfo& forgetGateBias |
| 391 | = OverrideDataType(cLayer->m_BasicParameters.m_ForgetGateBias->GetTensorInfo(), dataType); |
| 392 | const TensorInfo& cellBias |
| 393 | = OverrideDataType(cLayer->m_BasicParameters.m_CellBias->GetTensorInfo(), dataType); |
| 394 | const TensorInfo& outputGateBias |
| 395 | = OverrideDataType(cLayer->m_BasicParameters.m_OutputGateBias->GetTensorInfo(), dataType); |
| 396 | |
| 397 | // Optional parameters |
| 398 | const TensorInfo* inputToInputWeights = nullptr; |
| 399 | const TensorInfo* recurrentToInputWeights = nullptr; |
| 400 | const TensorInfo* cellToInputWeights = nullptr; |
| 401 | const TensorInfo* inputGateBias = nullptr; |
| 402 | const TensorInfo* projectionWeights = nullptr; |
| 403 | const TensorInfo* projectionBias = nullptr; |
| 404 | const TensorInfo* cellToForgetWeights = nullptr; |
| 405 | const TensorInfo* cellToOutputWeights = nullptr; |
| 406 | |
| 407 | TensorInfo optInputToInputWeights; |
| 408 | TensorInfo optRecurrentToInputWeights; |
| 409 | TensorInfo optCellToInputWeights; |
| 410 | TensorInfo optInputGateBias; |
| 411 | TensorInfo optProjectionWeights; |
| 412 | TensorInfo optProjectionBias; |
| 413 | TensorInfo optCellToForgetWeights; |
| 414 | TensorInfo optCellToOutputWeights; |
| 415 | |
| 416 | if(!descriptor.m_CifgEnabled) |
| 417 | { |
| 418 | optInputToInputWeights = |
| 419 | OverrideDataType(cLayer->m_CifgParameters.m_InputToInputWeights->GetTensorInfo(), dataType); |
| 420 | inputToInputWeights = &optInputToInputWeights; |
| 421 | |
| 422 | optRecurrentToInputWeights = |
| 423 | OverrideDataType(cLayer->m_CifgParameters.m_RecurrentToInputWeights->GetTensorInfo(), dataType); |
| 424 | recurrentToInputWeights = &optRecurrentToInputWeights; |
| 425 | if (cLayer->m_CifgParameters.m_CellToInputWeights != nullptr) |
| 426 | { |
| 427 | optCellToInputWeights = |
| 428 | OverrideDataType(cLayer->m_CifgParameters.m_CellToInputWeights->GetTensorInfo(), dataType); |
| 429 | cellToInputWeights = &optCellToInputWeights; |
| 430 | } |
| 431 | optInputGateBias = |
| 432 | OverrideDataType(cLayer->m_CifgParameters.m_InputGateBias->GetTensorInfo(), dataType); |
| 433 | inputGateBias = &optInputGateBias; |
| 434 | } |
| 435 | |
| 436 | if(descriptor.m_ProjectionEnabled) |
| 437 | { |
| 438 | optProjectionWeights = |
| 439 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionWeights->GetTensorInfo(), dataType); |
| 440 | projectionWeights = &optProjectionWeights; |
| 441 | if (cLayer->m_ProjectionParameters.m_ProjectionBias != nullptr) |
| 442 | { |
| 443 | optProjectionBias = |
| 444 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionBias->GetTensorInfo(), dataType); |
| 445 | projectionBias = &optProjectionBias; |
| 446 | } |
| 447 | } |
| 448 | |
| 449 | if(descriptor.m_PeepholeEnabled) |
| 450 | { |
| 451 | optCellToForgetWeights = |
| 452 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToForgetWeights->GetTensorInfo(), dataType); |
| 453 | cellToForgetWeights = &optCellToForgetWeights; |
| 454 | optCellToOutputWeights = |
| 455 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToOutputWeights->GetTensorInfo(), dataType); |
| 456 | cellToOutputWeights = &optCellToOutputWeights; |
| 457 | } |
| 458 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 459 | result = layerSupportObject->IsLstmSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 460 | input, |
| 461 | outputStateIn, |
| 462 | cellStateIn, |
| 463 | scratchBuffer, |
| 464 | outputStateOut, |
| 465 | cellStateOut, |
| 466 | output, |
| 467 | descriptor, |
| 468 | inputToForgetWeights, |
| 469 | inputToCellWeights, |
| 470 | inputToOutputWeights, |
| 471 | recurrentToForgetWeights, |
| 472 | recurrentToCellWeights, |
| 473 | recurrentToOutputWeights, |
| 474 | forgetGateBias, |
| 475 | cellBias, |
| 476 | outputGateBias, |
| 477 | inputToInputWeights, |
| 478 | recurrentToInputWeights, |
| 479 | cellToInputWeights, |
| 480 | inputGateBias, |
| 481 | projectionWeights, |
| 482 | projectionBias, |
| 483 | cellToForgetWeights, |
| 484 | cellToOutputWeights, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 485 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 486 | break; |
| 487 | } |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 488 | case LayerType::Maximum: |
| 489 | { |
| 490 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 491 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 492 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 493 | |
| 494 | result = layerSupportObject->IsMaximumSupported(OverrideDataType(input0, dataType), |
| 495 | OverrideDataType(input1, dataType), |
| 496 | OverrideDataType(output, dataType), |
| 497 | reason); |
| 498 | break; |
| 499 | } |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 500 | case LayerType::MemCopy: |
| 501 | { |
| 502 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 503 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 504 | |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 505 | result = layerSupportObject->IsMemCopySupported(OverrideDataType(input, dataType), |
| 506 | OverrideDataType(output, dataType), |
| 507 | reason); |
| 508 | break; |
| 509 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 510 | case LayerType::Merger: |
| 511 | { |
| 512 | auto cLayer = boost::polymorphic_downcast<const MergerLayer*>(&layer); |
| 513 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 514 | // Get vector of all inputs. |
| 515 | auto getTensorInfo = [&dataType](const InputSlot& slot) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 516 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 517 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 518 | }; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 519 | auto beginI = boost::make_transform_iterator(layer.GetInputSlots().begin(), getTensorInfo); |
| 520 | auto endI = boost::make_transform_iterator(layer.GetInputSlots().end(), getTensorInfo); |
| 521 | std::vector<TensorInfo> inputs(beginI, endI); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 522 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 523 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 524 | { |
| 525 | return &info; |
| 526 | }; |
| 527 | auto beginPtr = boost::make_transform_iterator(inputs.begin(), getTensorInfoPtr); |
| 528 | auto endPtr = boost::make_transform_iterator(inputs.end(), getTensorInfoPtr); |
| 529 | std::vector<const TensorInfo*> inputPtrs(beginPtr, endPtr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 530 | |
Nikhil Raj | 8599a41 | 2018-11-19 14:51:07 +0000 | [diff] [blame] | 531 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 532 | |
| 533 | result = layerSupportObject->IsMergerSupported(inputPtrs, output, cLayer->GetParameters(), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 534 | break; |
| 535 | } |
| 536 | case LayerType::Multiplication: |
| 537 | { |
| 538 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 539 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 540 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 541 | result = layerSupportObject->IsMultiplicationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 542 | OverrideDataType(input0, dataType), |
| 543 | OverrideDataType(input1, dataType), |
| 544 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 545 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 546 | break; |
| 547 | } |
| 548 | case LayerType::Normalization: |
| 549 | { |
| 550 | auto cLayer = boost::polymorphic_downcast<const NormalizationLayer*>(&layer); |
| 551 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 552 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 553 | result = layerSupportObject->IsNormalizationSupported(OverrideDataType(input, dataType), |
| 554 | OverrideDataType(output, dataType), |
| 555 | cLayer->GetParameters(), |
| 556 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 557 | break; |
| 558 | } |
| 559 | case LayerType::Output: |
| 560 | { |
| 561 | const TensorInfo& output = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 562 | result = layerSupportObject->IsOutputSupported(OverrideDataType(output, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 563 | break; |
| 564 | } |
| 565 | case LayerType::Permute: |
| 566 | { |
| 567 | auto cLayer = boost::polymorphic_downcast<const PermuteLayer*>(&layer); |
| 568 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 569 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 570 | result = layerSupportObject->IsPermuteSupported(OverrideDataType(input, dataType), |
| 571 | OverrideDataType(output, dataType), |
| 572 | cLayer->GetParameters(), |
| 573 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 574 | break; |
| 575 | } |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 576 | case LayerType::Pad: |
| 577 | { |
| 578 | auto cLayer = boost::polymorphic_downcast<const PadLayer*>(&layer); |
| 579 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 580 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 581 | result = layerSupportObject->IsPadSupported( |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 582 | OverrideDataType(input, dataType), |
| 583 | OverrideDataType(output, dataType), |
| 584 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 585 | reason); |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 586 | break; |
| 587 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 588 | case LayerType::Pooling2d: |
| 589 | { |
| 590 | auto cLayer = boost::polymorphic_downcast<const Pooling2dLayer*>(&layer); |
| 591 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 592 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 593 | result = layerSupportObject->IsPooling2dSupported(OverrideDataType(input, dataType), |
| 594 | OverrideDataType(output, dataType), |
| 595 | cLayer->GetParameters(), |
| 596 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 597 | break; |
| 598 | } |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 599 | case LayerType::PreCompiled: |
| 600 | { |
| 601 | auto cLayer = boost::polymorphic_downcast<const PreCompiledLayer*>(&layer); |
| 602 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 603 | result = layerSupportObject->IsPreCompiledSupported(OverrideDataType(input, dataType), |
| 604 | cLayer->GetParameters(), |
| 605 | reason); |
| 606 | break; |
| 607 | } |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 608 | case LayerType::Division: |
| 609 | { |
| 610 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 611 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 612 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 613 | result = layerSupportObject->IsDivisionSupported( |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 614 | OverrideDataType(input0, dataType), |
| 615 | OverrideDataType(input1, dataType), |
| 616 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 617 | reason); |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 618 | break; |
| 619 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 620 | case LayerType::Reshape: |
| 621 | { |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 622 | auto cLayer = boost::polymorphic_downcast<const ReshapeLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 623 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 624 | result = layerSupportObject->IsReshapeSupported(OverrideDataType(input, dataType), |
| 625 | cLayer->GetParameters(), |
| 626 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 627 | break; |
| 628 | } |
| 629 | case LayerType::ResizeBilinear: |
| 630 | { |
| 631 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Sadik Armagan | c625f00 | 2018-12-17 11:32:16 +0000 | [diff] [blame] | 632 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 633 | result = layerSupportObject->IsResizeBilinearSupported(OverrideDataType(input, dataType), |
| 634 | OverrideDataType(output, dataType), |
| 635 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 636 | break; |
| 637 | } |
Mohamed Nour Abouelseoud | a1d3c6a | 2018-12-27 12:39:16 +0000 | [diff] [blame] | 638 | case LayerType::Rsqrt: |
| 639 | { |
| 640 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 641 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 642 | result = layerSupportObject->IsRsqrtSupported(OverrideDataType(input, dataType), |
| 643 | OverrideDataType(output, dataType), |
| 644 | reason); |
| 645 | break; |
| 646 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 647 | case LayerType::Softmax: |
| 648 | { |
| 649 | auto cLayer = boost::polymorphic_downcast<const SoftmaxLayer*>(&layer); |
| 650 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 651 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 652 | result = layerSupportObject->IsSoftmaxSupported(OverrideDataType(input, dataType), |
| 653 | OverrideDataType(output, dataType), |
| 654 | cLayer->GetParameters(), |
| 655 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 656 | break; |
| 657 | } |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 658 | case LayerType::SpaceToBatchNd: |
| 659 | { |
| 660 | auto cLayer = boost::polymorphic_downcast<const SpaceToBatchNdLayer*>(&layer); |
| 661 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 662 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 663 | result = layerSupportObject->IsSpaceToBatchNdSupported(OverrideDataType(input, dataType), |
| 664 | OverrideDataType(output, dataType), |
| 665 | cLayer->GetParameters(), |
| 666 | reason); |
| 667 | break; |
| 668 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 669 | case LayerType::Splitter: |
| 670 | { |
| 671 | auto cLayer = boost::polymorphic_downcast<const SplitterLayer*>(&layer); |
| 672 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 673 | result = layerSupportObject->IsSplitterSupported(OverrideDataType(input, dataType), |
| 674 | cLayer->GetParameters(), |
| 675 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 676 | break; |
| 677 | } |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 678 | case LayerType::StridedSlice: |
| 679 | { |
| 680 | auto cLayer = boost::polymorphic_downcast<const StridedSliceLayer*>(&layer); |
| 681 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 682 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 683 | result = layerSupportObject->IsStridedSliceSupported(OverrideDataType(input, dataType), |
| 684 | OverrideDataType(output, dataType), |
| 685 | cLayer->GetParameters(), |
| 686 | reason); |
| 687 | break; |
| 688 | } |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 689 | case LayerType::Subtraction: |
| 690 | { |
| 691 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 692 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 693 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 694 | result = layerSupportObject->IsSubtractionSupported( |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 695 | OverrideDataType(input0, dataType), |
| 696 | OverrideDataType(input1, dataType), |
| 697 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 698 | reason); |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 699 | break; |
| 700 | } |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 701 | case LayerType::Mean: |
| 702 | { |
| 703 | auto cLayer = boost::polymorphic_downcast<const MeanLayer*>(&layer); |
| 704 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 705 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 706 | result = layerSupportObject->IsMeanSupported( |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 707 | OverrideDataType(input, dataType), |
| 708 | OverrideDataType(output, dataType), |
| 709 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 710 | reason); |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 711 | break; |
| 712 | } |
kevmay01 | 9053969 | 2018-11-29 08:40:19 +0000 | [diff] [blame] | 713 | case LayerType::Minimum: |
| 714 | { |
| 715 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 716 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 717 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 718 | result = layerSupportObject->IsMinimumSupported(OverrideDataType(input0, dataType), |
| 719 | OverrideDataType(input1, dataType), |
| 720 | OverrideDataType(output, dataType), |
| 721 | reason); |
| 722 | break; |
| 723 | } |
Matteo Martincigh | 59a950c | 2018-12-13 12:48:25 +0000 | [diff] [blame] | 724 | case LayerType::Greater: |
| 725 | { |
| 726 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 727 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 728 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Nattapat Chaimanowong | c6a41ff | 2019-01-29 09:56:02 +0000 | [diff] [blame] | 729 | result = layerSupportObject->IsGreaterSupported(OverrideDataType(input0, dataType), |
| 730 | OverrideDataType(input1, dataType), |
| 731 | OverrideDataType(output, DataType::Boolean), |
| 732 | reason); |
Matteo Martincigh | 59a950c | 2018-12-13 12:48:25 +0000 | [diff] [blame] | 733 | break; |
| 734 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 735 | default: |
| 736 | { |
| 737 | BOOST_ASSERT_MSG(false, "WorkloadFactory did not recognise type of layer."); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 738 | reason.value() = "Unrecognised layer type"; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 739 | result = false; |
| 740 | break; |
| 741 | } |
| 742 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 743 | return result; |
| 744 | } |
| 745 | |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 746 | bool IWorkloadFactory::IsLayerSupported(const IConnectableLayer& connectableLayer, |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 747 | Optional<DataType> dataType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 748 | std::string& outReasonIfUnsupported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 749 | { |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 750 | auto layer = boost::polymorphic_downcast<const Layer*>(&connectableLayer); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 751 | return IsLayerSupported(layer->GetBackendId(), connectableLayer, dataType, outReasonIfUnsupported); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 752 | } |
| 753 | |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 754 | } |