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 | { |
Nattapat Chaimanowong | ac5aa1f | 2018-12-05 15:17:18 +0000 | [diff] [blame] | 195 | auto cLayer = boost::polymorphic_downcast<const DebugLayer*>(&layer); |
| 196 | const DebugDescriptor& descriptor = cLayer->GetParameters(); |
| 197 | |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 198 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 199 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 200 | |
| 201 | result = layerSupportObject->IsDebugSupported(OverrideDataType(input, dataType), |
| 202 | OverrideDataType(output, dataType), |
Nattapat Chaimanowong | ac5aa1f | 2018-12-05 15:17:18 +0000 | [diff] [blame] | 203 | descriptor, |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 204 | reason); |
| 205 | break; |
| 206 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 207 | case LayerType::DepthwiseConvolution2d: |
| 208 | { |
| 209 | auto cLayer = boost::polymorphic_downcast<const DepthwiseConvolution2dLayer*>(&layer); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 210 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 211 | dataType); |
| 212 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 213 | BOOST_ASSERT(cLayer->m_Weight.get() != nullptr); |
| 214 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 215 | const DepthwiseConvolution2dDescriptor& descriptor = cLayer->GetParameters(); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 216 | |
| 217 | // Construct optional biases object based on the value of m_BiasEnabled |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 218 | Optional<TensorInfo> biases; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 219 | if (descriptor.m_BiasEnabled) |
| 220 | { |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 221 | biases = |
| 222 | OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 223 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 224 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 225 | result = layerSupportObject->IsDepthwiseConvolutionSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 226 | input, |
| 227 | output, |
| 228 | descriptor, |
| 229 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 230 | biases, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 231 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 232 | break; |
| 233 | } |
FrancisMurtagh | 2099595 | 2018-12-17 12:11:36 +0000 | [diff] [blame] | 234 | case LayerType::Equal: |
| 235 | { |
| 236 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 237 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 238 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 239 | result = layerSupportObject->IsEqualSupported(OverrideDataType(input0, dataType), |
| 240 | OverrideDataType(input1, dataType), |
| 241 | OverrideDataType(output, dataType), |
| 242 | reason); |
| 243 | break; |
| 244 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 245 | case LayerType::FakeQuantization: |
| 246 | { |
| 247 | auto cLayer = boost::polymorphic_downcast<const FakeQuantizationLayer*>(&layer); |
| 248 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 249 | result = layerSupportObject->IsFakeQuantizationSupported(OverrideDataType(input, dataType), |
| 250 | cLayer->GetParameters(), |
| 251 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 252 | break; |
| 253 | } |
| 254 | case LayerType::Floor: |
| 255 | { |
| 256 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 257 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 258 | result = layerSupportObject->IsFloorSupported(OverrideDataType(input, dataType), |
| 259 | OverrideDataType(output, dataType), |
| 260 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 261 | break; |
| 262 | } |
| 263 | case LayerType::FullyConnected: |
| 264 | { |
| 265 | auto cLayer = boost::polymorphic_downcast<const FullyConnectedLayer*>(&layer); |
| 266 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 267 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 268 | BOOST_ASSERT(cLayer->m_Weight.get() != nullptr); |
| 269 | |
| 270 | TensorInfo biasInfo; |
| 271 | const TensorInfo * biasInfoPtr = nullptr; |
| 272 | static const TensorInfo dummyFloat16Bias(TensorShape({1,1,1,1}), DataType::Float16); |
| 273 | static const TensorInfo dummyFloat32Bias(TensorShape({1,1,1,1}), DataType::Float32); |
| 274 | static const TensorInfo dummyQA8Bias(TensorShape({1,1,1,1}), DataType::Signed32); |
| 275 | |
| 276 | const FullyConnectedDescriptor& descriptor = cLayer->GetParameters(); |
| 277 | if (descriptor.m_BiasEnabled) |
| 278 | { |
| 279 | BOOST_ASSERT(cLayer->m_Bias.get() != nullptr); |
| 280 | biasInfo = OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
| 281 | biasInfoPtr = &biasInfo; |
| 282 | } |
| 283 | else |
| 284 | { |
| 285 | // If biases are not enabled pass a dummy tensorinfo for the validation |
| 286 | switch(input.GetDataType()) |
| 287 | { |
| 288 | case DataType::Float16: |
| 289 | { |
| 290 | biasInfoPtr = &dummyFloat16Bias; |
| 291 | break; |
| 292 | } |
| 293 | case DataType::Float32: |
| 294 | { |
| 295 | biasInfoPtr = &dummyFloat32Bias; |
| 296 | break; |
| 297 | } |
| 298 | case DataType::QuantisedAsymm8: |
| 299 | { |
| 300 | biasInfoPtr = &dummyQA8Bias; |
| 301 | break; |
| 302 | } |
| 303 | default: |
| 304 | { |
| 305 | BOOST_ASSERT_MSG(false, "Unexpected bias type"); |
| 306 | } |
| 307 | } |
| 308 | } |
| 309 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 310 | result = layerSupportObject->IsFullyConnectedSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 311 | OverrideDataType(input, dataType), |
| 312 | OverrideDataType(output, dataType), |
| 313 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
| 314 | *biasInfoPtr, |
| 315 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 316 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 317 | break; |
| 318 | } |
| 319 | case LayerType::Input: |
| 320 | { |
| 321 | const TensorInfo& input = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 322 | result = layerSupportObject->IsInputSupported(OverrideDataType(input, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 323 | break; |
| 324 | } |
| 325 | case LayerType::L2Normalization: |
| 326 | { |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 327 | auto cLayer = boost::polymorphic_downcast<const L2NormalizationLayer*>(&layer); |
| 328 | const L2NormalizationDescriptor& descriptor = cLayer->GetParameters(); |
| 329 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 330 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 331 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 332 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 333 | result = layerSupportObject->IsL2NormalizationSupported( |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 334 | OverrideDataType(input, dataType), |
| 335 | OverrideDataType(output, dataType), |
| 336 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 337 | reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 338 | break; |
| 339 | } |
| 340 | case LayerType::Lstm: |
| 341 | { |
| 342 | auto cLayer = boost::polymorphic_downcast<const LstmLayer*>(&layer); |
| 343 | const LstmDescriptor& descriptor = cLayer->GetParameters(); |
| 344 | |
| 345 | // All inputs. |
| 346 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 347 | dataType); |
| 348 | const TensorInfo& outputStateIn = OverrideDataType(layer.GetInputSlot(1).GetConnection()->GetTensorInfo(), |
| 349 | dataType); |
| 350 | const TensorInfo& cellStateIn = OverrideDataType(layer.GetInputSlot(2).GetConnection()->GetTensorInfo(), |
| 351 | dataType); |
| 352 | // All outputs |
| 353 | const TensorInfo& scratchBuffer = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 354 | const TensorInfo& outputStateOut = OverrideDataType(layer.GetOutputSlot(1).GetTensorInfo(), dataType); |
| 355 | const TensorInfo& cellStateOut = OverrideDataType(layer.GetOutputSlot(2).GetTensorInfo(), dataType); |
| 356 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(3).GetTensorInfo(), dataType); |
| 357 | |
| 358 | // Basic parameters |
| 359 | const TensorInfo& inputToForgetWeights |
| 360 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToForgetWeights->GetTensorInfo(), dataType); |
| 361 | const TensorInfo& inputToCellWeights |
| 362 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToCellWeights->GetTensorInfo(), dataType); |
| 363 | const TensorInfo& inputToOutputWeights |
| 364 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToOutputWeights->GetTensorInfo(), dataType); |
| 365 | const TensorInfo& recurrentToForgetWeights |
| 366 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToForgetWeights->GetTensorInfo(), dataType); |
| 367 | const TensorInfo& recurrentToCellWeights |
| 368 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToCellWeights->GetTensorInfo(), dataType); |
| 369 | const TensorInfo& recurrentToOutputWeights |
| 370 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToOutputWeights->GetTensorInfo(), dataType); |
| 371 | const TensorInfo& forgetGateBias |
| 372 | = OverrideDataType(cLayer->m_BasicParameters.m_ForgetGateBias->GetTensorInfo(), dataType); |
| 373 | const TensorInfo& cellBias |
| 374 | = OverrideDataType(cLayer->m_BasicParameters.m_CellBias->GetTensorInfo(), dataType); |
| 375 | const TensorInfo& outputGateBias |
| 376 | = OverrideDataType(cLayer->m_BasicParameters.m_OutputGateBias->GetTensorInfo(), dataType); |
| 377 | |
| 378 | // Optional parameters |
| 379 | const TensorInfo* inputToInputWeights = nullptr; |
| 380 | const TensorInfo* recurrentToInputWeights = nullptr; |
| 381 | const TensorInfo* cellToInputWeights = nullptr; |
| 382 | const TensorInfo* inputGateBias = nullptr; |
| 383 | const TensorInfo* projectionWeights = nullptr; |
| 384 | const TensorInfo* projectionBias = nullptr; |
| 385 | const TensorInfo* cellToForgetWeights = nullptr; |
| 386 | const TensorInfo* cellToOutputWeights = nullptr; |
| 387 | |
| 388 | TensorInfo optInputToInputWeights; |
| 389 | TensorInfo optRecurrentToInputWeights; |
| 390 | TensorInfo optCellToInputWeights; |
| 391 | TensorInfo optInputGateBias; |
| 392 | TensorInfo optProjectionWeights; |
| 393 | TensorInfo optProjectionBias; |
| 394 | TensorInfo optCellToForgetWeights; |
| 395 | TensorInfo optCellToOutputWeights; |
| 396 | |
| 397 | if(!descriptor.m_CifgEnabled) |
| 398 | { |
| 399 | optInputToInputWeights = |
| 400 | OverrideDataType(cLayer->m_CifgParameters.m_InputToInputWeights->GetTensorInfo(), dataType); |
| 401 | inputToInputWeights = &optInputToInputWeights; |
| 402 | |
| 403 | optRecurrentToInputWeights = |
| 404 | OverrideDataType(cLayer->m_CifgParameters.m_RecurrentToInputWeights->GetTensorInfo(), dataType); |
| 405 | recurrentToInputWeights = &optRecurrentToInputWeights; |
| 406 | if (cLayer->m_CifgParameters.m_CellToInputWeights != nullptr) |
| 407 | { |
| 408 | optCellToInputWeights = |
| 409 | OverrideDataType(cLayer->m_CifgParameters.m_CellToInputWeights->GetTensorInfo(), dataType); |
| 410 | cellToInputWeights = &optCellToInputWeights; |
| 411 | } |
| 412 | optInputGateBias = |
| 413 | OverrideDataType(cLayer->m_CifgParameters.m_InputGateBias->GetTensorInfo(), dataType); |
| 414 | inputGateBias = &optInputGateBias; |
| 415 | } |
| 416 | |
| 417 | if(descriptor.m_ProjectionEnabled) |
| 418 | { |
| 419 | optProjectionWeights = |
| 420 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionWeights->GetTensorInfo(), dataType); |
| 421 | projectionWeights = &optProjectionWeights; |
| 422 | if (cLayer->m_ProjectionParameters.m_ProjectionBias != nullptr) |
| 423 | { |
| 424 | optProjectionBias = |
| 425 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionBias->GetTensorInfo(), dataType); |
| 426 | projectionBias = &optProjectionBias; |
| 427 | } |
| 428 | } |
| 429 | |
| 430 | if(descriptor.m_PeepholeEnabled) |
| 431 | { |
| 432 | optCellToForgetWeights = |
| 433 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToForgetWeights->GetTensorInfo(), dataType); |
| 434 | cellToForgetWeights = &optCellToForgetWeights; |
| 435 | optCellToOutputWeights = |
| 436 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToOutputWeights->GetTensorInfo(), dataType); |
| 437 | cellToOutputWeights = &optCellToOutputWeights; |
| 438 | } |
| 439 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 440 | result = layerSupportObject->IsLstmSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 441 | input, |
| 442 | outputStateIn, |
| 443 | cellStateIn, |
| 444 | scratchBuffer, |
| 445 | outputStateOut, |
| 446 | cellStateOut, |
| 447 | output, |
| 448 | descriptor, |
| 449 | inputToForgetWeights, |
| 450 | inputToCellWeights, |
| 451 | inputToOutputWeights, |
| 452 | recurrentToForgetWeights, |
| 453 | recurrentToCellWeights, |
| 454 | recurrentToOutputWeights, |
| 455 | forgetGateBias, |
| 456 | cellBias, |
| 457 | outputGateBias, |
| 458 | inputToInputWeights, |
| 459 | recurrentToInputWeights, |
| 460 | cellToInputWeights, |
| 461 | inputGateBias, |
| 462 | projectionWeights, |
| 463 | projectionBias, |
| 464 | cellToForgetWeights, |
| 465 | cellToOutputWeights, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 466 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 467 | break; |
| 468 | } |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 469 | case LayerType::Maximum: |
| 470 | { |
| 471 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 472 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 473 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 474 | |
| 475 | result = layerSupportObject->IsMaximumSupported(OverrideDataType(input0, dataType), |
| 476 | OverrideDataType(input1, dataType), |
| 477 | OverrideDataType(output, dataType), |
| 478 | reason); |
| 479 | break; |
| 480 | } |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 481 | case LayerType::MemCopy: |
| 482 | { |
| 483 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 484 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 485 | |
| 486 | result = layerSupportObject->IsMemCopySupported(OverrideDataType(input, dataType), |
| 487 | OverrideDataType(output, dataType), |
| 488 | reason); |
| 489 | break; |
| 490 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 491 | case LayerType::Merger: |
| 492 | { |
| 493 | auto cLayer = boost::polymorphic_downcast<const MergerLayer*>(&layer); |
| 494 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 495 | // Get vector of all inputs. |
| 496 | auto getTensorInfo = [&dataType](const InputSlot& slot) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 497 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 498 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 499 | }; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 500 | auto beginI = boost::make_transform_iterator(layer.GetInputSlots().begin(), getTensorInfo); |
| 501 | auto endI = boost::make_transform_iterator(layer.GetInputSlots().end(), getTensorInfo); |
| 502 | std::vector<TensorInfo> inputs(beginI, endI); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 503 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 504 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 505 | { |
| 506 | return &info; |
| 507 | }; |
| 508 | auto beginPtr = boost::make_transform_iterator(inputs.begin(), getTensorInfoPtr); |
| 509 | auto endPtr = boost::make_transform_iterator(inputs.end(), getTensorInfoPtr); |
| 510 | std::vector<const TensorInfo*> inputPtrs(beginPtr, endPtr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 511 | |
Nikhil Raj | 8599a41 | 2018-11-19 14:51:07 +0000 | [diff] [blame] | 512 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 513 | |
| 514 | result = layerSupportObject->IsMergerSupported(inputPtrs, output, cLayer->GetParameters(), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 515 | break; |
| 516 | } |
| 517 | case LayerType::Multiplication: |
| 518 | { |
| 519 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 520 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 521 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 522 | result = layerSupportObject->IsMultiplicationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 523 | OverrideDataType(input0, dataType), |
| 524 | OverrideDataType(input1, dataType), |
| 525 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 526 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 527 | break; |
| 528 | } |
| 529 | case LayerType::Normalization: |
| 530 | { |
| 531 | auto cLayer = boost::polymorphic_downcast<const NormalizationLayer*>(&layer); |
| 532 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 533 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 534 | result = layerSupportObject->IsNormalizationSupported(OverrideDataType(input, dataType), |
| 535 | OverrideDataType(output, dataType), |
| 536 | cLayer->GetParameters(), |
| 537 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 538 | break; |
| 539 | } |
| 540 | case LayerType::Output: |
| 541 | { |
| 542 | const TensorInfo& output = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 543 | result = layerSupportObject->IsOutputSupported(OverrideDataType(output, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 544 | break; |
| 545 | } |
| 546 | case LayerType::Permute: |
| 547 | { |
| 548 | auto cLayer = boost::polymorphic_downcast<const PermuteLayer*>(&layer); |
| 549 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 550 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 551 | result = layerSupportObject->IsPermuteSupported(OverrideDataType(input, dataType), |
| 552 | OverrideDataType(output, dataType), |
| 553 | cLayer->GetParameters(), |
| 554 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 555 | break; |
| 556 | } |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 557 | case LayerType::Pad: |
| 558 | { |
| 559 | auto cLayer = boost::polymorphic_downcast<const PadLayer*>(&layer); |
| 560 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 561 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 562 | result = layerSupportObject->IsPadSupported( |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 563 | OverrideDataType(input, dataType), |
| 564 | OverrideDataType(output, dataType), |
| 565 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 566 | reason); |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 567 | break; |
| 568 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 569 | case LayerType::Pooling2d: |
| 570 | { |
| 571 | auto cLayer = boost::polymorphic_downcast<const Pooling2dLayer*>(&layer); |
| 572 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 573 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 574 | result = layerSupportObject->IsPooling2dSupported(OverrideDataType(input, dataType), |
| 575 | OverrideDataType(output, dataType), |
| 576 | cLayer->GetParameters(), |
| 577 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 578 | break; |
| 579 | } |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 580 | case LayerType::Division: |
| 581 | { |
| 582 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 583 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 584 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 585 | result = layerSupportObject->IsDivisionSupported( |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 586 | OverrideDataType(input0, dataType), |
| 587 | OverrideDataType(input1, dataType), |
| 588 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 589 | reason); |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 590 | break; |
| 591 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 592 | case LayerType::Reshape: |
| 593 | { |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 594 | auto cLayer = boost::polymorphic_downcast<const ReshapeLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 595 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 596 | result = layerSupportObject->IsReshapeSupported(OverrideDataType(input, dataType), |
| 597 | cLayer->GetParameters(), |
| 598 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 599 | break; |
| 600 | } |
| 601 | case LayerType::ResizeBilinear: |
| 602 | { |
| 603 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 604 | result = layerSupportObject->IsResizeBilinearSupported(OverrideDataType(input, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 605 | break; |
| 606 | } |
Mohamed Nour Abouelseoud | a1d3c6a | 2018-12-27 12:39:16 +0000 | [diff] [blame] | 607 | case LayerType::Rsqrt: |
| 608 | { |
| 609 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 610 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 611 | result = layerSupportObject->IsRsqrtSupported(OverrideDataType(input, dataType), |
| 612 | OverrideDataType(output, dataType), |
| 613 | reason); |
| 614 | break; |
| 615 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 616 | case LayerType::Softmax: |
| 617 | { |
| 618 | auto cLayer = boost::polymorphic_downcast<const SoftmaxLayer*>(&layer); |
| 619 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 620 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 621 | result = layerSupportObject->IsSoftmaxSupported(OverrideDataType(input, dataType), |
| 622 | OverrideDataType(output, dataType), |
| 623 | cLayer->GetParameters(), |
| 624 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 625 | break; |
| 626 | } |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 627 | case LayerType::SpaceToBatchNd: |
| 628 | { |
| 629 | auto cLayer = boost::polymorphic_downcast<const SpaceToBatchNdLayer*>(&layer); |
| 630 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 631 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 632 | result = layerSupportObject->IsSpaceToBatchNdSupported(OverrideDataType(input, dataType), |
| 633 | OverrideDataType(output, dataType), |
| 634 | cLayer->GetParameters(), |
| 635 | reason); |
| 636 | break; |
| 637 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 638 | case LayerType::Splitter: |
| 639 | { |
| 640 | auto cLayer = boost::polymorphic_downcast<const SplitterLayer*>(&layer); |
| 641 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 642 | result = layerSupportObject->IsSplitterSupported(OverrideDataType(input, dataType), |
| 643 | cLayer->GetParameters(), |
| 644 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 645 | break; |
| 646 | } |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 647 | case LayerType::StridedSlice: |
| 648 | { |
| 649 | auto cLayer = boost::polymorphic_downcast<const StridedSliceLayer*>(&layer); |
| 650 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 651 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 652 | result = layerSupportObject->IsStridedSliceSupported(OverrideDataType(input, dataType), |
| 653 | OverrideDataType(output, dataType), |
| 654 | cLayer->GetParameters(), |
| 655 | reason); |
| 656 | break; |
| 657 | } |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 658 | case LayerType::Subtraction: |
| 659 | { |
| 660 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 661 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 662 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 663 | result = layerSupportObject->IsSubtractionSupported( |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 664 | OverrideDataType(input0, dataType), |
| 665 | OverrideDataType(input1, dataType), |
| 666 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 667 | reason); |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 668 | break; |
| 669 | } |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 670 | case LayerType::Mean: |
| 671 | { |
| 672 | auto cLayer = boost::polymorphic_downcast<const MeanLayer*>(&layer); |
| 673 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 674 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 675 | result = layerSupportObject->IsMeanSupported( |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 676 | OverrideDataType(input, dataType), |
| 677 | OverrideDataType(output, dataType), |
| 678 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 679 | reason); |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 680 | break; |
| 681 | } |
kevmay01 | 9053969 | 2018-11-29 08:40:19 +0000 | [diff] [blame] | 682 | case LayerType::Minimum: |
| 683 | { |
| 684 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 685 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 686 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 687 | result = layerSupportObject->IsMinimumSupported(OverrideDataType(input0, dataType), |
| 688 | OverrideDataType(input1, dataType), |
| 689 | OverrideDataType(output, dataType), |
| 690 | reason); |
| 691 | break; |
| 692 | } |
Matteo Martincigh | 59a950c | 2018-12-13 12:48:25 +0000 | [diff] [blame] | 693 | case LayerType::Greater: |
| 694 | { |
| 695 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 696 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 697 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 698 | result = layerSupportObject->IsGreaterSupported(OverrideDataType(input0, dataType), |
| 699 | OverrideDataType(input1, dataType), |
| 700 | OverrideDataType(output, dataType), |
| 701 | reason); |
| 702 | break; |
| 703 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 704 | default: |
| 705 | { |
| 706 | BOOST_ASSERT_MSG(false, "WorkloadFactory did not recognise type of layer."); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 707 | reason.value() = "Unrecognised layer type"; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 708 | result = false; |
| 709 | break; |
| 710 | } |
| 711 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 712 | return result; |
| 713 | } |
| 714 | |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 715 | bool IWorkloadFactory::IsLayerSupported(const IConnectableLayer& connectableLayer, |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 716 | Optional<DataType> dataType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 717 | std::string& outReasonIfUnsupported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 718 | { |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 719 | auto layer = boost::polymorphic_downcast<const Layer*>(&connectableLayer); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 720 | return IsLayerSupported(layer->GetBackendId(), connectableLayer, dataType, outReasonIfUnsupported); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 721 | } |
| 722 | |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 723 | } |