Laurent Carlier | 749294b | 2020-06-01 09:03:17 +0100 | [diff] [blame] | 1 | // |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 2 | // Copyright © 2017 Arm Ltd and Contributors. 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 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 6 | #include <Layer.hpp> |
| 7 | #include <LayersFwd.hpp> |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 8 | |
David Beck | b4540be | 2018-09-24 13:18:27 +0100 | [diff] [blame] | 9 | #include <armnn/Types.hpp> |
| 10 | #include <armnn/LayerSupport.hpp> |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 11 | #include <armnn/ILayerSupport.hpp> |
Matteo Martincigh | c601aa6 | 2019-10-29 15:03:22 +0000 | [diff] [blame] | 12 | #include <armnn/BackendRegistry.hpp> |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 13 | #include <armnn/utility/PolymorphicDowncast.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 14 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 15 | #include <backendsCommon/WorkloadFactory.hpp> |
Matteo Martincigh | e5b8eb9 | 2019-11-28 15:45:42 +0000 | [diff] [blame] | 16 | #include <backendsCommon/CpuTensorHandle.hpp> |
Matteo Martincigh | e5b8eb9 | 2019-11-28 15:45:42 +0000 | [diff] [blame] | 17 | |
Francis Murtagh | 46c09d0 | 2019-05-28 08:15:28 +0100 | [diff] [blame] | 18 | #include <backendsCommon/test/WorkloadTestUtils.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 19 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 20 | #include <boost/iterator/transform_iterator.hpp> |
| 21 | |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 22 | #include <sstream> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 23 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 24 | namespace armnn |
| 25 | { |
| 26 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 27 | namespace |
| 28 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 29 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 30 | const TensorInfo OverrideDataType(const TensorInfo& info, Optional<DataType> type) |
| 31 | { |
| 32 | if (!type) |
| 33 | { |
| 34 | return info; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 35 | } |
| 36 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 37 | return TensorInfo(info.GetShape(), type.value(), info.GetQuantizationScale(), info.GetQuantizationOffset()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 38 | } |
| 39 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 40 | } // anonymous namespace |
| 41 | |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 42 | bool IWorkloadFactory::IsLayerConfigurationSupported(const BackendId& backendId, |
| 43 | const IConnectableLayer& connectableLayer, |
| 44 | Optional<DataType> dataType, |
| 45 | std::string& outReasonIfUnsupported, |
| 46 | const ModelOptions& modelOptions) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 47 | { |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 48 | Optional<std::string&> reason = outReasonIfUnsupported; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 49 | bool result; |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 50 | const Layer& layer = *(PolymorphicDowncast<const Layer*>(&connectableLayer)); |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 51 | |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 52 | auto const& backendRegistry = BackendRegistryInstance(); |
| 53 | if (!backendRegistry.IsBackendRegistered(backendId)) |
| 54 | { |
| 55 | std::stringstream ss; |
| 56 | ss << connectableLayer.GetName() << " is not supported on " << backendId |
| 57 | << " because this backend is not registered."; |
| 58 | |
| 59 | outReasonIfUnsupported = ss.str(); |
| 60 | return false; |
| 61 | } |
| 62 | |
| 63 | auto backendFactory = backendRegistry.GetFactory(backendId); |
| 64 | auto backendObject = backendFactory(); |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 65 | auto layerSupportObject = backendObject->GetLayerSupport(modelOptions); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 66 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 67 | switch(layer.GetType()) |
| 68 | { |
| 69 | case LayerType::Activation: |
| 70 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 71 | auto cLayer = PolymorphicDowncast<const ActivationLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 72 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 73 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 74 | result = layerSupportObject->IsActivationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 75 | OverrideDataType(input, dataType), |
| 76 | OverrideDataType(output, dataType), |
| 77 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 78 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 79 | break; |
| 80 | } |
| 81 | case LayerType::Addition: |
| 82 | { |
| 83 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 84 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 85 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 86 | result = layerSupportObject->IsAdditionSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 87 | OverrideDataType(input0, dataType), |
| 88 | OverrideDataType(input1, dataType), |
| 89 | OverrideDataType(output, dataType), |
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 | } |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 93 | case LayerType::ArgMinMax: |
| 94 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 95 | auto cLayer = PolymorphicDowncast<const ArgMinMaxLayer*>(&layer); |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 96 | const ArgMinMaxDescriptor& descriptor = cLayer->GetParameters(); |
| 97 | |
| 98 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 99 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 100 | result = layerSupportObject->IsArgMinMaxSupported( |
| 101 | OverrideDataType(input, dataType), |
Narumol Prangnawarat | d1f5773 | 2019-10-31 14:24:02 +0000 | [diff] [blame] | 102 | OverrideDataType(output, DataType::Signed32), |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 103 | descriptor, |
| 104 | reason); |
| 105 | break; |
| 106 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 107 | case LayerType::BatchNormalization: |
| 108 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 109 | auto cLayer = PolymorphicDowncast<const BatchNormalizationLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 110 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 111 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 112 | const TensorInfo& mean = cLayer->m_Mean->GetTensorInfo(); |
| 113 | const TensorInfo& var = cLayer->m_Variance->GetTensorInfo(); |
| 114 | const TensorInfo& beta = cLayer->m_Beta->GetTensorInfo(); |
| 115 | const TensorInfo& gamma = cLayer->m_Gamma->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 116 | result = layerSupportObject->IsBatchNormalizationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 117 | OverrideDataType(input, dataType), |
| 118 | OverrideDataType(output, dataType), |
| 119 | OverrideDataType(mean, dataType), |
| 120 | OverrideDataType(var, dataType), |
| 121 | OverrideDataType(beta, dataType), |
| 122 | OverrideDataType(gamma, dataType), |
| 123 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 124 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 125 | break; |
| 126 | } |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 127 | case LayerType::BatchToSpaceNd: |
| 128 | { |
| 129 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 130 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 131 | auto cLayer = PolymorphicDowncast<const BatchToSpaceNdLayer*>(&layer); |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 132 | |
| 133 | result = layerSupportObject->IsBatchToSpaceNdSupported(OverrideDataType(input, dataType), |
| 134 | OverrideDataType(output, dataType), |
| 135 | cLayer->GetParameters(), |
| 136 | reason); |
| 137 | break; |
| 138 | } |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 139 | case LayerType::Comparison: |
| 140 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 141 | auto cLayer = PolymorphicDowncast<const ComparisonLayer*>(&layer); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 142 | |
| 143 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 144 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 145 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 146 | |
| 147 | result = layerSupportObject->IsComparisonSupported(OverrideDataType(input0, dataType), |
| 148 | OverrideDataType(input1, dataType), |
| 149 | OverrideDataType(output, DataType::Boolean), |
| 150 | cLayer->GetParameters(), |
| 151 | reason); |
| 152 | break; |
| 153 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 154 | case LayerType::Constant: |
| 155 | { |
| 156 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 157 | result = layerSupportObject->IsConstantSupported(OverrideDataType(output, dataType), reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 158 | break; |
| 159 | } |
Narumol Prangnawarat | 7ddbbae | 2020-03-13 10:26:05 +0000 | [diff] [blame] | 160 | case LayerType::ConvertBf16ToFp32: |
| 161 | { |
| 162 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 163 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 164 | result = layerSupportObject->IsConvertBf16ToFp32Supported(input, output, reason); |
| 165 | break; |
| 166 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 167 | case LayerType::ConvertFp16ToFp32: |
| 168 | { |
| 169 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 170 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 171 | result = layerSupportObject->IsConvertFp16ToFp32Supported(input, output, reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 172 | break; |
| 173 | } |
Narumol Prangnawarat | ea54a01 | 2020-03-16 16:36:10 +0000 | [diff] [blame] | 174 | case LayerType::ConvertFp32ToBf16: |
| 175 | { |
| 176 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 177 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 178 | result = layerSupportObject->IsConvertFp32ToBf16Supported(input, output, reason); |
| 179 | break; |
| 180 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 181 | case LayerType::ConvertFp32ToFp16: |
| 182 | { |
| 183 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 184 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 185 | result = layerSupportObject->IsConvertFp32ToFp16Supported(input, output, reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 186 | break; |
| 187 | } |
| 188 | case LayerType::Convolution2d: |
| 189 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 190 | auto cLayer = PolymorphicDowncast<const Convolution2dLayer*>(&layer); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 191 | |
| 192 | const TensorInfo input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 193 | dataType); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 194 | const TensorInfo output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 195 | ARMNN_ASSERT(cLayer->m_Weight.get() != nullptr); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 196 | |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 197 | const Convolution2dDescriptor& descriptor = cLayer->GetParameters(); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 198 | |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 199 | // Construct optional biases object based on the value of m_BiasEnabled |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 200 | Optional<TensorInfo> biases; |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 201 | if (descriptor.m_BiasEnabled) |
| 202 | { |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 203 | biases = |
| 204 | OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 205 | } |
| 206 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 207 | result = layerSupportObject->IsConvolution2dSupported( |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 208 | input, |
| 209 | output, |
| 210 | descriptor, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 211 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 212 | biases, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 213 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 214 | break; |
| 215 | } |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 216 | case LayerType::Debug: |
| 217 | { |
| 218 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 219 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 220 | |
| 221 | result = layerSupportObject->IsDebugSupported(OverrideDataType(input, dataType), |
| 222 | OverrideDataType(output, dataType), |
| 223 | reason); |
| 224 | break; |
| 225 | } |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 226 | case LayerType::DepthToSpace: |
| 227 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 228 | auto cLayer = PolymorphicDowncast<const DepthToSpaceLayer*>(&layer); |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 229 | |
| 230 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 231 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 232 | |
| 233 | result = layerSupportObject->IsDepthToSpaceSupported(OverrideDataType(input, dataType), |
| 234 | OverrideDataType(output, dataType), |
| 235 | cLayer->GetParameters(), |
| 236 | reason); |
| 237 | break; |
| 238 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 239 | case LayerType::DepthwiseConvolution2d: |
| 240 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 241 | auto cLayer = PolymorphicDowncast<const DepthwiseConvolution2dLayer*>(&layer); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 242 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 243 | dataType); |
| 244 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 245 | ARMNN_ASSERT(cLayer->m_Weight.get() != nullptr); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 246 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 247 | const DepthwiseConvolution2dDescriptor& descriptor = cLayer->GetParameters(); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 248 | |
| 249 | // Construct optional biases object based on the value of m_BiasEnabled |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 250 | Optional<TensorInfo> biases; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 251 | if (descriptor.m_BiasEnabled) |
| 252 | { |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 253 | biases = |
| 254 | OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 255 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 256 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 257 | result = layerSupportObject->IsDepthwiseConvolutionSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 258 | input, |
| 259 | output, |
| 260 | descriptor, |
| 261 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 262 | biases, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 263 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 264 | break; |
| 265 | } |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 266 | case LayerType::Dequantize: |
| 267 | { |
| 268 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 269 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 270 | |
Aron Virginas-Tar | 87972be | 2019-11-13 15:16:28 +0000 | [diff] [blame] | 271 | result = layerSupportObject->IsDequantizeSupported(input, |
| 272 | OverrideDataType(output, dataType), |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 273 | reason); |
| 274 | break; |
| 275 | } |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 276 | case LayerType::DetectionPostProcess: |
| 277 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 278 | auto cLayer = PolymorphicDowncast<const DetectionPostProcessLayer*>(&layer); |
Derek Lamberti | 6a5e5e8 | 2019-12-05 14:41:20 +0000 | [diff] [blame] | 279 | const TensorInfo& boxEncodings = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 280 | const TensorInfo& scores = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 281 | const TensorInfo& anchors = cLayer->m_Anchors->GetTensorInfo(); |
| 282 | |
| 283 | const TensorInfo& detectionBoxes = layer.GetOutputSlot(0).GetTensorInfo(); |
| 284 | const TensorInfo& detectionClasses = layer.GetOutputSlot(1).GetTensorInfo(); |
| 285 | const TensorInfo& detectionScores = layer.GetOutputSlot(2).GetTensorInfo(); |
| 286 | const TensorInfo& numDetections = layer.GetOutputSlot(3).GetTensorInfo(); |
| 287 | |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 288 | const DetectionPostProcessDescriptor& descriptor = cLayer->GetParameters(); |
Derek Lamberti | 6a5e5e8 | 2019-12-05 14:41:20 +0000 | [diff] [blame] | 289 | result = layerSupportObject->IsDetectionPostProcessSupported(boxEncodings, |
| 290 | scores, |
| 291 | anchors, |
| 292 | detectionBoxes, |
| 293 | detectionClasses, |
| 294 | detectionScores, |
| 295 | numDetections, |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 296 | descriptor, |
| 297 | reason); |
| 298 | break; |
| 299 | } |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 300 | case LayerType::ElementwiseUnary: |
| 301 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 302 | auto cLayer = PolymorphicDowncast<const ElementwiseUnaryLayer*>(&layer); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 303 | |
| 304 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 305 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 306 | |
| 307 | result = layerSupportObject->IsElementwiseUnarySupported(OverrideDataType(input, dataType), |
| 308 | OverrideDataType(output, dataType), |
| 309 | cLayer->GetParameters(), |
| 310 | reason); |
| 311 | break; |
| 312 | } |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 313 | case LayerType::Fill: |
| 314 | { |
| 315 | auto cLayer = PolymorphicDowncast<const FillLayer*>(&layer); |
| 316 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 317 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 318 | const FillDescriptor& descriptor = cLayer->GetParameters(); |
| 319 | |
| 320 | result = layerSupportObject->IsFillSupported( |
| 321 | OverrideDataType(input, dataType), |
| 322 | OverrideDataType(output, dataType), |
| 323 | descriptor, |
| 324 | reason); |
| 325 | break; |
| 326 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 327 | case LayerType::FakeQuantization: |
| 328 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 329 | auto cLayer = PolymorphicDowncast<const FakeQuantizationLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 330 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 331 | result = layerSupportObject->IsFakeQuantizationSupported(OverrideDataType(input, dataType), |
| 332 | cLayer->GetParameters(), |
| 333 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 334 | break; |
| 335 | } |
| 336 | case LayerType::Floor: |
| 337 | { |
| 338 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 339 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 340 | result = layerSupportObject->IsFloorSupported(OverrideDataType(input, dataType), |
| 341 | OverrideDataType(output, dataType), |
| 342 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 343 | break; |
| 344 | } |
| 345 | case LayerType::FullyConnected: |
| 346 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 347 | auto cLayer = PolymorphicDowncast<const FullyConnectedLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 348 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 349 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 350 | ARMNN_ASSERT(cLayer->m_Weight.get() != nullptr); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 351 | |
| 352 | TensorInfo biasInfo; |
| 353 | const TensorInfo * biasInfoPtr = nullptr; |
Narumol Prangnawarat | 44179c3 | 2020-03-11 14:51:27 +0000 | [diff] [blame] | 354 | static const TensorInfo dummyBFloat16Bias(TensorShape({1,1,1,1}), DataType::BFloat16); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 355 | static const TensorInfo dummyFloat16Bias(TensorShape({1,1,1,1}), DataType::Float16); |
| 356 | static const TensorInfo dummyFloat32Bias(TensorShape({1,1,1,1}), DataType::Float32); |
| 357 | static const TensorInfo dummyQA8Bias(TensorShape({1,1,1,1}), DataType::Signed32); |
| 358 | |
| 359 | const FullyConnectedDescriptor& descriptor = cLayer->GetParameters(); |
| 360 | if (descriptor.m_BiasEnabled) |
| 361 | { |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 362 | ARMNN_ASSERT(cLayer->m_Bias.get() != nullptr); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 363 | biasInfo = OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
| 364 | biasInfoPtr = &biasInfo; |
| 365 | } |
| 366 | else |
| 367 | { |
| 368 | // If biases are not enabled pass a dummy tensorinfo for the validation |
| 369 | switch(input.GetDataType()) |
| 370 | { |
Narumol Prangnawarat | 44179c3 | 2020-03-11 14:51:27 +0000 | [diff] [blame] | 371 | case DataType::BFloat16: |
| 372 | { |
| 373 | biasInfoPtr = &dummyBFloat16Bias; |
| 374 | break; |
| 375 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 376 | case DataType::Float16: |
| 377 | { |
| 378 | biasInfoPtr = &dummyFloat16Bias; |
| 379 | break; |
| 380 | } |
| 381 | case DataType::Float32: |
| 382 | { |
| 383 | biasInfoPtr = &dummyFloat32Bias; |
| 384 | break; |
| 385 | } |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 386 | case DataType::QAsymmU8: |
Keith Davis | a856501 | 2020-02-14 12:22:40 +0000 | [diff] [blame] | 387 | case DataType::QAsymmS8: |
Keith Davis | 9d0ff74 | 2020-02-03 14:47:54 +0000 | [diff] [blame] | 388 | case DataType::QSymmS8: |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 389 | case DataType::QSymmS16: |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 390 | { |
| 391 | biasInfoPtr = &dummyQA8Bias; |
| 392 | break; |
| 393 | } |
| 394 | default: |
| 395 | { |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 396 | ARMNN_ASSERT_MSG(false, "Unexpected bias type"); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 397 | } |
| 398 | } |
| 399 | } |
| 400 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 401 | result = layerSupportObject->IsFullyConnectedSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 402 | OverrideDataType(input, dataType), |
| 403 | OverrideDataType(output, dataType), |
| 404 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
| 405 | *biasInfoPtr, |
| 406 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 407 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 408 | break; |
| 409 | } |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 410 | case LayerType::Gather: |
| 411 | { |
| 412 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 413 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 414 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 415 | auto cLayer = PolymorphicDowncast<const GatherLayer*>(&layer); |
| 416 | const GatherDescriptor& descriptor = cLayer->GetParameters(); |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 417 | result = layerSupportObject->IsGatherSupported(OverrideDataType(input0, dataType), |
Ellen Norris-Thompson | e0dbedf | 2019-06-24 09:23:38 +0100 | [diff] [blame] | 418 | input1, |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 419 | OverrideDataType(output, dataType), |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 420 | descriptor, |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 421 | reason); |
| 422 | break; |
| 423 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 424 | case LayerType::Input: |
| 425 | { |
| 426 | const TensorInfo& input = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 427 | result = layerSupportObject->IsInputSupported(OverrideDataType(input, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 428 | break; |
| 429 | } |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 430 | case LayerType::InstanceNormalization: |
| 431 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 432 | auto cLayer = PolymorphicDowncast<const InstanceNormalizationLayer*>(&layer); |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 433 | const InstanceNormalizationDescriptor& descriptor = cLayer->GetParameters(); |
| 434 | |
| 435 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 436 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 437 | |
| 438 | result = layerSupportObject->IsInstanceNormalizationSupported( |
| 439 | OverrideDataType(input, dataType), |
| 440 | OverrideDataType(output, dataType), |
| 441 | descriptor, |
| 442 | reason); |
| 443 | break; |
| 444 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 445 | case LayerType::L2Normalization: |
| 446 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 447 | auto cLayer = PolymorphicDowncast<const L2NormalizationLayer*>(&layer); |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 448 | const L2NormalizationDescriptor& descriptor = cLayer->GetParameters(); |
| 449 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 450 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 451 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 452 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 453 | result = layerSupportObject->IsL2NormalizationSupported( |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 454 | OverrideDataType(input, dataType), |
| 455 | OverrideDataType(output, dataType), |
| 456 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 457 | reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 458 | break; |
| 459 | } |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 460 | case LayerType::LogSoftmax: |
| 461 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 462 | auto cLayer = PolymorphicDowncast<const LogSoftmaxLayer*>(&layer); |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 463 | |
| 464 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 465 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 466 | |
| 467 | result = layerSupportObject->IsLogSoftmaxSupported(OverrideDataType(input, dataType), |
| 468 | OverrideDataType(output, dataType), |
| 469 | cLayer->GetParameters(), |
| 470 | reason); |
| 471 | break; |
| 472 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 473 | case LayerType::Lstm: |
| 474 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 475 | auto cLayer = PolymorphicDowncast<const LstmLayer*>(&layer); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 476 | const LstmDescriptor& descriptor = cLayer->GetParameters(); |
| 477 | |
| 478 | // All inputs. |
| 479 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 480 | dataType); |
| 481 | const TensorInfo& outputStateIn = OverrideDataType(layer.GetInputSlot(1).GetConnection()->GetTensorInfo(), |
| 482 | dataType); |
| 483 | const TensorInfo& cellStateIn = OverrideDataType(layer.GetInputSlot(2).GetConnection()->GetTensorInfo(), |
| 484 | dataType); |
| 485 | // All outputs |
| 486 | const TensorInfo& scratchBuffer = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 487 | const TensorInfo& outputStateOut = OverrideDataType(layer.GetOutputSlot(1).GetTensorInfo(), dataType); |
| 488 | const TensorInfo& cellStateOut = OverrideDataType(layer.GetOutputSlot(2).GetTensorInfo(), dataType); |
| 489 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(3).GetTensorInfo(), dataType); |
| 490 | |
| 491 | // Basic parameters |
| 492 | const TensorInfo& inputToForgetWeights |
| 493 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToForgetWeights->GetTensorInfo(), dataType); |
| 494 | const TensorInfo& inputToCellWeights |
| 495 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToCellWeights->GetTensorInfo(), dataType); |
| 496 | const TensorInfo& inputToOutputWeights |
| 497 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToOutputWeights->GetTensorInfo(), dataType); |
| 498 | const TensorInfo& recurrentToForgetWeights |
| 499 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToForgetWeights->GetTensorInfo(), dataType); |
| 500 | const TensorInfo& recurrentToCellWeights |
| 501 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToCellWeights->GetTensorInfo(), dataType); |
| 502 | const TensorInfo& recurrentToOutputWeights |
| 503 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToOutputWeights->GetTensorInfo(), dataType); |
| 504 | const TensorInfo& forgetGateBias |
| 505 | = OverrideDataType(cLayer->m_BasicParameters.m_ForgetGateBias->GetTensorInfo(), dataType); |
| 506 | const TensorInfo& cellBias |
| 507 | = OverrideDataType(cLayer->m_BasicParameters.m_CellBias->GetTensorInfo(), dataType); |
| 508 | const TensorInfo& outputGateBias |
| 509 | = OverrideDataType(cLayer->m_BasicParameters.m_OutputGateBias->GetTensorInfo(), dataType); |
| 510 | |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 511 | LstmInputParamsInfo paramsInfo; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 512 | |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 513 | paramsInfo.m_InputToForgetWeights = &inputToForgetWeights; |
| 514 | paramsInfo.m_InputToCellWeights = &inputToCellWeights; |
| 515 | paramsInfo.m_InputToOutputWeights = &inputToOutputWeights; |
| 516 | paramsInfo.m_RecurrentToForgetWeights = &recurrentToForgetWeights; |
| 517 | paramsInfo.m_RecurrentToCellWeights = &recurrentToCellWeights; |
| 518 | paramsInfo.m_RecurrentToOutputWeights = &recurrentToOutputWeights; |
| 519 | paramsInfo.m_ForgetGateBias = &forgetGateBias; |
| 520 | paramsInfo.m_CellBias = &cellBias; |
| 521 | paramsInfo.m_OutputGateBias = &outputGateBias; |
| 522 | |
| 523 | |
| 524 | // Optional parameters |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 525 | TensorInfo optInputToInputWeights; |
| 526 | TensorInfo optRecurrentToInputWeights; |
| 527 | TensorInfo optCellToInputWeights; |
| 528 | TensorInfo optInputGateBias; |
| 529 | TensorInfo optProjectionWeights; |
| 530 | TensorInfo optProjectionBias; |
| 531 | TensorInfo optCellToForgetWeights; |
| 532 | TensorInfo optCellToOutputWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 533 | TensorInfo optInputLayerNormWeights; |
| 534 | TensorInfo optForgetLayerNormWeights; |
| 535 | TensorInfo optCellLayerNormWeights; |
| 536 | TensorInfo optOutputLayerNormWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 537 | |
| 538 | if(!descriptor.m_CifgEnabled) |
| 539 | { |
| 540 | optInputToInputWeights = |
| 541 | OverrideDataType(cLayer->m_CifgParameters.m_InputToInputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 542 | paramsInfo.m_InputToInputWeights = &optInputToInputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 543 | |
| 544 | optRecurrentToInputWeights = |
| 545 | OverrideDataType(cLayer->m_CifgParameters.m_RecurrentToInputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 546 | paramsInfo.m_RecurrentToInputWeights = &optRecurrentToInputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 547 | optInputGateBias = |
| 548 | OverrideDataType(cLayer->m_CifgParameters.m_InputGateBias->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 549 | paramsInfo.m_InputGateBias = &optInputGateBias; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 550 | } |
| 551 | |
| 552 | if(descriptor.m_ProjectionEnabled) |
| 553 | { |
| 554 | optProjectionWeights = |
| 555 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 556 | paramsInfo.m_ProjectionWeights = &optProjectionWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 557 | if (cLayer->m_ProjectionParameters.m_ProjectionBias != nullptr) |
| 558 | { |
| 559 | optProjectionBias = |
| 560 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionBias->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 561 | paramsInfo.m_ProjectionBias = &optProjectionBias; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 562 | } |
| 563 | } |
| 564 | |
| 565 | if(descriptor.m_PeepholeEnabled) |
| 566 | { |
Jan Eilers | e2062cd | 2020-03-30 15:07:45 +0100 | [diff] [blame] | 567 | if(!descriptor.m_CifgEnabled) |
| 568 | { |
| 569 | optCellToInputWeights = |
| 570 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToInputWeights->GetTensorInfo(), |
| 571 | dataType); |
| 572 | paramsInfo.m_CellToInputWeights = &optCellToInputWeights; |
| 573 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 574 | optCellToForgetWeights = |
| 575 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToForgetWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 576 | paramsInfo.m_CellToForgetWeights = &optCellToForgetWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 577 | optCellToOutputWeights = |
| 578 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToOutputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 579 | paramsInfo.m_CellToOutputWeights = &optCellToOutputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 580 | } |
| 581 | |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 582 | if(descriptor.m_LayerNormEnabled) |
| 583 | { |
Ferran Balaguer | e30c16e | 2019-07-24 17:03:45 +0100 | [diff] [blame] | 584 | if (!descriptor.m_CifgEnabled) |
| 585 | { |
| 586 | optInputLayerNormWeights = OverrideDataType( |
| 587 | cLayer->m_LayerNormParameters.m_InputLayerNormWeights->GetTensorInfo(), dataType); |
| 588 | paramsInfo.m_InputLayerNormWeights = &optInputLayerNormWeights; |
| 589 | } |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 590 | |
| 591 | optForgetLayerNormWeights = OverrideDataType( |
| 592 | cLayer->m_LayerNormParameters.m_ForgetLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 593 | paramsInfo.m_ForgetLayerNormWeights = &optForgetLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 594 | |
| 595 | optCellLayerNormWeights = OverrideDataType( |
| 596 | cLayer->m_LayerNormParameters.m_CellLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 597 | paramsInfo.m_CellLayerNormWeights = &optCellLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 598 | |
| 599 | optOutputLayerNormWeights = OverrideDataType( |
| 600 | cLayer->m_LayerNormParameters.m_OutputLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 601 | paramsInfo.m_OutputLayerNormWeights = &optOutputLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 602 | } |
| 603 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 604 | result = layerSupportObject->IsLstmSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 605 | input, |
| 606 | outputStateIn, |
| 607 | cellStateIn, |
| 608 | scratchBuffer, |
| 609 | outputStateOut, |
| 610 | cellStateOut, |
| 611 | output, |
| 612 | descriptor, |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 613 | paramsInfo, |
| 614 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 615 | break; |
| 616 | } |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 617 | case LayerType::Maximum: |
| 618 | { |
| 619 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 620 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 621 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 622 | |
| 623 | result = layerSupportObject->IsMaximumSupported(OverrideDataType(input0, dataType), |
| 624 | OverrideDataType(input1, dataType), |
| 625 | OverrideDataType(output, dataType), |
| 626 | reason); |
| 627 | break; |
| 628 | } |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 629 | case LayerType::MemCopy: |
| 630 | { |
| 631 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 632 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 633 | |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 634 | result = layerSupportObject->IsMemCopySupported(OverrideDataType(input, dataType), |
| 635 | OverrideDataType(output, dataType), |
| 636 | reason); |
| 637 | break; |
| 638 | } |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 639 | case LayerType::MemImport: |
| 640 | { |
| 641 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 642 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 643 | |
| 644 | result = layerSupportObject->IsMemImportSupported(OverrideDataType(input, dataType), |
| 645 | OverrideDataType(output, dataType), |
| 646 | reason); |
| 647 | break; |
| 648 | } |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 649 | case LayerType::Merge: |
| 650 | { |
| 651 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 652 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 653 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 654 | |
| 655 | result = layerSupportObject->IsMergeSupported(OverrideDataType(input0, dataType), |
| 656 | OverrideDataType(input1, dataType), |
| 657 | OverrideDataType(output, dataType), |
| 658 | reason); |
| 659 | break; |
| 660 | } |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 661 | case LayerType::Concat: |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 662 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 663 | auto cLayer = PolymorphicDowncast<const ConcatLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 664 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 665 | // Get vector of all inputs. |
| 666 | auto getTensorInfo = [&dataType](const InputSlot& slot) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 667 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 668 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 669 | }; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 670 | auto beginI = boost::make_transform_iterator(layer.GetInputSlots().begin(), getTensorInfo); |
| 671 | auto endI = boost::make_transform_iterator(layer.GetInputSlots().end(), getTensorInfo); |
| 672 | std::vector<TensorInfo> inputs(beginI, endI); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 673 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 674 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 675 | { |
| 676 | return &info; |
| 677 | }; |
| 678 | auto beginPtr = boost::make_transform_iterator(inputs.begin(), getTensorInfoPtr); |
| 679 | auto endPtr = boost::make_transform_iterator(inputs.end(), getTensorInfoPtr); |
| 680 | std::vector<const TensorInfo*> inputPtrs(beginPtr, endPtr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 681 | |
Nikhil Raj | 8599a41 | 2018-11-19 14:51:07 +0000 | [diff] [blame] | 682 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 683 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 684 | result = layerSupportObject->IsConcatSupported(inputPtrs, output, cLayer->GetParameters(), reason); |
| 685 | |
| 686 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 687 | break; |
| 688 | } |
| 689 | case LayerType::Multiplication: |
| 690 | { |
| 691 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 692 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 693 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 694 | result = layerSupportObject->IsMultiplicationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +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); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 699 | break; |
| 700 | } |
| 701 | case LayerType::Normalization: |
| 702 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 703 | auto cLayer = PolymorphicDowncast<const NormalizationLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 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->IsNormalizationSupported(OverrideDataType(input, dataType), |
| 707 | OverrideDataType(output, dataType), |
| 708 | cLayer->GetParameters(), |
| 709 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 710 | break; |
| 711 | } |
| 712 | case LayerType::Output: |
| 713 | { |
| 714 | const TensorInfo& output = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 715 | result = layerSupportObject->IsOutputSupported(OverrideDataType(output, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 716 | break; |
| 717 | } |
| 718 | case LayerType::Permute: |
| 719 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 720 | auto cLayer = PolymorphicDowncast<const PermuteLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 721 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 722 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 723 | result = layerSupportObject->IsPermuteSupported(OverrideDataType(input, dataType), |
| 724 | OverrideDataType(output, dataType), |
| 725 | cLayer->GetParameters(), |
| 726 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 727 | break; |
| 728 | } |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 729 | case LayerType::Pad: |
| 730 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 731 | auto cLayer = PolymorphicDowncast<const PadLayer*>(&layer); |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 732 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 733 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 734 | result = layerSupportObject->IsPadSupported( |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 735 | OverrideDataType(input, dataType), |
| 736 | OverrideDataType(output, dataType), |
| 737 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 738 | reason); |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 739 | break; |
| 740 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 741 | case LayerType::Pooling2d: |
| 742 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 743 | auto cLayer = PolymorphicDowncast<const Pooling2dLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 744 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 745 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 746 | result = layerSupportObject->IsPooling2dSupported(OverrideDataType(input, dataType), |
| 747 | OverrideDataType(output, dataType), |
| 748 | cLayer->GetParameters(), |
| 749 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 750 | break; |
| 751 | } |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 752 | case LayerType::PreCompiled: |
| 753 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 754 | auto cLayer = PolymorphicDowncast<const PreCompiledLayer*>(&layer); |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 755 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 756 | result = layerSupportObject->IsPreCompiledSupported(OverrideDataType(input, dataType), |
| 757 | cLayer->GetParameters(), |
| 758 | reason); |
| 759 | break; |
| 760 | } |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 761 | case LayerType::Quantize: |
| 762 | { |
| 763 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 764 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 765 | result = layerSupportObject->IsQuantizeSupported(input, output, reason); |
| 766 | break; |
| 767 | } |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 768 | case LayerType::QLstm: |
| 769 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 770 | auto cLayer = PolymorphicDowncast<const QLstmLayer*>(&layer); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 771 | const QLstmDescriptor& descriptor = cLayer->GetParameters(); |
| 772 | |
| 773 | // Inputs |
| 774 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 775 | const TensorInfo& previousOutputIn = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 776 | const TensorInfo& previousCellStateIn = layer.GetInputSlot(2).GetConnection()->GetTensorInfo(); |
| 777 | |
| 778 | // Outputs |
| 779 | const TensorInfo& outputStateOut = layer.GetOutputSlot(0).GetTensorInfo(); |
| 780 | const TensorInfo& cellStateOut = layer.GetOutputSlot(1).GetTensorInfo(); |
| 781 | const TensorInfo& output = layer.GetOutputSlot(2).GetTensorInfo(); |
| 782 | |
| 783 | // Lstm parameters |
| 784 | LstmInputParamsInfo paramsInfo; |
| 785 | |
| 786 | // Basic parameters |
| 787 | paramsInfo.m_InputToForgetWeights = &cLayer->m_BasicParameters.m_InputToForgetWeights->GetTensorInfo(); |
| 788 | paramsInfo.m_InputToCellWeights = &cLayer->m_BasicParameters.m_InputToCellWeights->GetTensorInfo(); |
| 789 | paramsInfo.m_InputToOutputWeights = &cLayer->m_BasicParameters.m_InputToOutputWeights->GetTensorInfo(); |
| 790 | |
| 791 | paramsInfo.m_RecurrentToForgetWeights = |
| 792 | &cLayer->m_BasicParameters.m_RecurrentToForgetWeights->GetTensorInfo(); |
| 793 | paramsInfo.m_RecurrentToCellWeights = |
| 794 | &cLayer->m_BasicParameters.m_RecurrentToCellWeights->GetTensorInfo(); |
| 795 | paramsInfo.m_RecurrentToOutputWeights = |
| 796 | &cLayer->m_BasicParameters.m_RecurrentToOutputWeights->GetTensorInfo(); |
| 797 | |
| 798 | paramsInfo.m_ForgetGateBias = &cLayer->m_BasicParameters.m_ForgetGateBias->GetTensorInfo(); |
| 799 | paramsInfo.m_CellBias = &cLayer->m_BasicParameters.m_CellBias->GetTensorInfo(); |
| 800 | paramsInfo.m_OutputGateBias = &cLayer->m_BasicParameters.m_OutputGateBias->GetTensorInfo(); |
| 801 | |
| 802 | if(!descriptor.m_CifgEnabled) |
| 803 | { |
| 804 | paramsInfo.m_InputToInputWeights = &cLayer->m_CifgParameters.m_InputToInputWeights->GetTensorInfo(); |
| 805 | paramsInfo.m_RecurrentToInputWeights = |
| 806 | &cLayer->m_CifgParameters.m_RecurrentToInputWeights->GetTensorInfo(); |
| 807 | paramsInfo.m_InputGateBias = &cLayer->m_CifgParameters.m_InputGateBias->GetTensorInfo(); |
| 808 | } |
| 809 | |
| 810 | if(descriptor.m_ProjectionEnabled) |
| 811 | { |
| 812 | paramsInfo.m_ProjectionWeights = &cLayer->m_ProjectionParameters.m_ProjectionWeights->GetTensorInfo(); |
James Conroy | ed32405 | 2020-05-18 15:16:42 +0100 | [diff] [blame] | 813 | |
| 814 | // Projection bias is optional even if projection is enabled |
| 815 | if (cLayer->m_ProjectionParameters.m_ProjectionBias != nullptr) |
| 816 | { |
| 817 | paramsInfo.m_ProjectionBias = &cLayer->m_ProjectionParameters.m_ProjectionBias->GetTensorInfo(); |
| 818 | } |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 819 | } |
| 820 | |
| 821 | if(descriptor.m_PeepholeEnabled) |
| 822 | { |
| 823 | if (!descriptor.m_CifgEnabled) |
| 824 | { |
| 825 | paramsInfo.m_CellToInputWeights = |
| 826 | &cLayer->m_PeepholeParameters.m_CellToInputWeights->GetTensorInfo(); |
| 827 | } |
| 828 | |
| 829 | paramsInfo.m_CellToForgetWeights = |
| 830 | &cLayer->m_PeepholeParameters.m_CellToForgetWeights->GetTensorInfo(); |
| 831 | paramsInfo.m_CellToOutputWeights = &cLayer->m_PeepholeParameters.m_CellToOutputWeights->GetTensorInfo(); |
| 832 | } |
| 833 | |
| 834 | if(descriptor.m_LayerNormEnabled) |
| 835 | { |
| 836 | if (!descriptor.m_CifgEnabled) |
| 837 | { |
| 838 | paramsInfo.m_InputLayerNormWeights = |
| 839 | &cLayer->m_LayerNormParameters.m_InputLayerNormWeights->GetTensorInfo(); |
| 840 | } |
| 841 | |
| 842 | paramsInfo.m_ForgetLayerNormWeights = |
| 843 | &cLayer->m_LayerNormParameters.m_ForgetLayerNormWeights->GetTensorInfo(); |
| 844 | paramsInfo.m_CellLayerNormWeights = |
| 845 | &cLayer->m_LayerNormParameters.m_CellLayerNormWeights->GetTensorInfo(); |
| 846 | paramsInfo.m_OutputLayerNormWeights = |
| 847 | &cLayer->m_LayerNormParameters.m_OutputLayerNormWeights->GetTensorInfo(); |
| 848 | } |
| 849 | |
| 850 | result = layerSupportObject->IsQLstmSupported(input, |
| 851 | previousOutputIn, |
| 852 | previousCellStateIn, |
| 853 | outputStateOut, |
| 854 | cellStateOut, |
| 855 | output, |
| 856 | descriptor, |
| 857 | paramsInfo, |
| 858 | reason); |
| 859 | break; |
| 860 | } |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 861 | case LayerType::QuantizedLstm: |
| 862 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 863 | auto cLayer = PolymorphicDowncast<const QuantizedLstmLayer*>(&layer); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 864 | |
| 865 | // Inputs |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 866 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 867 | const TensorInfo& previousCellStateIn = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 868 | const TensorInfo& previousOutputIn = layer.GetInputSlot(2).GetConnection()->GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 869 | |
| 870 | // Outputs |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 871 | const TensorInfo& cellStateOut = layer.GetOutputSlot(0).GetTensorInfo(); |
| 872 | const TensorInfo& output = layer.GetOutputSlot(1).GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 873 | |
| 874 | // QuantizedLstm parameters |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 875 | QuantizedLstmInputParamsInfo paramsInfo; |
| 876 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 877 | paramsInfo.m_InputToInputWeights = |
| 878 | &cLayer->m_QuantizedLstmParameters.m_InputToInputWeights->GetTensorInfo(); |
| 879 | paramsInfo.m_InputToForgetWeights = |
| 880 | &cLayer->m_QuantizedLstmParameters.m_InputToForgetWeights->GetTensorInfo(); |
| 881 | paramsInfo.m_InputToCellWeights = |
| 882 | &cLayer->m_QuantizedLstmParameters.m_InputToCellWeights->GetTensorInfo(); |
| 883 | paramsInfo.m_InputToOutputWeights = |
| 884 | &cLayer->m_QuantizedLstmParameters.m_InputToOutputWeights->GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 885 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 886 | paramsInfo.m_RecurrentToInputWeights = |
| 887 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToInputWeights->GetTensorInfo(); |
| 888 | paramsInfo.m_RecurrentToForgetWeights = |
| 889 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToForgetWeights->GetTensorInfo(); |
| 890 | paramsInfo.m_RecurrentToCellWeights = |
| 891 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToCellWeights->GetTensorInfo(); |
| 892 | paramsInfo.m_RecurrentToOutputWeights = |
| 893 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToOutputWeights->GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 894 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 895 | paramsInfo.m_InputGateBias = |
| 896 | &cLayer->m_QuantizedLstmParameters.m_InputGateBias->GetTensorInfo(); |
| 897 | paramsInfo.m_ForgetGateBias = |
| 898 | &cLayer->m_QuantizedLstmParameters.m_ForgetGateBias->GetTensorInfo(); |
| 899 | paramsInfo.m_CellBias = |
| 900 | &cLayer->m_QuantizedLstmParameters.m_CellBias->GetTensorInfo(); |
| 901 | paramsInfo.m_OutputGateBias = |
| 902 | &cLayer->m_QuantizedLstmParameters.m_OutputGateBias->GetTensorInfo();; |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 903 | |
| 904 | result = layerSupportObject->IsQuantizedLstmSupported(input, |
| 905 | previousCellStateIn, |
| 906 | previousOutputIn, |
| 907 | cellStateOut, |
| 908 | output, |
| 909 | paramsInfo, |
| 910 | reason); |
| 911 | break; |
| 912 | } |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 913 | case LayerType::Division: |
| 914 | { |
| 915 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 916 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 917 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 918 | result = layerSupportObject->IsDivisionSupported( |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 919 | OverrideDataType(input0, dataType), |
| 920 | OverrideDataType(input1, dataType), |
| 921 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 922 | reason); |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 923 | break; |
| 924 | } |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 925 | case LayerType::Rank: |
| 926 | { |
| 927 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 928 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 929 | result = layerSupportObject->IsRankSupported(OverrideDataType(input, dataType), |
| 930 | OverrideDataType(output, dataType), |
| 931 | reason); |
| 932 | break; |
| 933 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 934 | case LayerType::Reshape: |
| 935 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 936 | auto cLayer = PolymorphicDowncast<const ReshapeLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 937 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Kevin May | a023c40 | 2019-12-12 17:28:05 +0000 | [diff] [blame] | 938 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 939 | result = layerSupportObject->IsReshapeSupported(OverrideDataType(input, dataType), |
Kevin May | a023c40 | 2019-12-12 17:28:05 +0000 | [diff] [blame] | 940 | OverrideDataType(output, dataType), |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 941 | cLayer->GetParameters(), |
| 942 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 943 | break; |
| 944 | } |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 945 | case LayerType::Resize: |
| 946 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 947 | auto cLayer = PolymorphicDowncast<const ResizeLayer*>(&layer); |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 948 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 949 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 950 | result = layerSupportObject->IsResizeSupported(OverrideDataType(input, dataType), |
| 951 | OverrideDataType(output, dataType), |
| 952 | cLayer->GetParameters(), |
| 953 | reason); |
| 954 | break; |
| 955 | } |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 956 | case LayerType::Slice: |
| 957 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 958 | auto cLayer = PolymorphicDowncast<const SliceLayer*>(&layer); |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 959 | |
| 960 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 961 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 962 | |
| 963 | result = layerSupportObject->IsSliceSupported(OverrideDataType(input, dataType), |
| 964 | OverrideDataType(output, dataType), |
| 965 | cLayer->GetParameters(), |
| 966 | reason); |
| 967 | break; |
| 968 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 969 | case LayerType::Softmax: |
| 970 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 971 | auto cLayer = PolymorphicDowncast<const SoftmaxLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 972 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 973 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 974 | result = layerSupportObject->IsSoftmaxSupported(OverrideDataType(input, dataType), |
| 975 | OverrideDataType(output, dataType), |
| 976 | cLayer->GetParameters(), |
| 977 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 978 | break; |
| 979 | } |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 980 | case LayerType::SpaceToBatchNd: |
| 981 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 982 | auto cLayer = PolymorphicDowncast<const SpaceToBatchNdLayer*>(&layer); |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 983 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 984 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 985 | result = layerSupportObject->IsSpaceToBatchNdSupported(OverrideDataType(input, dataType), |
| 986 | OverrideDataType(output, dataType), |
| 987 | cLayer->GetParameters(), |
| 988 | reason); |
| 989 | break; |
| 990 | } |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 991 | case LayerType::SpaceToDepth: |
| 992 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 993 | auto cLayer = PolymorphicDowncast<const SpaceToDepthLayer*>(&layer); |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 994 | |
| 995 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 996 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 997 | |
| 998 | result = layerSupportObject->IsSpaceToDepthSupported(OverrideDataType(input, dataType), |
| 999 | OverrideDataType(output, dataType), |
| 1000 | cLayer->GetParameters(), |
| 1001 | reason); |
| 1002 | break; |
| 1003 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1004 | case LayerType::Splitter: |
| 1005 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1006 | auto cLayer = PolymorphicDowncast<const SplitterLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1007 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Narumol Prangnawarat | 15eb583 | 2019-05-20 15:31:05 +0100 | [diff] [blame] | 1008 | |
| 1009 | // Get vector of all outputs. |
| 1010 | auto getTensorInfo = [&dataType](const OutputSlot& slot) |
| 1011 | { |
| 1012 | return OverrideDataType(slot.GetTensorInfo(), dataType); |
| 1013 | }; |
| 1014 | auto beginI = boost::make_transform_iterator(layer.GetOutputSlots().begin(), getTensorInfo); |
| 1015 | auto endI = boost::make_transform_iterator(layer.GetOutputSlots().end(), getTensorInfo); |
| 1016 | std::vector<TensorInfo> outputs(beginI, endI); |
| 1017 | |
| 1018 | const std::vector<std::reference_wrapper<TensorInfo>> outputPtrs(outputs.begin(), outputs.end()); |
| 1019 | |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1020 | result = layerSupportObject->IsSplitterSupported(OverrideDataType(input, dataType), |
Narumol Prangnawarat | 15eb583 | 2019-05-20 15:31:05 +0100 | [diff] [blame] | 1021 | outputPtrs, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1022 | cLayer->GetParameters(), |
| 1023 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1024 | break; |
| 1025 | } |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1026 | case LayerType::Stack: |
| 1027 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1028 | auto cLayer = PolymorphicDowncast<const StackLayer*>(&layer); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1029 | |
| 1030 | // Get vector of all inputs. |
| 1031 | auto getTensorInfo = [&dataType](const InputSlot& slot) |
| 1032 | { |
| 1033 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
| 1034 | }; |
| 1035 | auto beginI = boost::make_transform_iterator(layer.GetInputSlots().begin(), getTensorInfo); |
| 1036 | auto endI = boost::make_transform_iterator(layer.GetInputSlots().end(), getTensorInfo); |
| 1037 | std::vector<TensorInfo> inputs(beginI, endI); |
| 1038 | |
| 1039 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 1040 | { |
| 1041 | return &info; |
| 1042 | }; |
| 1043 | auto beginPtr = boost::make_transform_iterator(inputs.begin(), getTensorInfoPtr); |
| 1044 | auto endPtr = boost::make_transform_iterator(inputs.end(), getTensorInfoPtr); |
| 1045 | std::vector<const TensorInfo*> inputPtrs(beginPtr, endPtr); |
| 1046 | |
| 1047 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1048 | |
| 1049 | result = layerSupportObject->IsStackSupported(inputPtrs, output, cLayer->GetParameters(), reason); |
| 1050 | |
| 1051 | break; |
| 1052 | } |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1053 | case LayerType::StandIn: |
| 1054 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1055 | auto cLayer = PolymorphicDowncast<const StandInLayer*>(&layer); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1056 | |
| 1057 | // Get vector of all inputs. |
| 1058 | auto getTensorInfoIn = [&dataType](const InputSlot& slot) |
| 1059 | { |
| 1060 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
| 1061 | }; |
| 1062 | auto getTensorInfoOut = [&dataType](const OutputSlot& slot) |
| 1063 | { |
| 1064 | return OverrideDataType(slot.GetTensorInfo(), dataType); |
| 1065 | }; |
| 1066 | auto beginI = boost::make_transform_iterator(layer.GetInputSlots().begin(), getTensorInfoIn); |
| 1067 | auto endI = boost::make_transform_iterator(layer.GetInputSlots().end(), getTensorInfoIn); |
| 1068 | std::vector<TensorInfo> inputs(beginI, endI); |
| 1069 | |
| 1070 | auto beginO = boost::make_transform_iterator(layer.GetOutputSlots().begin(), getTensorInfoOut); |
| 1071 | auto endO = boost::make_transform_iterator(layer.GetOutputSlots().end(), getTensorInfoOut); |
| 1072 | std::vector<TensorInfo> outputs(beginO, endO); |
| 1073 | |
| 1074 | |
| 1075 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 1076 | { |
| 1077 | return &info; |
| 1078 | }; |
| 1079 | auto beginPtrI = boost::make_transform_iterator(inputs.begin(), getTensorInfoPtr); |
| 1080 | auto endPtrI = boost::make_transform_iterator(inputs.end(), getTensorInfoPtr); |
| 1081 | std::vector<const TensorInfo*> inputPtrs(beginPtrI, endPtrI); |
| 1082 | |
| 1083 | auto beginPtrO = boost::make_transform_iterator(outputs.begin(), getTensorInfoPtr); |
| 1084 | auto endPtrO = boost::make_transform_iterator(outputs.end(), getTensorInfoPtr); |
| 1085 | std::vector<const TensorInfo*> outputPtrs(beginPtrO, endPtrO); |
| 1086 | |
| 1087 | |
| 1088 | result = layerSupportObject->IsStandInSupported(inputPtrs, |
| 1089 | outputPtrs, |
| 1090 | cLayer->GetParameters(), |
| 1091 | reason); |
| 1092 | break; |
| 1093 | } |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 1094 | case LayerType::StridedSlice: |
| 1095 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1096 | auto cLayer = PolymorphicDowncast<const StridedSliceLayer*>(&layer); |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 1097 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1098 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1099 | result = layerSupportObject->IsStridedSliceSupported(OverrideDataType(input, dataType), |
| 1100 | OverrideDataType(output, dataType), |
| 1101 | cLayer->GetParameters(), |
| 1102 | reason); |
| 1103 | break; |
| 1104 | } |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 1105 | case LayerType::Subtraction: |
| 1106 | { |
| 1107 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1108 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 1109 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1110 | result = layerSupportObject->IsSubtractionSupported( |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 1111 | OverrideDataType(input0, dataType), |
| 1112 | OverrideDataType(input1, dataType), |
| 1113 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1114 | reason); |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 1115 | break; |
| 1116 | } |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1117 | case LayerType::Switch: |
| 1118 | { |
| 1119 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1120 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 1121 | const TensorInfo& output0 = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1122 | const TensorInfo& output1 = layer.GetOutputSlot(1).GetTensorInfo(); |
| 1123 | result = layerSupportObject->IsSwitchSupported(OverrideDataType(input0, dataType), |
| 1124 | OverrideDataType(input1, dataType), |
| 1125 | OverrideDataType(output0, dataType), |
| 1126 | OverrideDataType(output1, dataType), |
| 1127 | reason); |
| 1128 | break; |
| 1129 | } |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1130 | case LayerType::Mean: |
| 1131 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1132 | auto cLayer = PolymorphicDowncast<const MeanLayer*>(&layer); |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1133 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1134 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1135 | result = layerSupportObject->IsMeanSupported( |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1136 | OverrideDataType(input, dataType), |
| 1137 | OverrideDataType(output, dataType), |
| 1138 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1139 | reason); |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1140 | break; |
| 1141 | } |
kevmay01 | 9053969 | 2018-11-29 08:40:19 +0000 | [diff] [blame] | 1142 | case LayerType::Minimum: |
| 1143 | { |
| 1144 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1145 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 1146 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1147 | result = layerSupportObject->IsMinimumSupported(OverrideDataType(input0, dataType), |
| 1148 | OverrideDataType(input1, dataType), |
| 1149 | OverrideDataType(output, dataType), |
| 1150 | reason); |
| 1151 | break; |
| 1152 | } |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1153 | case LayerType::Prelu: |
| 1154 | { |
| 1155 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1156 | const TensorInfo& alpha = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 1157 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1158 | result = layerSupportObject->IsPreluSupported(OverrideDataType(input, dataType), |
| 1159 | OverrideDataType(alpha, dataType), |
| 1160 | OverrideDataType(output, dataType), |
| 1161 | reason); |
| 1162 | break; |
| 1163 | } |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1164 | case LayerType::Transpose: |
| 1165 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1166 | auto cLayer = PolymorphicDowncast<const TransposeLayer*>(&layer); |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1167 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1168 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1169 | result = layerSupportObject->IsTransposeSupported(OverrideDataType(input, dataType), |
| 1170 | OverrideDataType(output, dataType), |
| 1171 | cLayer->GetParameters(), |
| 1172 | reason); |
| 1173 | break; |
| 1174 | } |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1175 | case LayerType::TransposeConvolution2d: |
| 1176 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1177 | auto cLayer = PolymorphicDowncast<const TransposeConvolution2dLayer*>(&layer); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1178 | |
| 1179 | const TensorInfo input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 1180 | dataType); |
| 1181 | const TensorInfo output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 1182 | |
| 1183 | const TransposeConvolution2dDescriptor& descriptor = cLayer->GetParameters(); |
| 1184 | |
| 1185 | Optional<TensorInfo> biases; |
| 1186 | if (descriptor.m_BiasEnabled) |
| 1187 | { |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1188 | ARMNN_ASSERT(cLayer->m_Bias.get() != nullptr); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1189 | biases = OverrideDataType(cLayer->m_Bias->GetTensorInfo(), |
| 1190 | GetBiasTypeFromWeightsType(dataType)); |
| 1191 | } |
| 1192 | |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1193 | ARMNN_ASSERT(cLayer->m_Weight.get() != nullptr); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1194 | const TensorInfo weights = OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType); |
| 1195 | |
| 1196 | result = layerSupportObject->IsTransposeConvolution2dSupported(input, |
| 1197 | output, |
| 1198 | descriptor, |
| 1199 | weights, |
| 1200 | biases, |
| 1201 | reason); |
| 1202 | |
| 1203 | break; |
| 1204 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1205 | default: |
| 1206 | { |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1207 | ARMNN_ASSERT_MSG(false, "WorkloadFactory did not recognise type of layer."); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1208 | reason.value() = "Unrecognised layer type"; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1209 | result = false; |
| 1210 | break; |
| 1211 | } |
| 1212 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1213 | return result; |
| 1214 | } |
| 1215 | |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 1216 | bool IWorkloadFactory::IsLayerSupported(const BackendId& backendId, |
| 1217 | const IConnectableLayer& connectableLayer, |
| 1218 | Optional<DataType> dataType, |
| 1219 | std::string& outReasonIfUnsupported) |
| 1220 | { |
| 1221 | return IsLayerConfigurationSupported(backendId, connectableLayer, dataType, outReasonIfUnsupported); |
| 1222 | } |
| 1223 | |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 1224 | bool IWorkloadFactory::IsLayerSupported(const IConnectableLayer& connectableLayer, |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 1225 | Optional<DataType> dataType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1226 | std::string& outReasonIfUnsupported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1227 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1228 | auto layer = PolymorphicDowncast<const Layer*>(&connectableLayer); |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 1229 | return IsLayerConfigurationSupported(layer->GetBackendId(), connectableLayer, dataType, outReasonIfUnsupported); |
| 1230 | } |
| 1231 | |
| 1232 | // TODO merge with defaulted modelOptions above |
| 1233 | bool IWorkloadFactory::IsLayerSupported(const IConnectableLayer& connectableLayer, |
| 1234 | Optional<DataType> dataType, |
| 1235 | std::string& outReasonIfUnsupported, |
| 1236 | const ModelOptions& modelOptions) |
| 1237 | { |
| 1238 | auto layer = PolymorphicDowncast<const Layer*>(&connectableLayer); |
| 1239 | return IsLayerConfigurationSupported(layer->GetBackendId(), |
| 1240 | connectableLayer, |
| 1241 | dataType, |
| 1242 | outReasonIfUnsupported, |
| 1243 | modelOptions); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1244 | } |
| 1245 | |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 1246 | bool IWorkloadFactory::IsLayerSupported(const BackendId& backendId, |
| 1247 | const IConnectableLayer& connectableLayer, |
| 1248 | Optional<DataType> dataType, |
| 1249 | std::string& outReasonIfUnsupported, |
| 1250 | const ModelOptions& modelOptions) |
| 1251 | { |
| 1252 | return IsLayerConfigurationSupported(backendId, |
| 1253 | connectableLayer, |
| 1254 | dataType, |
| 1255 | outReasonIfUnsupported, |
| 1256 | modelOptions); |
| 1257 | } |
| 1258 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1259 | // Default Implementations |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1260 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateAbs(const AbsQueueDescriptor& /*descriptor*/, |
| 1261 | const WorkloadInfo& /*info*/) const |
Kevin May | 868eb14 | 2019-09-04 17:29:31 +0100 | [diff] [blame] | 1262 | { |
| 1263 | return std::unique_ptr<IWorkload>(); |
| 1264 | } |
| 1265 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1266 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateActivation(const ActivationQueueDescriptor& /*descriptor*/, |
| 1267 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1268 | { |
| 1269 | return std::unique_ptr<IWorkload>(); |
| 1270 | } |
| 1271 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1272 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateAddition(const AdditionQueueDescriptor& /*descriptor*/, |
| 1273 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1274 | { |
| 1275 | return std::unique_ptr<IWorkload>(); |
| 1276 | } |
| 1277 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1278 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateArgMinMax(const ArgMinMaxQueueDescriptor& /*descriptor*/, |
| 1279 | const WorkloadInfo& /*info*/) const |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 1280 | { |
| 1281 | return std::unique_ptr<IWorkload>(); |
| 1282 | } |
| 1283 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1284 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateBatchNormalization( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1285 | const BatchNormalizationQueueDescriptor& /*descriptor*/, const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1286 | { |
| 1287 | return std::unique_ptr<IWorkload>(); |
| 1288 | } |
| 1289 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1290 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& /*desc*/, |
| 1291 | const WorkloadInfo& /*Info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1292 | { |
| 1293 | return std::unique_ptr<IWorkload>(); |
| 1294 | } |
| 1295 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1296 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateComparison(const ComparisonQueueDescriptor& /*descriptor*/, |
| 1297 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 1298 | { |
| 1299 | return std::unique_ptr<IWorkload>(); |
| 1300 | } |
| 1301 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1302 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConcat(const ConcatQueueDescriptor& /*descriptor*/, |
| 1303 | const WorkloadInfo& /*info*/) const |
Jim Flynn | 4ed6c83 | 2019-05-20 11:02:46 +0100 | [diff] [blame] | 1304 | { |
| 1305 | return std::unique_ptr<IWorkload>(); |
| 1306 | } |
| 1307 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1308 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConstant(const ConstantQueueDescriptor& /*descriptor*/, |
| 1309 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1310 | { |
| 1311 | return std::unique_ptr<IWorkload>(); |
| 1312 | } |
| 1313 | |
Narumol Prangnawarat | 7ddbbae | 2020-03-13 10:26:05 +0000 | [diff] [blame] | 1314 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& /*desc*/, |
| 1315 | const WorkloadInfo& /*info*/) const |
| 1316 | { |
| 1317 | return std::unique_ptr<IWorkload>(); |
| 1318 | } |
| 1319 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1320 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& /*desc*/, |
| 1321 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1322 | { |
| 1323 | return std::unique_ptr<IWorkload>(); |
| 1324 | } |
| 1325 | |
Narumol Prangnawarat | ea54a01 | 2020-03-16 16:36:10 +0000 | [diff] [blame] | 1326 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& /*desc*/, |
| 1327 | const WorkloadInfo& /*info*/) const |
| 1328 | { |
| 1329 | return std::unique_ptr<IWorkload>(); |
| 1330 | } |
| 1331 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1332 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& /*desc*/, |
| 1333 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1334 | { |
| 1335 | return std::unique_ptr<IWorkload>(); |
| 1336 | } |
| 1337 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1338 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvolution2d(const Convolution2dQueueDescriptor& /*descriptor*/, |
| 1339 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1340 | { |
| 1341 | return std::unique_ptr<IWorkload>(); |
| 1342 | } |
| 1343 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1344 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDebug(const DebugQueueDescriptor& /*descriptor*/, |
| 1345 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1346 | { |
| 1347 | return std::unique_ptr<IWorkload>(); |
| 1348 | } |
| 1349 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1350 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDepthToSpace(const DepthToSpaceQueueDescriptor& /*descriptor*/, |
| 1351 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 1352 | { |
| 1353 | return std::unique_ptr<IWorkload>(); |
| 1354 | } |
| 1355 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1356 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDepthwiseConvolution2d( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1357 | const DepthwiseConvolution2dQueueDescriptor& /*descriptor*/, const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1358 | { |
| 1359 | return std::unique_ptr<IWorkload>(); |
| 1360 | } |
| 1361 | |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 1362 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDequantize( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1363 | const DequantizeQueueDescriptor& /*descriptor*/, const WorkloadInfo& /*info*/) const |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 1364 | { |
| 1365 | return std::unique_ptr<IWorkload>(); |
| 1366 | } |
| 1367 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1368 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDetectionPostProcess( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1369 | const DetectionPostProcessQueueDescriptor& /*descriptor*/, const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1370 | { |
| 1371 | return std::unique_ptr<IWorkload>(); |
| 1372 | } |
| 1373 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1374 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDivision(const DivisionQueueDescriptor& /*descriptor*/, |
| 1375 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1376 | { |
| 1377 | return std::unique_ptr<IWorkload>(); |
| 1378 | } |
| 1379 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 1380 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& /*desc*/, |
| 1381 | const WorkloadInfo& /*info*/) const |
| 1382 | { |
| 1383 | return std::unique_ptr<IWorkload>(); |
| 1384 | } |
| 1385 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1386 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateEqual(const EqualQueueDescriptor& /*descriptor*/, |
| 1387 | const WorkloadInfo& /*Info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1388 | { |
| 1389 | return std::unique_ptr<IWorkload>(); |
| 1390 | } |
| 1391 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1392 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateFakeQuantization(const FakeQuantizationQueueDescriptor& /*desc*/, |
| 1393 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1394 | { |
| 1395 | return std::unique_ptr<IWorkload>(); |
| 1396 | } |
| 1397 | |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 1398 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateFill(const FillQueueDescriptor& /*descriptor*/, |
| 1399 | const WorkloadInfo& /*info*/) const |
| 1400 | { |
| 1401 | return std::unique_ptr<IWorkload>(); |
| 1402 | } |
| 1403 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1404 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateFloor(const FloorQueueDescriptor& /*descriptor*/, |
| 1405 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1406 | { |
| 1407 | return std::unique_ptr<IWorkload>(); |
| 1408 | } |
| 1409 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1410 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateFullyConnected(const FullyConnectedQueueDescriptor& /*descriptor*/, |
| 1411 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1412 | { |
| 1413 | return std::unique_ptr<IWorkload>(); |
| 1414 | } |
| 1415 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1416 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateGather(const GatherQueueDescriptor& /*descriptor*/, |
| 1417 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1418 | { |
| 1419 | return std::unique_ptr<IWorkload>(); |
| 1420 | } |
| 1421 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1422 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateGreater(const GreaterQueueDescriptor& /*descriptor*/, |
| 1423 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1424 | { |
| 1425 | return std::unique_ptr<IWorkload>(); |
| 1426 | } |
| 1427 | |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 1428 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateInstanceNormalization( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1429 | const InstanceNormalizationQueueDescriptor& /*descriptor*/, |
| 1430 | const WorkloadInfo& /*info*/) const |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 1431 | { |
| 1432 | return std::unique_ptr<IWorkload>(); |
| 1433 | } |
| 1434 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1435 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateL2Normalization(const L2NormalizationQueueDescriptor& /*desc*/, |
| 1436 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1437 | { |
| 1438 | return std::unique_ptr<IWorkload>(); |
| 1439 | } |
| 1440 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1441 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateLogSoftmax(const LogSoftmaxQueueDescriptor& /*descriptor*/, |
| 1442 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 1443 | { |
| 1444 | return std::unique_ptr<IWorkload>(); |
| 1445 | } |
| 1446 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1447 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateLstm(const LstmQueueDescriptor& /*descriptor*/, |
| 1448 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1449 | { |
| 1450 | return std::unique_ptr<IWorkload>(); |
| 1451 | } |
| 1452 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1453 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMaximum(const MaximumQueueDescriptor& /*descriptor*/, |
| 1454 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1455 | { |
| 1456 | return std::unique_ptr<IWorkload>(); |
| 1457 | } |
| 1458 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1459 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMean(const MeanQueueDescriptor& /*descriptor*/, |
| 1460 | const WorkloadInfo& /*Info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1461 | { |
| 1462 | return std::unique_ptr<IWorkload>(); |
| 1463 | } |
| 1464 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1465 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMemCopy(const MemCopyQueueDescriptor& /*descriptor*/, |
| 1466 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1467 | { |
| 1468 | return std::unique_ptr<IWorkload>(); |
| 1469 | } |
| 1470 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1471 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMemImport(const MemImportQueueDescriptor& /*descriptor*/, |
| 1472 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 1473 | { |
| 1474 | return std::unique_ptr<IWorkload>(); |
| 1475 | } |
| 1476 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1477 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMerge(const MergeQueueDescriptor& /*descriptor*/, |
| 1478 | const WorkloadInfo& /*info*/) const |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 1479 | { |
| 1480 | return std::unique_ptr<IWorkload>(); |
| 1481 | } |
| 1482 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1483 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMerger(const MergerQueueDescriptor& /*descriptor*/, |
| 1484 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1485 | { |
| 1486 | return std::unique_ptr<IWorkload>(); |
| 1487 | } |
| 1488 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1489 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMinimum(const MinimumQueueDescriptor& /*descriptor*/, |
| 1490 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1491 | { |
| 1492 | return std::unique_ptr<IWorkload>(); |
| 1493 | } |
| 1494 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1495 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMultiplication(const MultiplicationQueueDescriptor& /*descriptor*/, |
| 1496 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1497 | { |
| 1498 | return std::unique_ptr<IWorkload>(); |
| 1499 | } |
| 1500 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1501 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateNormalization(const NormalizationQueueDescriptor& /*descriptor*/, |
| 1502 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1503 | { |
| 1504 | return std::unique_ptr<IWorkload>(); |
| 1505 | } |
| 1506 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1507 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateOutput(const OutputQueueDescriptor& /*descriptor*/, |
| 1508 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1509 | { |
| 1510 | return std::unique_ptr<IWorkload>(); |
| 1511 | } |
| 1512 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1513 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePad(const PadQueueDescriptor& /*descriptor*/, |
| 1514 | const WorkloadInfo& /*Info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1515 | { |
| 1516 | return std::unique_ptr<IWorkload>(); |
| 1517 | } |
| 1518 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1519 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePermute(const PermuteQueueDescriptor& /*descriptor*/, |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1520 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1521 | { |
| 1522 | return std::unique_ptr<IWorkload>(); |
| 1523 | } |
| 1524 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1525 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePooling2d(const Pooling2dQueueDescriptor& /*descriptor*/, |
| 1526 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1527 | { |
| 1528 | return std::unique_ptr<IWorkload>(); |
| 1529 | } |
| 1530 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1531 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePreCompiled(const PreCompiledQueueDescriptor& /*descriptor*/, |
| 1532 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1533 | { |
| 1534 | return std::unique_ptr<IWorkload>(); |
| 1535 | } |
| 1536 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1537 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePrelu(const PreluQueueDescriptor &/*descriptor*/, |
| 1538 | const WorkloadInfo &/*info*/) const |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1539 | { |
| 1540 | return std::unique_ptr<IWorkload>(); |
| 1541 | } |
| 1542 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1543 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateQuantize(const QuantizeQueueDescriptor& /*descriptor*/, |
| 1544 | const WorkloadInfo& /*Info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1545 | { |
| 1546 | return std::unique_ptr<IWorkload>(); |
| 1547 | } |
| 1548 | |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1549 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateQLstm(const QLstmQueueDescriptor& /*descriptor*/, |
| 1550 | const WorkloadInfo& /*info*/) const |
| 1551 | { |
| 1552 | return std::unique_ptr<IWorkload>(); |
| 1553 | } |
| 1554 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1555 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& /*descriptor*/, |
| 1556 | const WorkloadInfo& /*info*/) const |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1557 | { |
| 1558 | return std::unique_ptr<IWorkload>(); |
| 1559 | } |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 1560 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateRank(const RankQueueDescriptor& /*descriptor*/, |
| 1561 | const WorkloadInfo& /*info*/) const |
| 1562 | { |
| 1563 | return std::unique_ptr<IWorkload>(); |
| 1564 | } |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1565 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1566 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateReshape(const ReshapeQueueDescriptor& /*descriptor*/, |
| 1567 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1568 | { |
| 1569 | return std::unique_ptr<IWorkload>(); |
| 1570 | } |
| 1571 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1572 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateResizeBilinear(const ResizeBilinearQueueDescriptor& /*descriptor*/, |
| 1573 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1574 | { |
| 1575 | return std::unique_ptr<IWorkload>(); |
| 1576 | } |
| 1577 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1578 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateResize(const ResizeQueueDescriptor& /*descriptor*/, |
| 1579 | const WorkloadInfo& /*info*/) const |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 1580 | { |
| 1581 | return std::unique_ptr<IWorkload>(); |
| 1582 | } |
| 1583 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1584 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateRsqrt(const RsqrtQueueDescriptor& /*descriptor*/, |
| 1585 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1586 | { |
| 1587 | return std::unique_ptr<IWorkload>(); |
| 1588 | } |
| 1589 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1590 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSlice(const SliceQueueDescriptor& /*descriptor*/, |
| 1591 | const WorkloadInfo& /*info*/) const |
| 1592 | { |
| 1593 | return std::unique_ptr<IWorkload>(); |
| 1594 | } |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1595 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1596 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSoftmax(const SoftmaxQueueDescriptor& /*descriptor*/, |
| 1597 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1598 | { |
| 1599 | return std::unique_ptr<IWorkload>(); |
| 1600 | } |
| 1601 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1602 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSplitter(const SplitterQueueDescriptor& /*descriptor*/, |
| 1603 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1604 | { |
| 1605 | return std::unique_ptr<IWorkload>(); |
| 1606 | } |
| 1607 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1608 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& /*descriptor*/, |
| 1609 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1610 | { |
| 1611 | return std::unique_ptr<IWorkload>(); |
| 1612 | } |
| 1613 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1614 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& /*descriptor*/, |
| 1615 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1616 | { |
| 1617 | return std::unique_ptr<IWorkload>(); |
| 1618 | } |
| 1619 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1620 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateStack(const StackQueueDescriptor& /*descriptor*/, |
| 1621 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1622 | { |
| 1623 | return std::unique_ptr<IWorkload>(); |
| 1624 | } |
| 1625 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1626 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateStridedSlice(const StridedSliceQueueDescriptor& /*descriptor*/, |
| 1627 | const WorkloadInfo& /*info*/) const |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1628 | { |
| 1629 | return std::unique_ptr<IWorkload>(); |
| 1630 | } |
| 1631 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1632 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSubtraction(const SubtractionQueueDescriptor& /*descriptor*/, |
| 1633 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1634 | { |
| 1635 | return std::unique_ptr<IWorkload>(); |
| 1636 | } |
| 1637 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1638 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSwitch(const SwitchQueueDescriptor& /*descriptor*/, |
| 1639 | const WorkloadInfo& /*info*/) const |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1640 | { |
| 1641 | return std::unique_ptr<IWorkload>(); |
| 1642 | } |
| 1643 | |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1644 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateTranspose(const TransposeQueueDescriptor& /*descriptor*/, |
| 1645 | const WorkloadInfo& /*info*/) const |
| 1646 | { |
| 1647 | return std::unique_ptr<IWorkload>(); |
| 1648 | } |
| 1649 | |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1650 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateTransposeConvolution2d( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1651 | const TransposeConvolution2dQueueDescriptor& /*descriptor*/, |
| 1652 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1653 | { |
| 1654 | return std::unique_ptr<IWorkload>(); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 1655 | } |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1656 | |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1657 | } // namepsace armnn |