Laurent Carlier | 749294b | 2020-06-01 09:03:17 +0100 | [diff] [blame] | 1 | // |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 2 | // Copyright © 2017-2023 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> |
Sadik Armagan | a097d2a | 2021-11-24 15:47:28 +0000 | [diff] [blame] | 10 | #include <armnn/backends/IBackendInternal.hpp> |
Francis Murtagh | cae4568 | 2021-04-26 10:07:49 +0100 | [diff] [blame] | 11 | #include <armnn/backends/ILayerSupport.hpp> |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 12 | #include <armnn/BackendHelper.hpp> |
Matteo Martincigh | c601aa6 | 2019-10-29 15:03:22 +0000 | [diff] [blame] | 13 | #include <armnn/BackendRegistry.hpp> |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 14 | #include <armnn/utility/PolymorphicDowncast.hpp> |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 15 | #include <armnn/utility/TransformIterator.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 16 | |
Colm Donelan | 0c47974 | 2021-12-10 12:43:54 +0000 | [diff] [blame] | 17 | #include <armnn/backends/WorkloadFactory.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 18 | |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 19 | #include <sstream> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 20 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 21 | namespace armnn |
| 22 | { |
| 23 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 24 | namespace |
| 25 | { |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 26 | using LayerList = std::list<Layer*>; |
| 27 | using Iterator = LayerList::const_iterator; // Const so pointers in the list can't be modified externally. |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 28 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 29 | const TensorInfo OverrideDataType(const TensorInfo& info, Optional<DataType> type) |
| 30 | { |
| 31 | if (!type) |
| 32 | { |
| 33 | return info; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 34 | } |
| 35 | |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 36 | return TensorInfo(info.GetShape(), |
| 37 | type.value(), |
| 38 | info.GetQuantizationScale(), |
| 39 | info.GetQuantizationOffset(), |
| 40 | info.IsConstant()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 41 | } |
| 42 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 43 | } // anonymous namespace |
| 44 | |
Sadik Armagan | a097d2a | 2021-11-24 15:47:28 +0000 | [diff] [blame] | 45 | inline armnn::Optional<armnn::DataType> GetBiasTypeFromWeightsType(armnn::Optional<armnn::DataType> weightsType) |
| 46 | { |
| 47 | if (!weightsType) |
| 48 | { |
| 49 | return weightsType; |
| 50 | } |
| 51 | |
| 52 | switch(weightsType.value()) |
| 53 | { |
| 54 | case armnn::DataType::BFloat16: |
| 55 | case armnn::DataType::Float16: |
| 56 | case armnn::DataType::Float32: |
| 57 | return weightsType; |
| 58 | case armnn::DataType::QAsymmS8: |
| 59 | case armnn::DataType::QAsymmU8: |
| 60 | case armnn::DataType::QSymmS8: |
| 61 | case armnn::DataType::QSymmS16: |
| 62 | return armnn::DataType::Signed32; |
| 63 | default: |
| 64 | ARMNN_ASSERT_MSG(false, "GetBiasTypeFromWeightsType(): Unsupported data type."); |
| 65 | } |
| 66 | return armnn::EmptyOptional(); |
| 67 | } |
| 68 | |
| 69 | |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 70 | bool IWorkloadFactory::IsLayerConfigurationSupported(const BackendId& backendId, |
| 71 | const IConnectableLayer& connectableLayer, |
| 72 | Optional<DataType> dataType, |
| 73 | std::string& outReasonIfUnsupported, |
| 74 | const ModelOptions& modelOptions) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 75 | { |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 76 | Optional<std::string&> reason = outReasonIfUnsupported; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 77 | bool result; |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 78 | const Layer& layer = *(PolymorphicDowncast<const Layer*>(&connectableLayer)); |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 79 | |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 80 | auto const& backendRegistry = BackendRegistryInstance(); |
| 81 | if (!backendRegistry.IsBackendRegistered(backendId)) |
| 82 | { |
| 83 | std::stringstream ss; |
| 84 | ss << connectableLayer.GetName() << " is not supported on " << backendId |
| 85 | << " because this backend is not registered."; |
| 86 | |
| 87 | outReasonIfUnsupported = ss.str(); |
| 88 | return false; |
| 89 | } |
| 90 | |
| 91 | auto backendFactory = backendRegistry.GetFactory(backendId); |
| 92 | auto backendObject = backendFactory(); |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 93 | auto layerSupport = backendObject->GetLayerSupport(modelOptions); |
| 94 | auto layerSupportObject = LayerSupportHandle(layerSupport, backendId); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 95 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 96 | switch(layer.GetType()) |
| 97 | { |
| 98 | case LayerType::Activation: |
| 99 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 100 | auto cLayer = PolymorphicDowncast<const ActivationLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 101 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 102 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 103 | result = layerSupportObject.IsActivationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 104 | OverrideDataType(input, dataType), |
| 105 | OverrideDataType(output, dataType), |
| 106 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 107 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 108 | break; |
| 109 | } |
| 110 | case LayerType::Addition: |
| 111 | { |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 112 | ARMNN_NO_DEPRECATE_WARN_BEGIN |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 113 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 114 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 115 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 116 | result = layerSupportObject.IsAdditionSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 117 | OverrideDataType(input0, dataType), |
| 118 | OverrideDataType(input1, dataType), |
| 119 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 120 | reason); |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 121 | ARMNN_NO_DEPRECATE_WARN_END |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 122 | break; |
| 123 | } |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 124 | case LayerType::ArgMinMax: |
| 125 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 126 | auto cLayer = PolymorphicDowncast<const ArgMinMaxLayer*>(&layer); |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 127 | const ArgMinMaxDescriptor& descriptor = cLayer->GetParameters(); |
| 128 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 129 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 130 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 131 | result = layerSupportObject.IsArgMinMaxSupported( |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 132 | OverrideDataType(input, dataType), |
Narumol Prangnawarat | d1f5773 | 2019-10-31 14:24:02 +0000 | [diff] [blame] | 133 | OverrideDataType(output, DataType::Signed32), |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 134 | descriptor, |
| 135 | reason); |
| 136 | break; |
| 137 | } |
Samuel Yap | 6b47809 | 2022-07-06 15:36:03 +0100 | [diff] [blame] | 138 | case LayerType::BatchMatMul: |
| 139 | { |
| 140 | auto cLayer = PolymorphicDowncast<const BatchMatMulLayer*>(&layer); |
| 141 | const BatchMatMulDescriptor& descriptor = cLayer->GetParameters(); |
| 142 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 143 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 144 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
Samuel Yap | 6b47809 | 2022-07-06 15:36:03 +0100 | [diff] [blame] | 145 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 146 | result = layerSupportObject.IsBatchMatMulSupported( |
| 147 | OverrideDataType(input0, dataType), |
| 148 | OverrideDataType(input1, dataType), |
| 149 | OverrideDataType(output, dataType), |
| 150 | descriptor, |
| 151 | reason); |
| 152 | break; |
| 153 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 154 | case LayerType::BatchNormalization: |
| 155 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 156 | auto cLayer = PolymorphicDowncast<const BatchNormalizationLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 157 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 158 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 159 | const TensorInfo& mean = cLayer->m_Mean->GetTensorInfo(); |
| 160 | const TensorInfo& var = cLayer->m_Variance->GetTensorInfo(); |
| 161 | const TensorInfo& beta = cLayer->m_Beta->GetTensorInfo(); |
| 162 | const TensorInfo& gamma = cLayer->m_Gamma->GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 163 | result = layerSupportObject.IsBatchNormalizationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 164 | OverrideDataType(input, dataType), |
| 165 | OverrideDataType(output, dataType), |
| 166 | OverrideDataType(mean, dataType), |
| 167 | OverrideDataType(var, dataType), |
| 168 | OverrideDataType(beta, dataType), |
| 169 | OverrideDataType(gamma, dataType), |
| 170 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 171 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 172 | break; |
| 173 | } |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 174 | case LayerType::BatchToSpaceNd: |
| 175 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 176 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 177 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 178 | auto cLayer = PolymorphicDowncast<const BatchToSpaceNdLayer*>(&layer); |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 179 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 180 | result = layerSupportObject.IsBatchToSpaceNdSupported(OverrideDataType(input, dataType), |
| 181 | OverrideDataType(output, dataType), |
| 182 | cLayer->GetParameters(), |
| 183 | reason); |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 184 | break; |
| 185 | } |
Idriss Chaouch | 98e383e | 2023-08-28 14:28:31 +0100 | [diff] [blame] | 186 | case LayerType::BroadcastTo: |
| 187 | { |
| 188 | auto cLayer = PolymorphicDowncast<const BroadcastToLayer*>(&layer); |
| 189 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 190 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 191 | |
| 192 | result = layerSupportObject.IsBroadcastToSupported(OverrideDataType(input, dataType), |
| 193 | OverrideDataType(output, dataType), |
| 194 | cLayer->GetParameters(), |
| 195 | reason); |
| 196 | break; |
| 197 | } |
mathad01 | b392e98 | 2021-04-07 12:07:30 +0100 | [diff] [blame] | 198 | case LayerType::Cast: |
| 199 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 200 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
mathad01 | b392e98 | 2021-04-07 12:07:30 +0100 | [diff] [blame] | 201 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 202 | |
| 203 | result = layerSupportObject.IsCastSupported(OverrideDataType(input, dataType), |
| 204 | OverrideDataType(output, dataType), |
| 205 | reason); |
| 206 | break; |
| 207 | } |
Simon Obute | 51f6777 | 2021-09-03 15:50:13 +0100 | [diff] [blame] | 208 | case LayerType::ChannelShuffle: |
| 209 | { |
| 210 | auto cLayer = PolymorphicDowncast<const ChannelShuffleLayer*>(&layer); |
| 211 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 212 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
| 213 | const TensorInfo& output = layer.GetInputSlot(0).GetTensorInfo(); |
Simon Obute | 51f6777 | 2021-09-03 15:50:13 +0100 | [diff] [blame] | 214 | |
| 215 | const ChannelShuffleDescriptor descriptor = cLayer->GetParameters(); |
| 216 | |
| 217 | result = layerSupportObject.IsChannelShuffleSupported(OverrideDataType(input, dataType), |
| 218 | OverrideDataType(output, dataType), |
| 219 | descriptor, |
| 220 | reason); |
| 221 | break; |
| 222 | } |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 223 | case LayerType::Comparison: |
| 224 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 225 | auto cLayer = PolymorphicDowncast<const ComparisonLayer*>(&layer); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 226 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 227 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 228 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 229 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 230 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 231 | result = layerSupportObject.IsComparisonSupported(OverrideDataType(input0, dataType), |
| 232 | OverrideDataType(input1, dataType), |
| 233 | OverrideDataType(output, DataType::Boolean), |
| 234 | cLayer->GetParameters(), |
| 235 | reason); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 236 | break; |
| 237 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 238 | case LayerType::Constant: |
| 239 | { |
| 240 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 241 | result = layerSupportObject.IsConstantSupported(OverrideDataType(output, dataType), reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 242 | break; |
| 243 | } |
| 244 | case LayerType::ConvertFp16ToFp32: |
| 245 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 246 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 247 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 248 | result = layerSupportObject.IsConvertFp16ToFp32Supported(input, output, reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 249 | break; |
| 250 | } |
| 251 | case LayerType::ConvertFp32ToFp16: |
| 252 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 253 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 254 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 255 | result = layerSupportObject.IsConvertFp32ToFp16Supported(input, output, reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 256 | break; |
| 257 | } |
| 258 | case LayerType::Convolution2d: |
| 259 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 260 | auto cLayer = PolymorphicDowncast<const Convolution2dLayer*>(&layer); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 261 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 262 | const TensorInfo input = OverrideDataType(layer.GetInputSlot(0).GetTensorInfo(), |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 263 | dataType); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 264 | const TensorInfo output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
Keith Davis | b4dd5cc | 2022-04-07 11:32:00 +0100 | [diff] [blame] | 265 | ARMNN_ASSERT_MSG(layer.GetInputSlot(1).GetConnection(), |
| 266 | "Convolution2dLayer: Weights should be connected as a Constant Layer."); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 267 | const TensorInfo weights = OverrideDataType(layer.GetInputSlot(1).GetTensorInfo(), |
Keith Davis | b4dd5cc | 2022-04-07 11:32:00 +0100 | [diff] [blame] | 268 | dataType); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 269 | |
Matthew Sloyan | b63a311 | 2021-09-08 13:05:51 +0100 | [diff] [blame] | 270 | const Convolution2dDescriptor& descriptor = cLayer->GetParameters(); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 271 | |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 272 | // Construct optional biases object based on the value of m_BiasEnabled |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 273 | Optional<TensorInfo> biases; |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 274 | if (descriptor.m_BiasEnabled) |
| 275 | { |
Keith Davis | b4dd5cc | 2022-04-07 11:32:00 +0100 | [diff] [blame] | 276 | ARMNN_ASSERT_MSG(layer.GetInputSlot(2).GetConnection(), |
| 277 | "Convolution2dLayer: Bias should be connected as a Constant Layer."); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 278 | biases = OverrideDataType(layer.GetInputSlot(2).GetTensorInfo(), |
Keith Davis | b4dd5cc | 2022-04-07 11:32:00 +0100 | [diff] [blame] | 279 | GetBiasTypeFromWeightsType(dataType)); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 280 | } |
| 281 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 282 | result = layerSupportObject.IsConvolution2dSupported( |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 283 | input, |
| 284 | output, |
| 285 | descriptor, |
Keith Davis | b4dd5cc | 2022-04-07 11:32:00 +0100 | [diff] [blame] | 286 | weights, |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 287 | biases, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 288 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 289 | break; |
| 290 | } |
Matthew Sloyan | b63a311 | 2021-09-08 13:05:51 +0100 | [diff] [blame] | 291 | case LayerType::Convolution3d: |
| 292 | { |
| 293 | auto cLayer = PolymorphicDowncast<const Convolution3dLayer*>(&layer); |
| 294 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 295 | const TensorInfo input = OverrideDataType(layer.GetInputSlot(0).GetTensorInfo(), |
Matthew Sloyan | b63a311 | 2021-09-08 13:05:51 +0100 | [diff] [blame] | 296 | dataType); |
| 297 | const TensorInfo output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
Matthew Sloyan | 5d7b0a3 | 2021-10-18 13:07:49 +0100 | [diff] [blame] | 298 | |
| 299 | ARMNN_ASSERT_MSG(layer.GetInputSlot(1).GetConnection(), |
| 300 | "Convolution3dLayer: Weights should be connected as a Constant Layer."); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 301 | const TensorInfo weights = OverrideDataType(layer.GetInputSlot(1).GetTensorInfo(), |
Matthew Sloyan | 5d7b0a3 | 2021-10-18 13:07:49 +0100 | [diff] [blame] | 302 | dataType); |
Matthew Sloyan | b63a311 | 2021-09-08 13:05:51 +0100 | [diff] [blame] | 303 | |
| 304 | const Convolution3dDescriptor& descriptor = cLayer->GetParameters(); |
| 305 | |
| 306 | // Construct optional biases object based on the value of m_BiasEnabled |
| 307 | Optional<TensorInfo> biases; |
| 308 | if (descriptor.m_BiasEnabled) |
| 309 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 310 | biases = OverrideDataType(layer.GetInputSlot(2).GetTensorInfo(), |
Matthew Sloyan | 5d7b0a3 | 2021-10-18 13:07:49 +0100 | [diff] [blame] | 311 | GetBiasTypeFromWeightsType(dataType)); |
Matthew Sloyan | b63a311 | 2021-09-08 13:05:51 +0100 | [diff] [blame] | 312 | } |
| 313 | |
| 314 | result = layerSupportObject.IsConvolution3dSupported( |
| 315 | input, |
| 316 | output, |
| 317 | descriptor, |
Matthew Sloyan | 5d7b0a3 | 2021-10-18 13:07:49 +0100 | [diff] [blame] | 318 | weights, |
Matthew Sloyan | b63a311 | 2021-09-08 13:05:51 +0100 | [diff] [blame] | 319 | biases, |
| 320 | reason); |
| 321 | break; |
| 322 | } |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 323 | case LayerType::Debug: |
| 324 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 325 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 326 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 327 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 328 | result = layerSupportObject.IsDebugSupported(OverrideDataType(input, dataType), |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 329 | OverrideDataType(output, dataType), |
| 330 | reason); |
| 331 | break; |
| 332 | } |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 333 | case LayerType::DepthToSpace: |
| 334 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 335 | auto cLayer = PolymorphicDowncast<const DepthToSpaceLayer*>(&layer); |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 336 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 337 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 338 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 339 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 340 | result = layerSupportObject.IsDepthToSpaceSupported(OverrideDataType(input, dataType), |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 341 | OverrideDataType(output, dataType), |
| 342 | cLayer->GetParameters(), |
| 343 | reason); |
| 344 | break; |
| 345 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 346 | case LayerType::DepthwiseConvolution2d: |
| 347 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 348 | auto cLayer = PolymorphicDowncast<const DepthwiseConvolution2dLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 349 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetTensorInfo(), |
Cathal Corbett | 0690265 | 2022-04-14 17:55:11 +0100 | [diff] [blame] | 350 | dataType); |
| 351 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 352 | const TensorInfo& weights = OverrideDataType(layer.GetInputSlot(1).GetTensorInfo(), |
Cathal Corbett | 0690265 | 2022-04-14 17:55:11 +0100 | [diff] [blame] | 353 | dataType); |
| 354 | |
| 355 | ARMNN_ASSERT(cLayer->GetInputSlot(1).GetConnection() != nullptr); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 356 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 357 | const DepthwiseConvolution2dDescriptor& descriptor = cLayer->GetParameters(); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 358 | |
| 359 | // Construct optional biases object based on the value of m_BiasEnabled |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 360 | Optional<TensorInfo> biases; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 361 | if (descriptor.m_BiasEnabled) |
| 362 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 363 | biases = OverrideDataType(cLayer->GetInputSlot(2).GetTensorInfo(), |
Cathal Corbett | 0690265 | 2022-04-14 17:55:11 +0100 | [diff] [blame] | 364 | GetBiasTypeFromWeightsType(dataType)); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 365 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 366 | |
Cathal Corbett | 0690265 | 2022-04-14 17:55:11 +0100 | [diff] [blame] | 367 | result = layerSupportObject.IsDepthwiseConvolutionSupported(input, |
| 368 | output, |
| 369 | descriptor, |
| 370 | weights, |
| 371 | biases, |
| 372 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 373 | break; |
| 374 | } |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 375 | case LayerType::Dequantize: |
| 376 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 377 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 378 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 379 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 380 | result = layerSupportObject.IsDequantizeSupported(input, |
| 381 | OverrideDataType(output, dataType), |
| 382 | reason); |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 383 | break; |
| 384 | } |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 385 | case LayerType::DetectionPostProcess: |
| 386 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 387 | auto cLayer = PolymorphicDowncast<const DetectionPostProcessLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 388 | const TensorInfo& boxEncodings = layer.GetInputSlot(0).GetTensorInfo(); |
| 389 | const TensorInfo& scores = layer.GetInputSlot(1).GetTensorInfo(); |
Derek Lamberti | 6a5e5e8 | 2019-12-05 14:41:20 +0000 | [diff] [blame] | 390 | const TensorInfo& anchors = cLayer->m_Anchors->GetTensorInfo(); |
| 391 | |
| 392 | const TensorInfo& detectionBoxes = layer.GetOutputSlot(0).GetTensorInfo(); |
| 393 | const TensorInfo& detectionClasses = layer.GetOutputSlot(1).GetTensorInfo(); |
| 394 | const TensorInfo& detectionScores = layer.GetOutputSlot(2).GetTensorInfo(); |
| 395 | const TensorInfo& numDetections = layer.GetOutputSlot(3).GetTensorInfo(); |
| 396 | |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 397 | const DetectionPostProcessDescriptor& descriptor = cLayer->GetParameters(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 398 | result = layerSupportObject.IsDetectionPostProcessSupported(boxEncodings, |
| 399 | scores, |
| 400 | anchors, |
| 401 | detectionBoxes, |
| 402 | detectionClasses, |
| 403 | detectionScores, |
| 404 | numDetections, |
| 405 | descriptor, |
| 406 | reason); |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 407 | break; |
| 408 | } |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 409 | case LayerType::ElementwiseBinary: |
| 410 | { |
| 411 | auto cLayer = PolymorphicDowncast<const ElementwiseBinaryLayer*>(&layer); |
| 412 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 413 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 414 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 415 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 416 | std::vector<TensorInfo> infos = { OverrideDataType(input0, dataType), |
| 417 | OverrideDataType(input1, dataType), |
| 418 | OverrideDataType(output, dataType) }; |
| 419 | result = layerSupport->IsLayerSupported(LayerType::ElementwiseBinary, |
| 420 | infos, |
| 421 | cLayer->GetParameters(), |
| 422 | EmptyOptional(), |
| 423 | EmptyOptional(), |
| 424 | reason); |
| 425 | break; |
| 426 | } |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 427 | case LayerType::ElementwiseUnary: |
| 428 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 429 | auto cLayer = PolymorphicDowncast<const ElementwiseUnaryLayer*>(&layer); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 430 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 431 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 432 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 433 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 434 | result = layerSupportObject.IsElementwiseUnarySupported(OverrideDataType(input, dataType), |
| 435 | OverrideDataType(output, dataType), |
| 436 | cLayer->GetParameters(), |
| 437 | reason); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 438 | break; |
| 439 | } |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 440 | case LayerType::Fill: |
| 441 | { |
| 442 | auto cLayer = PolymorphicDowncast<const FillLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 443 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 444 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 445 | const FillDescriptor& descriptor = cLayer->GetParameters(); |
| 446 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 447 | result = layerSupportObject.IsFillSupported( |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 448 | OverrideDataType(input, dataType), |
| 449 | OverrideDataType(output, dataType), |
| 450 | descriptor, |
| 451 | reason); |
| 452 | break; |
| 453 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 454 | case LayerType::FakeQuantization: |
| 455 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 456 | auto cLayer = PolymorphicDowncast<const FakeQuantizationLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 457 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 458 | result = layerSupportObject.IsFakeQuantizationSupported(OverrideDataType(input, dataType), |
| 459 | cLayer->GetParameters(), |
| 460 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 461 | break; |
| 462 | } |
| 463 | case LayerType::Floor: |
| 464 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 465 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 466 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 467 | result = layerSupportObject.IsFloorSupported(OverrideDataType(input, dataType), |
| 468 | OverrideDataType(output, dataType), |
| 469 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 470 | break; |
| 471 | } |
| 472 | case LayerType::FullyConnected: |
| 473 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 474 | auto cLayer = PolymorphicDowncast<const FullyConnectedLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 475 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 476 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 477 | |
| 478 | const FullyConnectedDescriptor& descriptor = cLayer->GetParameters(); |
| 479 | TensorInfo weightsInfo; |
| 480 | const TensorInfo* weightsInfoPtr = nullptr; |
| 481 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 482 | weightsInfo = OverrideDataType(layer.GetInputSlot(1).GetTensorInfo(), dataType); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 483 | weightsInfoPtr = &weightsInfo; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 484 | |
| 485 | TensorInfo biasInfo; |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 486 | const TensorInfo* biasInfoPtr = nullptr; |
Narumol Prangnawarat | 44179c3 | 2020-03-11 14:51:27 +0000 | [diff] [blame] | 487 | static const TensorInfo dummyBFloat16Bias(TensorShape({1,1,1,1}), DataType::BFloat16); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 488 | static const TensorInfo dummyFloat16Bias(TensorShape({1,1,1,1}), DataType::Float16); |
| 489 | static const TensorInfo dummyFloat32Bias(TensorShape({1,1,1,1}), DataType::Float32); |
| 490 | static const TensorInfo dummyQA8Bias(TensorShape({1,1,1,1}), DataType::Signed32); |
| 491 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 492 | if (descriptor.m_BiasEnabled) |
| 493 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 494 | biasInfo = OverrideDataType(layer.GetInputSlot(2).GetTensorInfo(), dataType); |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 495 | biasInfoPtr = &biasInfo; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 496 | } |
| 497 | else |
| 498 | { |
| 499 | // If biases are not enabled pass a dummy tensorinfo for the validation |
| 500 | switch(input.GetDataType()) |
| 501 | { |
Narumol Prangnawarat | 44179c3 | 2020-03-11 14:51:27 +0000 | [diff] [blame] | 502 | case DataType::BFloat16: |
| 503 | { |
| 504 | biasInfoPtr = &dummyBFloat16Bias; |
| 505 | break; |
| 506 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 507 | case DataType::Float16: |
| 508 | { |
| 509 | biasInfoPtr = &dummyFloat16Bias; |
| 510 | break; |
| 511 | } |
| 512 | case DataType::Float32: |
| 513 | { |
| 514 | biasInfoPtr = &dummyFloat32Bias; |
| 515 | break; |
| 516 | } |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 517 | case DataType::QAsymmU8: |
Keith Davis | a856501 | 2020-02-14 12:22:40 +0000 | [diff] [blame] | 518 | case DataType::QAsymmS8: |
Keith Davis | 9d0ff74 | 2020-02-03 14:47:54 +0000 | [diff] [blame] | 519 | case DataType::QSymmS8: |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 520 | case DataType::QSymmS16: |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 521 | { |
| 522 | biasInfoPtr = &dummyQA8Bias; |
| 523 | break; |
| 524 | } |
| 525 | default: |
| 526 | { |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 527 | ARMNN_ASSERT_MSG(false, "Unexpected bias type"); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 528 | } |
| 529 | } |
| 530 | } |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 531 | result = layerSupportObject.IsFullyConnectedSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 532 | OverrideDataType(input, dataType), |
| 533 | OverrideDataType(output, dataType), |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 534 | *weightsInfoPtr, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 535 | *biasInfoPtr, |
| 536 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 537 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 538 | break; |
| 539 | } |
Teresa Charlin | 9145e38 | 2023-08-17 18:44:58 +0100 | [diff] [blame] | 540 | case LayerType::Fused: |
| 541 | { |
| 542 | auto cLayer = PolymorphicDowncast<const FusedLayer*>(&layer); |
| 543 | |
| 544 | // Get vector of all outputs. |
| 545 | auto getOutTensorInfo = [&dataType](const OutputSlot& slot) |
| 546 | { |
| 547 | return OverrideDataType(slot.GetTensorInfo(), dataType); |
| 548 | }; |
| 549 | auto beginOutputs = MakeTransformIterator(layer.GetOutputSlots().begin(), getOutTensorInfo); |
| 550 | auto endOutputs = MakeTransformIterator(layer.GetOutputSlots().end(), getOutTensorInfo); |
| 551 | std::vector<TensorInfo> outputs(beginOutputs, endOutputs); |
| 552 | const std::vector<std::reference_wrapper<TensorInfo>> outputPtrs(outputs.begin(), outputs.end()); |
| 553 | |
| 554 | // Get vector of all inputs. |
| 555 | auto getInputTensorInfo = [&dataType](const InputSlot& slot) |
| 556 | { |
| 557 | return OverrideDataType(slot.GetTensorInfo(), dataType); |
| 558 | }; |
| 559 | auto beginInputs = MakeTransformIterator(layer.GetInputSlots().begin(), getInputTensorInfo); |
| 560 | auto endInputs = MakeTransformIterator(layer.GetInputSlots().end(), getInputTensorInfo); |
| 561 | std::vector<TensorInfo> inputs(beginInputs, endInputs); |
| 562 | const std::vector<std::reference_wrapper<TensorInfo>> inputPtrs(inputs.begin(), inputs.end()); |
| 563 | |
| 564 | result = layerSupportObject.IsFusedSupported(inputPtrs, |
| 565 | outputPtrs, |
| 566 | cLayer->GetParameters(), |
| 567 | reason); |
| 568 | break; |
| 569 | } |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 570 | case LayerType::Gather: |
| 571 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 572 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 573 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 574 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 575 | auto cLayer = PolymorphicDowncast<const GatherLayer*>(&layer); |
| 576 | const GatherDescriptor& descriptor = cLayer->GetParameters(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 577 | result = layerSupportObject.IsGatherSupported(OverrideDataType(input0, dataType), |
| 578 | input1, |
| 579 | OverrideDataType(output, dataType), |
| 580 | descriptor, |
| 581 | reason); |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 582 | break; |
| 583 | } |
Teresa Charlin | b2d3ec5 | 2022-04-12 22:07:09 +0100 | [diff] [blame] | 584 | case LayerType::GatherNd: |
| 585 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 586 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 587 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
Teresa Charlin | b2d3ec5 | 2022-04-12 22:07:09 +0100 | [diff] [blame] | 588 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 589 | result = layerSupportObject.IsGatherNdSupported(OverrideDataType(input0, dataType), |
| 590 | input1, |
| 591 | OverrideDataType(output, dataType), |
| 592 | reason); |
| 593 | break; |
| 594 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 595 | case LayerType::Input: |
| 596 | { |
| 597 | const TensorInfo& input = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 598 | result = layerSupportObject.IsInputSupported(OverrideDataType(input, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 599 | break; |
| 600 | } |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 601 | case LayerType::InstanceNormalization: |
| 602 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 603 | auto cLayer = PolymorphicDowncast<const InstanceNormalizationLayer*>(&layer); |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 604 | const InstanceNormalizationDescriptor& descriptor = cLayer->GetParameters(); |
| 605 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 606 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 607 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 608 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 609 | result = layerSupportObject.IsInstanceNormalizationSupported( |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 610 | OverrideDataType(input, dataType), |
| 611 | OverrideDataType(output, dataType), |
| 612 | descriptor, |
| 613 | reason); |
| 614 | break; |
| 615 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 616 | case LayerType::L2Normalization: |
| 617 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 618 | auto cLayer = PolymorphicDowncast<const L2NormalizationLayer*>(&layer); |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 619 | const L2NormalizationDescriptor& descriptor = cLayer->GetParameters(); |
| 620 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 621 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 622 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 623 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 624 | result = layerSupportObject.IsL2NormalizationSupported( |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 625 | OverrideDataType(input, dataType), |
| 626 | OverrideDataType(output, dataType), |
| 627 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 628 | reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 629 | break; |
| 630 | } |
James Conroy | aba90cd | 2020-11-06 16:28:18 +0000 | [diff] [blame] | 631 | case LayerType::LogicalBinary: |
| 632 | { |
| 633 | auto cLayer = PolymorphicDowncast<const LogicalBinaryLayer*>(&layer); |
| 634 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 635 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 636 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
James Conroy | aba90cd | 2020-11-06 16:28:18 +0000 | [diff] [blame] | 637 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 638 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 639 | result = layerSupportObject.IsLogicalBinarySupported(input0, |
| 640 | input1, |
| 641 | output, |
| 642 | cLayer->GetParameters(), |
| 643 | reason); |
James Conroy | aba90cd | 2020-11-06 16:28:18 +0000 | [diff] [blame] | 644 | break; |
| 645 | } |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 646 | case LayerType::LogSoftmax: |
| 647 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 648 | auto cLayer = PolymorphicDowncast<const LogSoftmaxLayer*>(&layer); |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 649 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 650 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 651 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 652 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 653 | result = layerSupportObject.IsLogSoftmaxSupported(OverrideDataType(input, dataType), |
| 654 | OverrideDataType(output, dataType), |
| 655 | cLayer->GetParameters(), |
| 656 | reason); |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 657 | break; |
| 658 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 659 | case LayerType::Lstm: |
| 660 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 661 | auto cLayer = PolymorphicDowncast<const LstmLayer*>(&layer); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 662 | const LstmDescriptor& descriptor = cLayer->GetParameters(); |
| 663 | |
| 664 | // All inputs. |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 665 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetTensorInfo(), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 666 | dataType); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 667 | const TensorInfo& outputStateIn = OverrideDataType(layer.GetInputSlot(1).GetTensorInfo(), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 668 | dataType); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 669 | const TensorInfo& cellStateIn = OverrideDataType(layer.GetInputSlot(2).GetTensorInfo(), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 670 | dataType); |
| 671 | // All outputs |
| 672 | const TensorInfo& scratchBuffer = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 673 | const TensorInfo& outputStateOut = OverrideDataType(layer.GetOutputSlot(1).GetTensorInfo(), dataType); |
| 674 | const TensorInfo& cellStateOut = OverrideDataType(layer.GetOutputSlot(2).GetTensorInfo(), dataType); |
| 675 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(3).GetTensorInfo(), dataType); |
| 676 | |
| 677 | // Basic parameters |
| 678 | const TensorInfo& inputToForgetWeights |
| 679 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToForgetWeights->GetTensorInfo(), dataType); |
| 680 | const TensorInfo& inputToCellWeights |
| 681 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToCellWeights->GetTensorInfo(), dataType); |
| 682 | const TensorInfo& inputToOutputWeights |
| 683 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToOutputWeights->GetTensorInfo(), dataType); |
| 684 | const TensorInfo& recurrentToForgetWeights |
| 685 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToForgetWeights->GetTensorInfo(), dataType); |
| 686 | const TensorInfo& recurrentToCellWeights |
| 687 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToCellWeights->GetTensorInfo(), dataType); |
| 688 | const TensorInfo& recurrentToOutputWeights |
| 689 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToOutputWeights->GetTensorInfo(), dataType); |
| 690 | const TensorInfo& forgetGateBias |
| 691 | = OverrideDataType(cLayer->m_BasicParameters.m_ForgetGateBias->GetTensorInfo(), dataType); |
| 692 | const TensorInfo& cellBias |
| 693 | = OverrideDataType(cLayer->m_BasicParameters.m_CellBias->GetTensorInfo(), dataType); |
| 694 | const TensorInfo& outputGateBias |
| 695 | = OverrideDataType(cLayer->m_BasicParameters.m_OutputGateBias->GetTensorInfo(), dataType); |
| 696 | |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 697 | LstmInputParamsInfo paramsInfo; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 698 | |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 699 | paramsInfo.m_InputToForgetWeights = &inputToForgetWeights; |
| 700 | paramsInfo.m_InputToCellWeights = &inputToCellWeights; |
| 701 | paramsInfo.m_InputToOutputWeights = &inputToOutputWeights; |
| 702 | paramsInfo.m_RecurrentToForgetWeights = &recurrentToForgetWeights; |
| 703 | paramsInfo.m_RecurrentToCellWeights = &recurrentToCellWeights; |
| 704 | paramsInfo.m_RecurrentToOutputWeights = &recurrentToOutputWeights; |
| 705 | paramsInfo.m_ForgetGateBias = &forgetGateBias; |
| 706 | paramsInfo.m_CellBias = &cellBias; |
| 707 | paramsInfo.m_OutputGateBias = &outputGateBias; |
| 708 | |
| 709 | |
| 710 | // Optional parameters |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 711 | TensorInfo optInputToInputWeights; |
| 712 | TensorInfo optRecurrentToInputWeights; |
| 713 | TensorInfo optCellToInputWeights; |
| 714 | TensorInfo optInputGateBias; |
| 715 | TensorInfo optProjectionWeights; |
| 716 | TensorInfo optProjectionBias; |
| 717 | TensorInfo optCellToForgetWeights; |
| 718 | TensorInfo optCellToOutputWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 719 | TensorInfo optInputLayerNormWeights; |
| 720 | TensorInfo optForgetLayerNormWeights; |
| 721 | TensorInfo optCellLayerNormWeights; |
| 722 | TensorInfo optOutputLayerNormWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 723 | |
| 724 | if(!descriptor.m_CifgEnabled) |
| 725 | { |
| 726 | optInputToInputWeights = |
| 727 | OverrideDataType(cLayer->m_CifgParameters.m_InputToInputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 728 | paramsInfo.m_InputToInputWeights = &optInputToInputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 729 | |
| 730 | optRecurrentToInputWeights = |
| 731 | OverrideDataType(cLayer->m_CifgParameters.m_RecurrentToInputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 732 | paramsInfo.m_RecurrentToInputWeights = &optRecurrentToInputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 733 | optInputGateBias = |
| 734 | OverrideDataType(cLayer->m_CifgParameters.m_InputGateBias->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 735 | paramsInfo.m_InputGateBias = &optInputGateBias; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 736 | } |
| 737 | |
| 738 | if(descriptor.m_ProjectionEnabled) |
| 739 | { |
| 740 | optProjectionWeights = |
| 741 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 742 | paramsInfo.m_ProjectionWeights = &optProjectionWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 743 | if (cLayer->m_ProjectionParameters.m_ProjectionBias != nullptr) |
| 744 | { |
| 745 | optProjectionBias = |
| 746 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionBias->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 747 | paramsInfo.m_ProjectionBias = &optProjectionBias; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 748 | } |
| 749 | } |
| 750 | |
| 751 | if(descriptor.m_PeepholeEnabled) |
| 752 | { |
Jan Eilers | e2062cd | 2020-03-30 15:07:45 +0100 | [diff] [blame] | 753 | if(!descriptor.m_CifgEnabled) |
| 754 | { |
| 755 | optCellToInputWeights = |
| 756 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToInputWeights->GetTensorInfo(), |
| 757 | dataType); |
| 758 | paramsInfo.m_CellToInputWeights = &optCellToInputWeights; |
| 759 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 760 | optCellToForgetWeights = |
| 761 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToForgetWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 762 | paramsInfo.m_CellToForgetWeights = &optCellToForgetWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 763 | optCellToOutputWeights = |
| 764 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToOutputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 765 | paramsInfo.m_CellToOutputWeights = &optCellToOutputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 766 | } |
| 767 | |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 768 | if(descriptor.m_LayerNormEnabled) |
| 769 | { |
Ferran Balaguer | e30c16e | 2019-07-24 17:03:45 +0100 | [diff] [blame] | 770 | if (!descriptor.m_CifgEnabled) |
| 771 | { |
| 772 | optInputLayerNormWeights = OverrideDataType( |
| 773 | cLayer->m_LayerNormParameters.m_InputLayerNormWeights->GetTensorInfo(), dataType); |
| 774 | paramsInfo.m_InputLayerNormWeights = &optInputLayerNormWeights; |
| 775 | } |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 776 | |
| 777 | optForgetLayerNormWeights = OverrideDataType( |
| 778 | cLayer->m_LayerNormParameters.m_ForgetLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 779 | paramsInfo.m_ForgetLayerNormWeights = &optForgetLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 780 | |
| 781 | optCellLayerNormWeights = OverrideDataType( |
| 782 | cLayer->m_LayerNormParameters.m_CellLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 783 | paramsInfo.m_CellLayerNormWeights = &optCellLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 784 | |
| 785 | optOutputLayerNormWeights = OverrideDataType( |
| 786 | cLayer->m_LayerNormParameters.m_OutputLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 787 | paramsInfo.m_OutputLayerNormWeights = &optOutputLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 788 | } |
| 789 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 790 | result = layerSupportObject.IsLstmSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 791 | input, |
| 792 | outputStateIn, |
| 793 | cellStateIn, |
| 794 | scratchBuffer, |
| 795 | outputStateOut, |
| 796 | cellStateOut, |
| 797 | output, |
| 798 | descriptor, |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 799 | paramsInfo, |
| 800 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 801 | break; |
| 802 | } |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 803 | case LayerType::Maximum: |
| 804 | { |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 805 | ARMNN_NO_DEPRECATE_WARN_BEGIN |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 806 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 807 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 808 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 809 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 810 | result = layerSupportObject.IsMaximumSupported(OverrideDataType(input0, dataType), |
| 811 | OverrideDataType(input1, dataType), |
| 812 | OverrideDataType(output, dataType), |
| 813 | reason); |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 814 | ARMNN_NO_DEPRECATE_WARN_END |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 815 | break; |
| 816 | } |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 817 | case LayerType::MemCopy: |
| 818 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 819 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 820 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 821 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 822 | result = layerSupportObject.IsMemCopySupported(OverrideDataType(input, dataType), |
| 823 | OverrideDataType(output, dataType), |
| 824 | reason); |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 825 | break; |
| 826 | } |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 827 | case LayerType::MemImport: |
| 828 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 829 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 830 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 831 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 832 | result = layerSupportObject.IsMemImportSupported(OverrideDataType(input, dataType), |
| 833 | OverrideDataType(output, dataType), |
| 834 | reason); |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 835 | break; |
| 836 | } |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 837 | case LayerType::Merge: |
| 838 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 839 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 840 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 841 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 842 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 843 | result = layerSupportObject.IsMergeSupported(OverrideDataType(input0, dataType), |
| 844 | OverrideDataType(input1, dataType), |
| 845 | OverrideDataType(output, dataType), |
| 846 | reason); |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 847 | break; |
| 848 | } |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 849 | case LayerType::Concat: |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 850 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 851 | auto cLayer = PolymorphicDowncast<const ConcatLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 852 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 853 | // Get vector of all inputs. |
| 854 | auto getTensorInfo = [&dataType](const InputSlot& slot) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 855 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 856 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 857 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 858 | |
| 859 | auto beginI = MakeTransformIterator(layer.GetInputSlots().begin(), getTensorInfo); |
| 860 | auto endI = MakeTransformIterator(layer.GetInputSlots().end(), getTensorInfo); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 861 | std::vector<TensorInfo> inputs(beginI, endI); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 862 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 863 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 864 | { |
| 865 | return &info; |
| 866 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 867 | |
| 868 | auto beginPtr = MakeTransformIterator(inputs.begin(), getTensorInfoPtr); |
| 869 | auto endPtr = MakeTransformIterator(inputs.end(), getTensorInfoPtr); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 870 | std::vector<const TensorInfo*> inputPtrs(beginPtr, endPtr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 871 | |
Nikhil Raj | 8599a41 | 2018-11-19 14:51:07 +0000 | [diff] [blame] | 872 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 873 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 874 | result = layerSupportObject.IsConcatSupported(inputPtrs, output, cLayer->GetParameters(), reason); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 875 | |
| 876 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 877 | break; |
| 878 | } |
| 879 | case LayerType::Multiplication: |
| 880 | { |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 881 | ARMNN_NO_DEPRECATE_WARN_BEGIN |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 882 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 883 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 884 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 885 | result = layerSupportObject.IsMultiplicationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 886 | OverrideDataType(input0, dataType), |
| 887 | OverrideDataType(input1, dataType), |
| 888 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 889 | reason); |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 890 | ARMNN_NO_DEPRECATE_WARN_END |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 891 | break; |
| 892 | } |
| 893 | case LayerType::Normalization: |
| 894 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 895 | auto cLayer = PolymorphicDowncast<const NormalizationLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 896 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 897 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 898 | result = layerSupportObject.IsNormalizationSupported(OverrideDataType(input, dataType), |
| 899 | OverrideDataType(output, dataType), |
| 900 | cLayer->GetParameters(), |
| 901 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 902 | break; |
| 903 | } |
| 904 | case LayerType::Output: |
| 905 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 906 | const TensorInfo& output = layer.GetInputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 907 | result = layerSupportObject.IsOutputSupported(OverrideDataType(output, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 908 | break; |
| 909 | } |
| 910 | case LayerType::Permute: |
| 911 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 912 | auto cLayer = PolymorphicDowncast<const PermuteLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 913 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 914 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 915 | result = layerSupportObject.IsPermuteSupported(OverrideDataType(input, dataType), |
| 916 | OverrideDataType(output, dataType), |
| 917 | cLayer->GetParameters(), |
| 918 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 919 | break; |
| 920 | } |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 921 | case LayerType::Pad: |
| 922 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 923 | auto cLayer = PolymorphicDowncast<const PadLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 924 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 925 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 926 | result = layerSupportObject.IsPadSupported( |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 927 | OverrideDataType(input, dataType), |
| 928 | OverrideDataType(output, dataType), |
| 929 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 930 | reason); |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 931 | break; |
| 932 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 933 | case LayerType::Pooling2d: |
| 934 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 935 | auto cLayer = PolymorphicDowncast<const Pooling2dLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 936 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 937 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 938 | result = layerSupportObject.IsPooling2dSupported(OverrideDataType(input, dataType), |
| 939 | OverrideDataType(output, dataType), |
| 940 | cLayer->GetParameters(), |
| 941 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 942 | break; |
| 943 | } |
Tamás Nyíri | 7b885b3 | 2021-10-26 14:47:57 +0100 | [diff] [blame] | 944 | case LayerType::Pooling3d: |
| 945 | { |
| 946 | auto cLayer = PolymorphicDowncast<const Pooling3dLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 947 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Tamás Nyíri | 7b885b3 | 2021-10-26 14:47:57 +0100 | [diff] [blame] | 948 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 949 | result = layerSupportObject.IsPooling3dSupported(OverrideDataType(input, dataType), |
| 950 | OverrideDataType(output, dataType), |
| 951 | cLayer->GetParameters(), |
| 952 | reason); |
| 953 | break; |
| 954 | } |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 955 | case LayerType::PreCompiled: |
| 956 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 957 | auto cLayer = PolymorphicDowncast<const PreCompiledLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 958 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 959 | result = layerSupportObject.IsPreCompiledSupported(OverrideDataType(input, dataType), |
| 960 | cLayer->GetParameters(), |
| 961 | reason); |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 962 | break; |
| 963 | } |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 964 | case LayerType::Quantize: |
| 965 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 966 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 967 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 968 | result = layerSupportObject.IsQuantizeSupported(input, output, reason); |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 969 | break; |
| 970 | } |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 971 | case LayerType::QLstm: |
| 972 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 973 | auto cLayer = PolymorphicDowncast<const QLstmLayer*>(&layer); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 974 | const QLstmDescriptor& descriptor = cLayer->GetParameters(); |
| 975 | |
| 976 | // Inputs |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 977 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
| 978 | const TensorInfo& previousOutputIn = layer.GetInputSlot(1).GetTensorInfo(); |
| 979 | const TensorInfo& previousCellStateIn = layer.GetInputSlot(2).GetTensorInfo(); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 980 | |
| 981 | // Outputs |
| 982 | const TensorInfo& outputStateOut = layer.GetOutputSlot(0).GetTensorInfo(); |
| 983 | const TensorInfo& cellStateOut = layer.GetOutputSlot(1).GetTensorInfo(); |
| 984 | const TensorInfo& output = layer.GetOutputSlot(2).GetTensorInfo(); |
| 985 | |
| 986 | // Lstm parameters |
| 987 | LstmInputParamsInfo paramsInfo; |
| 988 | |
| 989 | // Basic parameters |
Matthew Bentham | 6f24b1a | 2021-06-29 15:18:32 +0100 | [diff] [blame] | 990 | ARMNN_ASSERT(cLayer->m_BasicParameters.m_InputToForgetWeights.get() != nullptr); |
| 991 | ARMNN_ASSERT(cLayer->m_BasicParameters.m_InputToCellWeights.get() != nullptr); |
| 992 | ARMNN_ASSERT(cLayer->m_BasicParameters.m_InputToOutputWeights.get() != nullptr); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 993 | paramsInfo.m_InputToForgetWeights = &cLayer->m_BasicParameters.m_InputToForgetWeights->GetTensorInfo(); |
| 994 | paramsInfo.m_InputToCellWeights = &cLayer->m_BasicParameters.m_InputToCellWeights->GetTensorInfo(); |
| 995 | paramsInfo.m_InputToOutputWeights = &cLayer->m_BasicParameters.m_InputToOutputWeights->GetTensorInfo(); |
| 996 | |
| 997 | paramsInfo.m_RecurrentToForgetWeights = |
| 998 | &cLayer->m_BasicParameters.m_RecurrentToForgetWeights->GetTensorInfo(); |
| 999 | paramsInfo.m_RecurrentToCellWeights = |
| 1000 | &cLayer->m_BasicParameters.m_RecurrentToCellWeights->GetTensorInfo(); |
| 1001 | paramsInfo.m_RecurrentToOutputWeights = |
| 1002 | &cLayer->m_BasicParameters.m_RecurrentToOutputWeights->GetTensorInfo(); |
| 1003 | |
| 1004 | paramsInfo.m_ForgetGateBias = &cLayer->m_BasicParameters.m_ForgetGateBias->GetTensorInfo(); |
| 1005 | paramsInfo.m_CellBias = &cLayer->m_BasicParameters.m_CellBias->GetTensorInfo(); |
| 1006 | paramsInfo.m_OutputGateBias = &cLayer->m_BasicParameters.m_OutputGateBias->GetTensorInfo(); |
| 1007 | |
| 1008 | if(!descriptor.m_CifgEnabled) |
| 1009 | { |
| 1010 | paramsInfo.m_InputToInputWeights = &cLayer->m_CifgParameters.m_InputToInputWeights->GetTensorInfo(); |
| 1011 | paramsInfo.m_RecurrentToInputWeights = |
| 1012 | &cLayer->m_CifgParameters.m_RecurrentToInputWeights->GetTensorInfo(); |
| 1013 | paramsInfo.m_InputGateBias = &cLayer->m_CifgParameters.m_InputGateBias->GetTensorInfo(); |
| 1014 | } |
| 1015 | |
| 1016 | if(descriptor.m_ProjectionEnabled) |
| 1017 | { |
| 1018 | paramsInfo.m_ProjectionWeights = &cLayer->m_ProjectionParameters.m_ProjectionWeights->GetTensorInfo(); |
James Conroy | ed32405 | 2020-05-18 15:16:42 +0100 | [diff] [blame] | 1019 | |
| 1020 | // Projection bias is optional even if projection is enabled |
| 1021 | if (cLayer->m_ProjectionParameters.m_ProjectionBias != nullptr) |
| 1022 | { |
| 1023 | paramsInfo.m_ProjectionBias = &cLayer->m_ProjectionParameters.m_ProjectionBias->GetTensorInfo(); |
| 1024 | } |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1025 | } |
| 1026 | |
| 1027 | if(descriptor.m_PeepholeEnabled) |
| 1028 | { |
| 1029 | if (!descriptor.m_CifgEnabled) |
| 1030 | { |
| 1031 | paramsInfo.m_CellToInputWeights = |
| 1032 | &cLayer->m_PeepholeParameters.m_CellToInputWeights->GetTensorInfo(); |
| 1033 | } |
| 1034 | |
| 1035 | paramsInfo.m_CellToForgetWeights = |
| 1036 | &cLayer->m_PeepholeParameters.m_CellToForgetWeights->GetTensorInfo(); |
| 1037 | paramsInfo.m_CellToOutputWeights = &cLayer->m_PeepholeParameters.m_CellToOutputWeights->GetTensorInfo(); |
| 1038 | } |
| 1039 | |
| 1040 | if(descriptor.m_LayerNormEnabled) |
| 1041 | { |
| 1042 | if (!descriptor.m_CifgEnabled) |
| 1043 | { |
| 1044 | paramsInfo.m_InputLayerNormWeights = |
| 1045 | &cLayer->m_LayerNormParameters.m_InputLayerNormWeights->GetTensorInfo(); |
| 1046 | } |
| 1047 | |
| 1048 | paramsInfo.m_ForgetLayerNormWeights = |
| 1049 | &cLayer->m_LayerNormParameters.m_ForgetLayerNormWeights->GetTensorInfo(); |
| 1050 | paramsInfo.m_CellLayerNormWeights = |
| 1051 | &cLayer->m_LayerNormParameters.m_CellLayerNormWeights->GetTensorInfo(); |
| 1052 | paramsInfo.m_OutputLayerNormWeights = |
| 1053 | &cLayer->m_LayerNormParameters.m_OutputLayerNormWeights->GetTensorInfo(); |
| 1054 | } |
| 1055 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1056 | result = layerSupportObject.IsQLstmSupported(input, |
| 1057 | previousOutputIn, |
| 1058 | previousCellStateIn, |
| 1059 | outputStateOut, |
| 1060 | cellStateOut, |
| 1061 | output, |
| 1062 | descriptor, |
| 1063 | paramsInfo, |
| 1064 | reason); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1065 | break; |
| 1066 | } |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1067 | case LayerType::QuantizedLstm: |
| 1068 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1069 | auto cLayer = PolymorphicDowncast<const QuantizedLstmLayer*>(&layer); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1070 | |
| 1071 | // Inputs |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1072 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
| 1073 | const TensorInfo& previousCellStateIn = layer.GetInputSlot(1).GetTensorInfo(); |
| 1074 | const TensorInfo& previousOutputIn = layer.GetInputSlot(2).GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1075 | |
| 1076 | // Outputs |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1077 | const TensorInfo& cellStateOut = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1078 | const TensorInfo& output = layer.GetOutputSlot(1).GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1079 | |
| 1080 | // QuantizedLstm parameters |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1081 | QuantizedLstmInputParamsInfo paramsInfo; |
| 1082 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1083 | paramsInfo.m_InputToInputWeights = |
| 1084 | &cLayer->m_QuantizedLstmParameters.m_InputToInputWeights->GetTensorInfo(); |
| 1085 | paramsInfo.m_InputToForgetWeights = |
| 1086 | &cLayer->m_QuantizedLstmParameters.m_InputToForgetWeights->GetTensorInfo(); |
| 1087 | paramsInfo.m_InputToCellWeights = |
| 1088 | &cLayer->m_QuantizedLstmParameters.m_InputToCellWeights->GetTensorInfo(); |
| 1089 | paramsInfo.m_InputToOutputWeights = |
| 1090 | &cLayer->m_QuantizedLstmParameters.m_InputToOutputWeights->GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1091 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1092 | paramsInfo.m_RecurrentToInputWeights = |
| 1093 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToInputWeights->GetTensorInfo(); |
| 1094 | paramsInfo.m_RecurrentToForgetWeights = |
| 1095 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToForgetWeights->GetTensorInfo(); |
| 1096 | paramsInfo.m_RecurrentToCellWeights = |
| 1097 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToCellWeights->GetTensorInfo(); |
| 1098 | paramsInfo.m_RecurrentToOutputWeights = |
| 1099 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToOutputWeights->GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1100 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1101 | paramsInfo.m_InputGateBias = |
| 1102 | &cLayer->m_QuantizedLstmParameters.m_InputGateBias->GetTensorInfo(); |
| 1103 | paramsInfo.m_ForgetGateBias = |
| 1104 | &cLayer->m_QuantizedLstmParameters.m_ForgetGateBias->GetTensorInfo(); |
| 1105 | paramsInfo.m_CellBias = |
| 1106 | &cLayer->m_QuantizedLstmParameters.m_CellBias->GetTensorInfo(); |
| 1107 | paramsInfo.m_OutputGateBias = |
| 1108 | &cLayer->m_QuantizedLstmParameters.m_OutputGateBias->GetTensorInfo();; |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1109 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1110 | result = layerSupportObject.IsQuantizedLstmSupported(input, |
| 1111 | previousCellStateIn, |
| 1112 | previousOutputIn, |
| 1113 | cellStateOut, |
| 1114 | output, |
| 1115 | paramsInfo, |
| 1116 | reason); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1117 | break; |
| 1118 | } |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 1119 | case LayerType::Division: |
| 1120 | { |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 1121 | ARMNN_NO_DEPRECATE_WARN_BEGIN |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1122 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 1123 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 1124 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1125 | result = layerSupportObject.IsDivisionSupported( |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 1126 | OverrideDataType(input0, dataType), |
| 1127 | OverrideDataType(input1, dataType), |
| 1128 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1129 | reason); |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 1130 | ARMNN_NO_DEPRECATE_WARN_END |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 1131 | break; |
| 1132 | } |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 1133 | case LayerType::Rank: |
| 1134 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1135 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 1136 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1137 | result = layerSupportObject.IsRankSupported(OverrideDataType(input, dataType), |
| 1138 | OverrideDataType(output, dataType), |
| 1139 | reason); |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 1140 | break; |
| 1141 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1142 | case LayerType::Reshape: |
| 1143 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1144 | auto cLayer = PolymorphicDowncast<const ReshapeLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1145 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Kevin May | a023c40 | 2019-12-12 17:28:05 +0000 | [diff] [blame] | 1146 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1147 | result = layerSupportObject.IsReshapeSupported(OverrideDataType(input, dataType), |
| 1148 | OverrideDataType(output, dataType), |
| 1149 | cLayer->GetParameters(), |
| 1150 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1151 | break; |
| 1152 | } |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 1153 | case LayerType::Resize: |
| 1154 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1155 | auto cLayer = PolymorphicDowncast<const ResizeLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1156 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 1157 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1158 | result = layerSupportObject.IsResizeSupported(OverrideDataType(input, dataType), |
| 1159 | OverrideDataType(output, dataType), |
| 1160 | cLayer->GetParameters(), |
| 1161 | reason); |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 1162 | break; |
| 1163 | } |
Tianle Cheng | 988354d | 2023-06-28 13:20:47 +0100 | [diff] [blame] | 1164 | case LayerType::ReverseV2: |
| 1165 | { |
Tracy Narine | bb8d759 | 2023-07-13 16:50:54 +0100 | [diff] [blame] | 1166 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1167 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
Tianle Cheng | 988354d | 2023-06-28 13:20:47 +0100 | [diff] [blame] | 1168 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Tracy Narine | bb8d759 | 2023-07-13 16:50:54 +0100 | [diff] [blame] | 1169 | result = layerSupportObject.IsReverseV2Supported(OverrideDataType(input0, dataType), |
| 1170 | OverrideDataType(input1, armnn::DataType::Signed32), |
Tianle Cheng | 988354d | 2023-06-28 13:20:47 +0100 | [diff] [blame] | 1171 | OverrideDataType(output, dataType), |
Tianle Cheng | 988354d | 2023-06-28 13:20:47 +0100 | [diff] [blame] | 1172 | reason); |
| 1173 | break; |
| 1174 | } |
Keith Davis | 3ae3f97 | 2021-05-21 16:33:48 +0100 | [diff] [blame] | 1175 | case LayerType::Shape: |
| 1176 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1177 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Keith Davis | 3ae3f97 | 2021-05-21 16:33:48 +0100 | [diff] [blame] | 1178 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1179 | |
| 1180 | result = layerSupportObject.IsShapeSupported(OverrideDataType(input, dataType), |
| 1181 | OverrideDataType(output, dataType), |
| 1182 | reason); |
| 1183 | break; |
| 1184 | } |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1185 | case LayerType::Slice: |
| 1186 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1187 | auto cLayer = PolymorphicDowncast<const SliceLayer*>(&layer); |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1188 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1189 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1190 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1191 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1192 | result = layerSupportObject.IsSliceSupported(OverrideDataType(input, dataType), |
| 1193 | OverrideDataType(output, dataType), |
| 1194 | cLayer->GetParameters(), |
| 1195 | reason); |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1196 | break; |
| 1197 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1198 | case LayerType::Softmax: |
| 1199 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1200 | auto cLayer = PolymorphicDowncast<const SoftmaxLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1201 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1202 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1203 | result = layerSupportObject.IsSoftmaxSupported(OverrideDataType(input, dataType), |
| 1204 | OverrideDataType(output, dataType), |
| 1205 | cLayer->GetParameters(), |
| 1206 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1207 | break; |
| 1208 | } |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 1209 | case LayerType::SpaceToBatchNd: |
| 1210 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1211 | auto cLayer = PolymorphicDowncast<const SpaceToBatchNdLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1212 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 1213 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1214 | result = layerSupportObject.IsSpaceToBatchNdSupported(OverrideDataType(input, dataType), |
| 1215 | OverrideDataType(output, dataType), |
| 1216 | cLayer->GetParameters(), |
| 1217 | reason); |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 1218 | break; |
| 1219 | } |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1220 | case LayerType::SpaceToDepth: |
| 1221 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1222 | auto cLayer = PolymorphicDowncast<const SpaceToDepthLayer*>(&layer); |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1223 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1224 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1225 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1226 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1227 | result = layerSupportObject.IsSpaceToDepthSupported(OverrideDataType(input, dataType), |
| 1228 | OverrideDataType(output, dataType), |
| 1229 | cLayer->GetParameters(), |
| 1230 | reason); |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1231 | break; |
| 1232 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1233 | case LayerType::Splitter: |
| 1234 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1235 | auto cLayer = PolymorphicDowncast<const SplitterLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1236 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Narumol Prangnawarat | 15eb583 | 2019-05-20 15:31:05 +0100 | [diff] [blame] | 1237 | |
| 1238 | // Get vector of all outputs. |
| 1239 | auto getTensorInfo = [&dataType](const OutputSlot& slot) |
| 1240 | { |
| 1241 | return OverrideDataType(slot.GetTensorInfo(), dataType); |
| 1242 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1243 | auto beginI = MakeTransformIterator(layer.GetOutputSlots().begin(), getTensorInfo); |
| 1244 | auto endI = MakeTransformIterator(layer.GetOutputSlots().end(), getTensorInfo); |
Narumol Prangnawarat | 15eb583 | 2019-05-20 15:31:05 +0100 | [diff] [blame] | 1245 | std::vector<TensorInfo> outputs(beginI, endI); |
| 1246 | |
| 1247 | const std::vector<std::reference_wrapper<TensorInfo>> outputPtrs(outputs.begin(), outputs.end()); |
| 1248 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1249 | result = layerSupportObject.IsSplitterSupported(OverrideDataType(input, dataType), |
| 1250 | outputPtrs, |
| 1251 | cLayer->GetParameters(), |
| 1252 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1253 | break; |
| 1254 | } |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1255 | case LayerType::Stack: |
| 1256 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1257 | auto cLayer = PolymorphicDowncast<const StackLayer*>(&layer); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1258 | |
| 1259 | // Get vector of all inputs. |
| 1260 | auto getTensorInfo = [&dataType](const InputSlot& slot) |
| 1261 | { |
| 1262 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
| 1263 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1264 | auto beginI = MakeTransformIterator(layer.GetInputSlots().begin(), getTensorInfo); |
| 1265 | auto endI = MakeTransformIterator(layer.GetInputSlots().end(), getTensorInfo); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1266 | std::vector<TensorInfo> inputs(beginI, endI); |
| 1267 | |
| 1268 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 1269 | { |
| 1270 | return &info; |
| 1271 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1272 | auto beginPtr = MakeTransformIterator(inputs.begin(), getTensorInfoPtr); |
| 1273 | auto endPtr = MakeTransformIterator(inputs.end(), getTensorInfoPtr); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1274 | std::vector<const TensorInfo*> inputPtrs(beginPtr, endPtr); |
| 1275 | |
| 1276 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1277 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1278 | result = layerSupportObject.IsStackSupported(inputPtrs, output, cLayer->GetParameters(), reason); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1279 | |
| 1280 | break; |
| 1281 | } |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1282 | case LayerType::StandIn: |
| 1283 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1284 | auto cLayer = PolymorphicDowncast<const StandInLayer*>(&layer); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1285 | |
| 1286 | // Get vector of all inputs. |
| 1287 | auto getTensorInfoIn = [&dataType](const InputSlot& slot) |
| 1288 | { |
| 1289 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
| 1290 | }; |
| 1291 | auto getTensorInfoOut = [&dataType](const OutputSlot& slot) |
| 1292 | { |
| 1293 | return OverrideDataType(slot.GetTensorInfo(), dataType); |
| 1294 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1295 | auto beginI = MakeTransformIterator(layer.GetInputSlots().begin(), getTensorInfoIn); |
| 1296 | auto endI = MakeTransformIterator(layer.GetInputSlots().end(), getTensorInfoIn); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1297 | std::vector<TensorInfo> inputs(beginI, endI); |
| 1298 | |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1299 | auto beginO = MakeTransformIterator(layer.GetOutputSlots().begin(), getTensorInfoOut); |
| 1300 | auto endO = MakeTransformIterator(layer.GetOutputSlots().end(), getTensorInfoOut); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1301 | std::vector<TensorInfo> outputs(beginO, endO); |
| 1302 | |
| 1303 | |
| 1304 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 1305 | { |
| 1306 | return &info; |
| 1307 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1308 | auto beginPtrI = MakeTransformIterator(inputs.begin(), getTensorInfoPtr); |
| 1309 | auto endPtrI = MakeTransformIterator(inputs.end(), getTensorInfoPtr); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1310 | std::vector<const TensorInfo*> inputPtrs(beginPtrI, endPtrI); |
| 1311 | |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1312 | auto beginPtrO = MakeTransformIterator(outputs.begin(), getTensorInfoPtr); |
| 1313 | auto endPtrO = MakeTransformIterator(outputs.end(), getTensorInfoPtr); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1314 | std::vector<const TensorInfo*> outputPtrs(beginPtrO, endPtrO); |
| 1315 | |
| 1316 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1317 | result = layerSupportObject.IsStandInSupported(inputPtrs, |
| 1318 | outputPtrs, |
| 1319 | cLayer->GetParameters(), |
| 1320 | reason); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1321 | break; |
| 1322 | } |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 1323 | case LayerType::StridedSlice: |
| 1324 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1325 | auto cLayer = PolymorphicDowncast<const StridedSliceLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1326 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 1327 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1328 | result = layerSupportObject.IsStridedSliceSupported(OverrideDataType(input, dataType), |
| 1329 | OverrideDataType(output, dataType), |
| 1330 | cLayer->GetParameters(), |
| 1331 | reason); |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 1332 | break; |
| 1333 | } |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 1334 | case LayerType::Subtraction: |
| 1335 | { |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 1336 | ARMNN_NO_DEPRECATE_WARN_BEGIN |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1337 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 1338 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 1339 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1340 | result = layerSupportObject.IsSubtractionSupported( |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 1341 | OverrideDataType(input0, dataType), |
| 1342 | OverrideDataType(input1, dataType), |
| 1343 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1344 | reason); |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 1345 | ARMNN_NO_DEPRECATE_WARN_END |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 1346 | break; |
| 1347 | } |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1348 | case LayerType::Switch: |
| 1349 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1350 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 1351 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1352 | const TensorInfo& output0 = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1353 | const TensorInfo& output1 = layer.GetOutputSlot(1).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1354 | result = layerSupportObject.IsSwitchSupported(OverrideDataType(input0, dataType), |
| 1355 | OverrideDataType(input1, dataType), |
| 1356 | OverrideDataType(output0, dataType), |
| 1357 | OverrideDataType(output1, dataType), |
| 1358 | reason); |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1359 | break; |
| 1360 | } |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1361 | case LayerType::Mean: |
| 1362 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1363 | auto cLayer = PolymorphicDowncast<const MeanLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1364 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1365 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1366 | result = layerSupportObject.IsMeanSupported( |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1367 | OverrideDataType(input, dataType), |
| 1368 | OverrideDataType(output, dataType), |
| 1369 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1370 | reason); |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1371 | break; |
| 1372 | } |
kevmay01 | 9053969 | 2018-11-29 08:40:19 +0000 | [diff] [blame] | 1373 | case LayerType::Minimum: |
| 1374 | { |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 1375 | ARMNN_NO_DEPRECATE_WARN_BEGIN |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1376 | const TensorInfo& input0 = layer.GetInputSlot(0).GetTensorInfo(); |
| 1377 | const TensorInfo& input1 = layer.GetInputSlot(1).GetTensorInfo(); |
kevmay01 | 9053969 | 2018-11-29 08:40:19 +0000 | [diff] [blame] | 1378 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1379 | result = layerSupportObject.IsMinimumSupported(OverrideDataType(input0, dataType), |
| 1380 | OverrideDataType(input1, dataType), |
| 1381 | OverrideDataType(output, dataType), |
| 1382 | reason); |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 1383 | ARMNN_NO_DEPRECATE_WARN_END |
kevmay01 | 9053969 | 2018-11-29 08:40:19 +0000 | [diff] [blame] | 1384 | break; |
| 1385 | } |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1386 | case LayerType::Prelu: |
| 1387 | { |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1388 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
| 1389 | const TensorInfo& alpha = layer.GetInputSlot(1).GetTensorInfo(); |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1390 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1391 | result = layerSupportObject.IsPreluSupported(OverrideDataType(input, dataType), |
| 1392 | OverrideDataType(alpha, dataType), |
| 1393 | OverrideDataType(output, dataType), |
| 1394 | reason); |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1395 | break; |
| 1396 | } |
Teresa Charlin | 79a06a5 | 2023-07-13 17:16:45 +0100 | [diff] [blame] | 1397 | case LayerType::Tile: |
| 1398 | { |
| 1399 | auto cLayer = PolymorphicDowncast<const TileLayer*>(&layer); |
| 1400 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
| 1401 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1402 | |
| 1403 | result = layerSupportObject.IsTileSupported(OverrideDataType(input, dataType), |
| 1404 | OverrideDataType(output, dataType), |
| 1405 | cLayer->GetParameters(), |
| 1406 | reason); |
| 1407 | |
| 1408 | break; |
| 1409 | } |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1410 | case LayerType::Transpose: |
| 1411 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1412 | auto cLayer = PolymorphicDowncast<const TransposeLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1413 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1414 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1415 | result = layerSupportObject.IsTransposeSupported(OverrideDataType(input, dataType), |
| 1416 | OverrideDataType(output, dataType), |
| 1417 | cLayer->GetParameters(), |
| 1418 | reason); |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1419 | break; |
| 1420 | } |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1421 | case LayerType::TransposeConvolution2d: |
| 1422 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1423 | auto cLayer = PolymorphicDowncast<const TransposeConvolution2dLayer*>(&layer); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1424 | |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1425 | const TensorInfo input = OverrideDataType(layer.GetInputSlot(0).GetTensorInfo(), |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1426 | dataType); |
| 1427 | const TensorInfo output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 1428 | |
| 1429 | const TransposeConvolution2dDescriptor& descriptor = cLayer->GetParameters(); |
| 1430 | |
| 1431 | Optional<TensorInfo> biases; |
| 1432 | if (descriptor.m_BiasEnabled) |
| 1433 | { |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1434 | ARMNN_ASSERT(cLayer->m_Bias.get() != nullptr); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1435 | biases = OverrideDataType(cLayer->m_Bias->GetTensorInfo(), |
| 1436 | GetBiasTypeFromWeightsType(dataType)); |
| 1437 | } |
| 1438 | |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1439 | ARMNN_ASSERT(cLayer->m_Weight.get() != nullptr); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1440 | const TensorInfo weights = OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType); |
| 1441 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1442 | result = layerSupportObject.IsTransposeConvolution2dSupported(input, |
| 1443 | output, |
| 1444 | descriptor, |
| 1445 | weights, |
| 1446 | biases, |
| 1447 | reason); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1448 | |
| 1449 | break; |
| 1450 | } |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 1451 | case LayerType::Reduce: |
| 1452 | { |
| 1453 | auto cLayer = PolymorphicDowncast<const ReduceLayer*>(&layer); |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1454 | const TensorInfo& input = layer.GetInputSlot(0).GetTensorInfo(); |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 1455 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1456 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1457 | result = layerSupportObject.IsReduceSupported(OverrideDataType(input, dataType), |
| 1458 | OverrideDataType(output, dataType), |
| 1459 | cLayer->GetParameters(), |
| 1460 | reason); |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 1461 | break; |
| 1462 | } |
Narumol Prangnawarat | 8ed39ae | 2021-07-15 16:16:25 +0100 | [diff] [blame] | 1463 | case LayerType::UnidirectionalSequenceLstm: |
| 1464 | { |
| 1465 | auto cLayer = PolymorphicDowncast<const UnidirectionalSequenceLstmLayer*>(&layer); |
| 1466 | const UnidirectionalSequenceLstmDescriptor& descriptor = cLayer->GetParameters(); |
| 1467 | |
| 1468 | // All inputs. |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 1469 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetTensorInfo(), |
Narumol Prangnawarat | 8ed39ae | 2021-07-15 16:16:25 +0100 | [diff] [blame] | 1470 | dataType); |
Mike Kelly | 4cc341c | 2023-07-07 15:43:06 +0100 | [diff] [blame] | 1471 | const TensorInfo& outputStateIn = OverrideDataType(layer.GetInputSlot(1).GetTensorInfo(), |
Narumol Prangnawarat | 8ed39ae | 2021-07-15 16:16:25 +0100 | [diff] [blame] | 1472 | dataType); |
Mike Kelly | 4cc341c | 2023-07-07 15:43:06 +0100 | [diff] [blame] | 1473 | const TensorInfo& cellStateIn = OverrideDataType(layer.GetInputSlot(2).GetTensorInfo(), |
Narumol Prangnawarat | 8ed39ae | 2021-07-15 16:16:25 +0100 | [diff] [blame] | 1474 | dataType); |
| 1475 | // Outputs |
Mike Kelly | 1299496 | 2022-04-21 11:57:09 +0100 | [diff] [blame] | 1476 | const TensorInfo& outputStateOut = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 1477 | const TensorInfo& cellStateOut = OverrideDataType(layer.GetOutputSlot(1).GetTensorInfo(), dataType); |
| 1478 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(2).GetTensorInfo(), dataType); |
Narumol Prangnawarat | 8ed39ae | 2021-07-15 16:16:25 +0100 | [diff] [blame] | 1479 | |
| 1480 | // Basic parameters |
| 1481 | const TensorInfo& inputToForgetWeights |
| 1482 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToForgetWeights->GetTensorInfo(), dataType); |
| 1483 | const TensorInfo& inputToCellWeights |
| 1484 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToCellWeights->GetTensorInfo(), dataType); |
| 1485 | const TensorInfo& inputToOutputWeights |
| 1486 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToOutputWeights->GetTensorInfo(), dataType); |
| 1487 | const TensorInfo& recurrentToForgetWeights |
| 1488 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToForgetWeights->GetTensorInfo(), dataType); |
| 1489 | const TensorInfo& recurrentToCellWeights |
| 1490 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToCellWeights->GetTensorInfo(), dataType); |
| 1491 | const TensorInfo& recurrentToOutputWeights |
| 1492 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToOutputWeights->GetTensorInfo(), dataType); |
| 1493 | const TensorInfo& forgetGateBias |
| 1494 | = OverrideDataType(cLayer->m_BasicParameters.m_ForgetGateBias->GetTensorInfo(), dataType); |
| 1495 | const TensorInfo& cellBias |
| 1496 | = OverrideDataType(cLayer->m_BasicParameters.m_CellBias->GetTensorInfo(), dataType); |
| 1497 | const TensorInfo& outputGateBias |
| 1498 | = OverrideDataType(cLayer->m_BasicParameters.m_OutputGateBias->GetTensorInfo(), dataType); |
| 1499 | |
| 1500 | LstmInputParamsInfo paramsInfo; |
| 1501 | |
| 1502 | paramsInfo.m_InputToForgetWeights = &inputToForgetWeights; |
| 1503 | paramsInfo.m_InputToCellWeights = &inputToCellWeights; |
| 1504 | paramsInfo.m_InputToOutputWeights = &inputToOutputWeights; |
| 1505 | paramsInfo.m_RecurrentToForgetWeights = &recurrentToForgetWeights; |
| 1506 | paramsInfo.m_RecurrentToCellWeights = &recurrentToCellWeights; |
| 1507 | paramsInfo.m_RecurrentToOutputWeights = &recurrentToOutputWeights; |
| 1508 | paramsInfo.m_ForgetGateBias = &forgetGateBias; |
| 1509 | paramsInfo.m_CellBias = &cellBias; |
| 1510 | paramsInfo.m_OutputGateBias = &outputGateBias; |
| 1511 | |
| 1512 | // Optional parameters |
| 1513 | TensorInfo optInputToInputWeights; |
| 1514 | TensorInfo optRecurrentToInputWeights; |
| 1515 | TensorInfo optCellToInputWeights; |
| 1516 | TensorInfo optInputGateBias; |
| 1517 | TensorInfo optProjectionWeights; |
| 1518 | TensorInfo optProjectionBias; |
| 1519 | TensorInfo optCellToForgetWeights; |
| 1520 | TensorInfo optCellToOutputWeights; |
| 1521 | TensorInfo optInputLayerNormWeights; |
| 1522 | TensorInfo optForgetLayerNormWeights; |
| 1523 | TensorInfo optCellLayerNormWeights; |
| 1524 | TensorInfo optOutputLayerNormWeights; |
| 1525 | |
| 1526 | if(!descriptor.m_CifgEnabled) |
| 1527 | { |
| 1528 | optInputToInputWeights = |
| 1529 | OverrideDataType(cLayer->m_CifgParameters.m_InputToInputWeights->GetTensorInfo(), dataType); |
| 1530 | paramsInfo.m_InputToInputWeights = &optInputToInputWeights; |
| 1531 | |
| 1532 | optRecurrentToInputWeights = |
| 1533 | OverrideDataType(cLayer->m_CifgParameters.m_RecurrentToInputWeights->GetTensorInfo(), dataType); |
| 1534 | paramsInfo.m_RecurrentToInputWeights = &optRecurrentToInputWeights; |
| 1535 | optInputGateBias = |
| 1536 | OverrideDataType(cLayer->m_CifgParameters.m_InputGateBias->GetTensorInfo(), dataType); |
| 1537 | paramsInfo.m_InputGateBias = &optInputGateBias; |
| 1538 | } |
| 1539 | |
| 1540 | if(descriptor.m_ProjectionEnabled) |
| 1541 | { |
| 1542 | optProjectionWeights = |
| 1543 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionWeights->GetTensorInfo(), dataType); |
| 1544 | paramsInfo.m_ProjectionWeights = &optProjectionWeights; |
| 1545 | if (cLayer->m_ProjectionParameters.m_ProjectionBias != nullptr) |
| 1546 | { |
| 1547 | optProjectionBias = |
| 1548 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionBias->GetTensorInfo(), dataType); |
| 1549 | paramsInfo.m_ProjectionBias = &optProjectionBias; |
| 1550 | } |
| 1551 | } |
| 1552 | |
| 1553 | if(descriptor.m_PeepholeEnabled) |
| 1554 | { |
| 1555 | if(!descriptor.m_CifgEnabled) |
| 1556 | { |
| 1557 | optCellToInputWeights = |
| 1558 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToInputWeights->GetTensorInfo(), |
| 1559 | dataType); |
| 1560 | paramsInfo.m_CellToInputWeights = &optCellToInputWeights; |
| 1561 | } |
| 1562 | optCellToForgetWeights = |
| 1563 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToForgetWeights->GetTensorInfo(), dataType); |
| 1564 | paramsInfo.m_CellToForgetWeights = &optCellToForgetWeights; |
| 1565 | optCellToOutputWeights = |
| 1566 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToOutputWeights->GetTensorInfo(), dataType); |
| 1567 | paramsInfo.m_CellToOutputWeights = &optCellToOutputWeights; |
| 1568 | } |
| 1569 | |
| 1570 | if(descriptor.m_LayerNormEnabled) |
| 1571 | { |
| 1572 | if (!descriptor.m_CifgEnabled) |
| 1573 | { |
| 1574 | optInputLayerNormWeights = OverrideDataType( |
| 1575 | cLayer->m_LayerNormParameters.m_InputLayerNormWeights->GetTensorInfo(), dataType); |
| 1576 | paramsInfo.m_InputLayerNormWeights = &optInputLayerNormWeights; |
| 1577 | } |
| 1578 | |
| 1579 | optForgetLayerNormWeights = OverrideDataType( |
| 1580 | cLayer->m_LayerNormParameters.m_ForgetLayerNormWeights->GetTensorInfo(), dataType); |
| 1581 | paramsInfo.m_ForgetLayerNormWeights = &optForgetLayerNormWeights; |
| 1582 | |
| 1583 | optCellLayerNormWeights = OverrideDataType( |
| 1584 | cLayer->m_LayerNormParameters.m_CellLayerNormWeights->GetTensorInfo(), dataType); |
| 1585 | paramsInfo.m_CellLayerNormWeights = &optCellLayerNormWeights; |
| 1586 | |
| 1587 | optOutputLayerNormWeights = OverrideDataType( |
| 1588 | cLayer->m_LayerNormParameters.m_OutputLayerNormWeights->GetTensorInfo(), dataType); |
| 1589 | paramsInfo.m_OutputLayerNormWeights = &optOutputLayerNormWeights; |
| 1590 | } |
| 1591 | |
Narumol Prangnawarat | 8ed39ae | 2021-07-15 16:16:25 +0100 | [diff] [blame] | 1592 | result = layerSupportObject.IsUnidirectionalSequenceLstmSupported(input, |
| 1593 | outputStateIn, |
| 1594 | cellStateIn, |
Mike Kelly | 1299496 | 2022-04-21 11:57:09 +0100 | [diff] [blame] | 1595 | outputStateOut, |
Narumol Prangnawarat | 8ed39ae | 2021-07-15 16:16:25 +0100 | [diff] [blame] | 1596 | cellStateOut, |
Mike Kelly | 1299496 | 2022-04-21 11:57:09 +0100 | [diff] [blame] | 1597 | output, |
Narumol Prangnawarat | 8ed39ae | 2021-07-15 16:16:25 +0100 | [diff] [blame] | 1598 | descriptor, |
| 1599 | paramsInfo, |
| 1600 | reason); |
| 1601 | break; |
| 1602 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1603 | default: |
| 1604 | { |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1605 | ARMNN_ASSERT_MSG(false, "WorkloadFactory did not recognise type of layer."); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1606 | reason.value() = "Unrecognised layer type"; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1607 | result = false; |
| 1608 | break; |
| 1609 | } |
| 1610 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1611 | return result; |
| 1612 | } |
| 1613 | |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 1614 | bool IWorkloadFactory::IsLayerSupported(const BackendId& backendId, |
| 1615 | const IConnectableLayer& connectableLayer, |
| 1616 | Optional<DataType> dataType, |
| 1617 | std::string& outReasonIfUnsupported) |
| 1618 | { |
| 1619 | return IsLayerConfigurationSupported(backendId, connectableLayer, dataType, outReasonIfUnsupported); |
| 1620 | } |
| 1621 | |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 1622 | bool IWorkloadFactory::IsLayerSupported(const IConnectableLayer& connectableLayer, |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 1623 | Optional<DataType> dataType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1624 | std::string& outReasonIfUnsupported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1625 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1626 | auto layer = PolymorphicDowncast<const Layer*>(&connectableLayer); |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 1627 | return IsLayerConfigurationSupported(layer->GetBackendId(), connectableLayer, dataType, outReasonIfUnsupported); |
| 1628 | } |
| 1629 | |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 1630 | bool IWorkloadFactory::IsLayerSupported(const IConnectableLayer& connectableLayer, |
| 1631 | Optional<DataType> dataType, |
| 1632 | std::string& outReasonIfUnsupported, |
| 1633 | const ModelOptions& modelOptions) |
| 1634 | { |
| 1635 | auto layer = PolymorphicDowncast<const Layer*>(&connectableLayer); |
| 1636 | return IsLayerConfigurationSupported(layer->GetBackendId(), |
| 1637 | connectableLayer, |
| 1638 | dataType, |
| 1639 | outReasonIfUnsupported, |
| 1640 | modelOptions); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1641 | } |
| 1642 | |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 1643 | bool IWorkloadFactory::IsLayerSupported(const BackendId& backendId, |
| 1644 | const IConnectableLayer& connectableLayer, |
| 1645 | Optional<DataType> dataType, |
| 1646 | std::string& outReasonIfUnsupported, |
| 1647 | const ModelOptions& modelOptions) |
| 1648 | { |
| 1649 | return IsLayerConfigurationSupported(backendId, |
| 1650 | connectableLayer, |
| 1651 | dataType, |
| 1652 | outReasonIfUnsupported, |
| 1653 | modelOptions); |
| 1654 | } |
Cian McGriskin | 7894ef9 | 2023-08-01 14:04:09 +0100 | [diff] [blame] | 1655 | |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1656 | } // namepsace armnn |