Laurent Carlier | 749294b | 2020-06-01 09:03:17 +0100 | [diff] [blame] | 1 | // |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 2 | // Copyright © 2017 Arm Ltd and Contributors. All rights reserved. |
David Beck | ecb56cd | 2018-09-05 12:52:57 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 4 | // |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 5 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 6 | #include <Layer.hpp> |
| 7 | #include <LayersFwd.hpp> |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 8 | |
David Beck | b4540be | 2018-09-24 13:18:27 +0100 | [diff] [blame] | 9 | #include <armnn/Types.hpp> |
| 10 | #include <armnn/LayerSupport.hpp> |
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 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 17 | #include <backendsCommon/WorkloadFactory.hpp> |
James Conroy | 1f58f03 | 2021-04-27 17:13:27 +0100 | [diff] [blame] | 18 | #include <backendsCommon/TensorHandle.hpp> |
Matteo Martincigh | e5b8eb9 | 2019-11-28 15:45:42 +0000 | [diff] [blame] | 19 | |
Francis Murtagh | 46c09d0 | 2019-05-28 08:15:28 +0100 | [diff] [blame] | 20 | #include <backendsCommon/test/WorkloadTestUtils.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 21 | |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 22 | #include <sstream> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 23 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 24 | namespace armnn |
| 25 | { |
| 26 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 27 | namespace |
| 28 | { |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 29 | using LayerList = std::list<Layer*>; |
| 30 | 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] | 31 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 32 | const TensorInfo OverrideDataType(const TensorInfo& info, Optional<DataType> type) |
| 33 | { |
| 34 | if (!type) |
| 35 | { |
| 36 | return info; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 37 | } |
| 38 | |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 39 | return TensorInfo(info.GetShape(), |
| 40 | type.value(), |
| 41 | info.GetQuantizationScale(), |
| 42 | info.GetQuantizationOffset(), |
| 43 | info.IsConstant()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 44 | } |
| 45 | |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 46 | } // anonymous namespace |
| 47 | |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 48 | bool IWorkloadFactory::IsLayerConfigurationSupported(const BackendId& backendId, |
| 49 | const IConnectableLayer& connectableLayer, |
| 50 | Optional<DataType> dataType, |
| 51 | std::string& outReasonIfUnsupported, |
| 52 | const ModelOptions& modelOptions) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 53 | { |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 54 | Optional<std::string&> reason = outReasonIfUnsupported; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 55 | bool result; |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 56 | const Layer& layer = *(PolymorphicDowncast<const Layer*>(&connectableLayer)); |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 57 | |
David Beck | 111b5d9 | 2018-11-12 14:59:37 +0000 | [diff] [blame] | 58 | auto const& backendRegistry = BackendRegistryInstance(); |
| 59 | if (!backendRegistry.IsBackendRegistered(backendId)) |
| 60 | { |
| 61 | std::stringstream ss; |
| 62 | ss << connectableLayer.GetName() << " is not supported on " << backendId |
| 63 | << " because this backend is not registered."; |
| 64 | |
| 65 | outReasonIfUnsupported = ss.str(); |
| 66 | return false; |
| 67 | } |
| 68 | |
| 69 | auto backendFactory = backendRegistry.GetFactory(backendId); |
| 70 | auto backendObject = backendFactory(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 71 | auto layerSupportObject = LayerSupportHandle(backendObject->GetLayerSupport(modelOptions), backendId); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 72 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 73 | switch(layer.GetType()) |
| 74 | { |
| 75 | case LayerType::Activation: |
| 76 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 77 | auto cLayer = PolymorphicDowncast<const ActivationLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 78 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 79 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 80 | result = layerSupportObject.IsActivationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 81 | OverrideDataType(input, dataType), |
| 82 | OverrideDataType(output, dataType), |
| 83 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 84 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 85 | break; |
| 86 | } |
| 87 | case LayerType::Addition: |
| 88 | { |
| 89 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 90 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 91 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 92 | result = layerSupportObject.IsAdditionSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 93 | OverrideDataType(input0, dataType), |
| 94 | OverrideDataType(input1, dataType), |
| 95 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 96 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 97 | break; |
| 98 | } |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 99 | case LayerType::ArgMinMax: |
| 100 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 101 | auto cLayer = PolymorphicDowncast<const ArgMinMaxLayer*>(&layer); |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 102 | const ArgMinMaxDescriptor& descriptor = cLayer->GetParameters(); |
| 103 | |
| 104 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 105 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 106 | result = layerSupportObject.IsArgMinMaxSupported( |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 107 | OverrideDataType(input, dataType), |
Narumol Prangnawarat | d1f5773 | 2019-10-31 14:24:02 +0000 | [diff] [blame] | 108 | OverrideDataType(output, DataType::Signed32), |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 109 | descriptor, |
| 110 | reason); |
| 111 | break; |
| 112 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 113 | case LayerType::BatchNormalization: |
| 114 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 115 | auto cLayer = PolymorphicDowncast<const BatchNormalizationLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 116 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 117 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 118 | const TensorInfo& mean = cLayer->m_Mean->GetTensorInfo(); |
| 119 | const TensorInfo& var = cLayer->m_Variance->GetTensorInfo(); |
| 120 | const TensorInfo& beta = cLayer->m_Beta->GetTensorInfo(); |
| 121 | const TensorInfo& gamma = cLayer->m_Gamma->GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 122 | result = layerSupportObject.IsBatchNormalizationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 123 | OverrideDataType(input, dataType), |
| 124 | OverrideDataType(output, dataType), |
| 125 | OverrideDataType(mean, dataType), |
| 126 | OverrideDataType(var, dataType), |
| 127 | OverrideDataType(beta, dataType), |
| 128 | OverrideDataType(gamma, dataType), |
| 129 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 130 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 131 | break; |
| 132 | } |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 133 | case LayerType::BatchToSpaceNd: |
| 134 | { |
| 135 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 136 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 137 | auto cLayer = PolymorphicDowncast<const BatchToSpaceNdLayer*>(&layer); |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 138 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 139 | result = layerSupportObject.IsBatchToSpaceNdSupported(OverrideDataType(input, dataType), |
| 140 | OverrideDataType(output, dataType), |
| 141 | cLayer->GetParameters(), |
| 142 | reason); |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 143 | break; |
| 144 | } |
mathad01 | b392e98 | 2021-04-07 12:07:30 +0100 | [diff] [blame] | 145 | case LayerType::Cast: |
| 146 | { |
| 147 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 148 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 149 | |
| 150 | result = layerSupportObject.IsCastSupported(OverrideDataType(input, dataType), |
| 151 | OverrideDataType(output, dataType), |
| 152 | reason); |
| 153 | break; |
| 154 | } |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 155 | case LayerType::Comparison: |
| 156 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 157 | auto cLayer = PolymorphicDowncast<const ComparisonLayer*>(&layer); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 158 | |
| 159 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 160 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 161 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 162 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 163 | result = layerSupportObject.IsComparisonSupported(OverrideDataType(input0, dataType), |
| 164 | OverrideDataType(input1, dataType), |
| 165 | OverrideDataType(output, DataType::Boolean), |
| 166 | cLayer->GetParameters(), |
| 167 | reason); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 168 | break; |
| 169 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 170 | case LayerType::Constant: |
| 171 | { |
| 172 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 173 | result = layerSupportObject.IsConstantSupported(OverrideDataType(output, dataType), reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 174 | break; |
| 175 | } |
Narumol Prangnawarat | 7ddbbae | 2020-03-13 10:26:05 +0000 | [diff] [blame] | 176 | case LayerType::ConvertBf16ToFp32: |
| 177 | { |
| 178 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 179 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 180 | result = layerSupportObject.IsConvertBf16ToFp32Supported(input, output, reason); |
Narumol Prangnawarat | 7ddbbae | 2020-03-13 10:26:05 +0000 | [diff] [blame] | 181 | break; |
| 182 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 183 | case LayerType::ConvertFp16ToFp32: |
| 184 | { |
| 185 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 186 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 187 | result = layerSupportObject.IsConvertFp16ToFp32Supported(input, output, reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 188 | break; |
| 189 | } |
Narumol Prangnawarat | ea54a01 | 2020-03-16 16:36:10 +0000 | [diff] [blame] | 190 | case LayerType::ConvertFp32ToBf16: |
| 191 | { |
| 192 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 193 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 194 | result = layerSupportObject.IsConvertFp32ToBf16Supported(input, output, reason); |
Narumol Prangnawarat | ea54a01 | 2020-03-16 16:36:10 +0000 | [diff] [blame] | 195 | break; |
| 196 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 197 | case LayerType::ConvertFp32ToFp16: |
| 198 | { |
| 199 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 200 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 201 | result = layerSupportObject.IsConvertFp32ToFp16Supported(input, output, reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 202 | break; |
| 203 | } |
| 204 | case LayerType::Convolution2d: |
| 205 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 206 | auto cLayer = PolymorphicDowncast<const Convolution2dLayer*>(&layer); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 207 | |
| 208 | const TensorInfo input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 209 | dataType); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 210 | const TensorInfo output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 211 | ARMNN_ASSERT(cLayer->m_Weight.get() != nullptr); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 212 | |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 213 | const Convolution2dDescriptor& descriptor = cLayer->GetParameters(); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 214 | |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 215 | // Construct optional biases object based on the value of m_BiasEnabled |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 216 | Optional<TensorInfo> biases; |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 217 | if (descriptor.m_BiasEnabled) |
| 218 | { |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 219 | biases = |
| 220 | OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 221 | } |
| 222 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 223 | result = layerSupportObject.IsConvolution2dSupported( |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 224 | input, |
| 225 | output, |
| 226 | descriptor, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 227 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 228 | biases, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 229 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 230 | break; |
| 231 | } |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 232 | case LayerType::Debug: |
| 233 | { |
| 234 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 235 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 236 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 237 | result = layerSupportObject.IsDebugSupported(OverrideDataType(input, dataType), |
Nattapat Chaimanowong | a9a1cf1 | 2018-12-03 16:06:49 +0000 | [diff] [blame] | 238 | OverrideDataType(output, dataType), |
| 239 | reason); |
| 240 | break; |
| 241 | } |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 242 | case LayerType::DepthToSpace: |
| 243 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 244 | auto cLayer = PolymorphicDowncast<const DepthToSpaceLayer*>(&layer); |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 245 | |
| 246 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 247 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 248 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 249 | result = layerSupportObject.IsDepthToSpaceSupported(OverrideDataType(input, dataType), |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 250 | OverrideDataType(output, dataType), |
| 251 | cLayer->GetParameters(), |
| 252 | reason); |
| 253 | break; |
| 254 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 255 | case LayerType::DepthwiseConvolution2d: |
| 256 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 257 | auto cLayer = PolymorphicDowncast<const DepthwiseConvolution2dLayer*>(&layer); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 258 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 259 | dataType); |
| 260 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 261 | ARMNN_ASSERT(cLayer->m_Weight.get() != nullptr); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 262 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 263 | const DepthwiseConvolution2dDescriptor& descriptor = cLayer->GetParameters(); |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 264 | |
| 265 | // Construct optional biases object based on the value of m_BiasEnabled |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 266 | Optional<TensorInfo> biases; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 267 | if (descriptor.m_BiasEnabled) |
| 268 | { |
David Beck | 5eec11d | 2018-10-04 15:43:17 +0100 | [diff] [blame] | 269 | biases = |
| 270 | OverrideDataType(cLayer->m_Bias->GetTensorInfo(), GetBiasTypeFromWeightsType(dataType)); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 271 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 272 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 273 | result = layerSupportObject.IsDepthwiseConvolutionSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 274 | input, |
| 275 | output, |
| 276 | descriptor, |
| 277 | OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType), |
arovir01 | a682410 | 2018-08-28 17:40:45 +0100 | [diff] [blame] | 278 | biases, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 279 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 280 | break; |
| 281 | } |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 282 | case LayerType::Dequantize: |
| 283 | { |
| 284 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 285 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 286 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 287 | result = layerSupportObject.IsDequantizeSupported(input, |
| 288 | OverrideDataType(output, dataType), |
| 289 | reason); |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 290 | break; |
| 291 | } |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 292 | case LayerType::DetectionPostProcess: |
| 293 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 294 | auto cLayer = PolymorphicDowncast<const DetectionPostProcessLayer*>(&layer); |
Derek Lamberti | 6a5e5e8 | 2019-12-05 14:41:20 +0000 | [diff] [blame] | 295 | const TensorInfo& boxEncodings = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 296 | const TensorInfo& scores = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 297 | const TensorInfo& anchors = cLayer->m_Anchors->GetTensorInfo(); |
| 298 | |
| 299 | const TensorInfo& detectionBoxes = layer.GetOutputSlot(0).GetTensorInfo(); |
| 300 | const TensorInfo& detectionClasses = layer.GetOutputSlot(1).GetTensorInfo(); |
| 301 | const TensorInfo& detectionScores = layer.GetOutputSlot(2).GetTensorInfo(); |
| 302 | const TensorInfo& numDetections = layer.GetOutputSlot(3).GetTensorInfo(); |
| 303 | |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 304 | const DetectionPostProcessDescriptor& descriptor = cLayer->GetParameters(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 305 | result = layerSupportObject.IsDetectionPostProcessSupported(boxEncodings, |
| 306 | scores, |
| 307 | anchors, |
| 308 | detectionBoxes, |
| 309 | detectionClasses, |
| 310 | detectionScores, |
| 311 | numDetections, |
| 312 | descriptor, |
| 313 | reason); |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 314 | break; |
| 315 | } |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 316 | case LayerType::ElementwiseUnary: |
| 317 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 318 | auto cLayer = PolymorphicDowncast<const ElementwiseUnaryLayer*>(&layer); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 319 | |
| 320 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 321 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 322 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 323 | result = layerSupportObject.IsElementwiseUnarySupported(OverrideDataType(input, dataType), |
| 324 | OverrideDataType(output, dataType), |
| 325 | cLayer->GetParameters(), |
| 326 | reason); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 327 | break; |
| 328 | } |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 329 | case LayerType::Fill: |
| 330 | { |
| 331 | auto cLayer = PolymorphicDowncast<const FillLayer*>(&layer); |
| 332 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 333 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 334 | const FillDescriptor& descriptor = cLayer->GetParameters(); |
| 335 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 336 | result = layerSupportObject.IsFillSupported( |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 337 | OverrideDataType(input, dataType), |
| 338 | OverrideDataType(output, dataType), |
| 339 | descriptor, |
| 340 | reason); |
| 341 | break; |
| 342 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 343 | case LayerType::FakeQuantization: |
| 344 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 345 | auto cLayer = PolymorphicDowncast<const FakeQuantizationLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 346 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 347 | result = layerSupportObject.IsFakeQuantizationSupported(OverrideDataType(input, dataType), |
| 348 | cLayer->GetParameters(), |
| 349 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 350 | break; |
| 351 | } |
| 352 | case LayerType::Floor: |
| 353 | { |
| 354 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 355 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 356 | result = layerSupportObject.IsFloorSupported(OverrideDataType(input, dataType), |
| 357 | OverrideDataType(output, dataType), |
| 358 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 359 | break; |
| 360 | } |
| 361 | case LayerType::FullyConnected: |
| 362 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 363 | auto cLayer = PolymorphicDowncast<const FullyConnectedLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 364 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 365 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 366 | |
| 367 | const FullyConnectedDescriptor& descriptor = cLayer->GetParameters(); |
| 368 | TensorInfo weightsInfo; |
| 369 | const TensorInfo* weightsInfoPtr = nullptr; |
| 370 | |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 371 | weightsInfo = OverrideDataType(layer.GetInputSlot(1).GetConnection()->GetTensorInfo(), dataType); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 372 | weightsInfoPtr = &weightsInfo; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 373 | |
| 374 | TensorInfo biasInfo; |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 375 | const TensorInfo* biasInfoPtr = nullptr; |
Narumol Prangnawarat | 44179c3 | 2020-03-11 14:51:27 +0000 | [diff] [blame] | 376 | static const TensorInfo dummyBFloat16Bias(TensorShape({1,1,1,1}), DataType::BFloat16); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 377 | static const TensorInfo dummyFloat16Bias(TensorShape({1,1,1,1}), DataType::Float16); |
| 378 | static const TensorInfo dummyFloat32Bias(TensorShape({1,1,1,1}), DataType::Float32); |
| 379 | static const TensorInfo dummyQA8Bias(TensorShape({1,1,1,1}), DataType::Signed32); |
| 380 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 381 | if (descriptor.m_BiasEnabled) |
| 382 | { |
Matthew Sloyan | 81beae3 | 2021-07-13 19:46:11 +0100 | [diff] [blame] | 383 | biasInfo = OverrideDataType(layer.GetInputSlot(2).GetConnection()->GetTensorInfo(), dataType); |
| 384 | biasInfoPtr = &biasInfo; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 385 | } |
| 386 | else |
| 387 | { |
| 388 | // If biases are not enabled pass a dummy tensorinfo for the validation |
| 389 | switch(input.GetDataType()) |
| 390 | { |
Narumol Prangnawarat | 44179c3 | 2020-03-11 14:51:27 +0000 | [diff] [blame] | 391 | case DataType::BFloat16: |
| 392 | { |
| 393 | biasInfoPtr = &dummyBFloat16Bias; |
| 394 | break; |
| 395 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 396 | case DataType::Float16: |
| 397 | { |
| 398 | biasInfoPtr = &dummyFloat16Bias; |
| 399 | break; |
| 400 | } |
| 401 | case DataType::Float32: |
| 402 | { |
| 403 | biasInfoPtr = &dummyFloat32Bias; |
| 404 | break; |
| 405 | } |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 406 | case DataType::QAsymmU8: |
Keith Davis | a856501 | 2020-02-14 12:22:40 +0000 | [diff] [blame] | 407 | case DataType::QAsymmS8: |
Keith Davis | 9d0ff74 | 2020-02-03 14:47:54 +0000 | [diff] [blame] | 408 | case DataType::QSymmS8: |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 409 | case DataType::QSymmS16: |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 410 | { |
| 411 | biasInfoPtr = &dummyQA8Bias; |
| 412 | break; |
| 413 | } |
| 414 | default: |
| 415 | { |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 416 | ARMNN_ASSERT_MSG(false, "Unexpected bias type"); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 417 | } |
| 418 | } |
| 419 | } |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 420 | result = layerSupportObject.IsFullyConnectedSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 421 | OverrideDataType(input, dataType), |
| 422 | OverrideDataType(output, dataType), |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 423 | *weightsInfoPtr, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 424 | *biasInfoPtr, |
| 425 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 426 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 427 | break; |
| 428 | } |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 429 | case LayerType::Gather: |
| 430 | { |
| 431 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 432 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 433 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 434 | auto cLayer = PolymorphicDowncast<const GatherLayer*>(&layer); |
| 435 | const GatherDescriptor& descriptor = cLayer->GetParameters(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 436 | result = layerSupportObject.IsGatherSupported(OverrideDataType(input0, dataType), |
| 437 | input1, |
| 438 | OverrideDataType(output, dataType), |
| 439 | descriptor, |
| 440 | reason); |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 441 | break; |
| 442 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 443 | case LayerType::Input: |
| 444 | { |
| 445 | const TensorInfo& input = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 446 | result = layerSupportObject.IsInputSupported(OverrideDataType(input, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 447 | break; |
| 448 | } |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 449 | case LayerType::InstanceNormalization: |
| 450 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 451 | auto cLayer = PolymorphicDowncast<const InstanceNormalizationLayer*>(&layer); |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 452 | const InstanceNormalizationDescriptor& descriptor = cLayer->GetParameters(); |
| 453 | |
| 454 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 455 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 456 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 457 | result = layerSupportObject.IsInstanceNormalizationSupported( |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 458 | OverrideDataType(input, dataType), |
| 459 | OverrideDataType(output, dataType), |
| 460 | descriptor, |
| 461 | reason); |
| 462 | break; |
| 463 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 464 | case LayerType::L2Normalization: |
| 465 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 466 | auto cLayer = PolymorphicDowncast<const L2NormalizationLayer*>(&layer); |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 467 | const L2NormalizationDescriptor& descriptor = cLayer->GetParameters(); |
| 468 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 469 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 470 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 471 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 472 | result = layerSupportObject.IsL2NormalizationSupported( |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 473 | OverrideDataType(input, dataType), |
| 474 | OverrideDataType(output, dataType), |
| 475 | descriptor, |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 476 | reason); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 477 | break; |
| 478 | } |
James Conroy | aba90cd | 2020-11-06 16:28:18 +0000 | [diff] [blame] | 479 | case LayerType::LogicalBinary: |
| 480 | { |
| 481 | auto cLayer = PolymorphicDowncast<const LogicalBinaryLayer*>(&layer); |
| 482 | |
| 483 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 484 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 485 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 486 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 487 | result = layerSupportObject.IsLogicalBinarySupported(input0, |
| 488 | input1, |
| 489 | output, |
| 490 | cLayer->GetParameters(), |
| 491 | reason); |
James Conroy | aba90cd | 2020-11-06 16:28:18 +0000 | [diff] [blame] | 492 | break; |
| 493 | } |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 494 | case LayerType::LogSoftmax: |
| 495 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 496 | auto cLayer = PolymorphicDowncast<const LogSoftmaxLayer*>(&layer); |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 497 | |
| 498 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 499 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 500 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 501 | result = layerSupportObject.IsLogSoftmaxSupported(OverrideDataType(input, dataType), |
| 502 | OverrideDataType(output, dataType), |
| 503 | cLayer->GetParameters(), |
| 504 | reason); |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 505 | break; |
| 506 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 507 | case LayerType::Lstm: |
| 508 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 509 | auto cLayer = PolymorphicDowncast<const LstmLayer*>(&layer); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 510 | const LstmDescriptor& descriptor = cLayer->GetParameters(); |
| 511 | |
| 512 | // All inputs. |
| 513 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 514 | dataType); |
| 515 | const TensorInfo& outputStateIn = OverrideDataType(layer.GetInputSlot(1).GetConnection()->GetTensorInfo(), |
| 516 | dataType); |
| 517 | const TensorInfo& cellStateIn = OverrideDataType(layer.GetInputSlot(2).GetConnection()->GetTensorInfo(), |
| 518 | dataType); |
| 519 | // All outputs |
| 520 | const TensorInfo& scratchBuffer = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 521 | const TensorInfo& outputStateOut = OverrideDataType(layer.GetOutputSlot(1).GetTensorInfo(), dataType); |
| 522 | const TensorInfo& cellStateOut = OverrideDataType(layer.GetOutputSlot(2).GetTensorInfo(), dataType); |
| 523 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(3).GetTensorInfo(), dataType); |
| 524 | |
| 525 | // Basic parameters |
| 526 | const TensorInfo& inputToForgetWeights |
| 527 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToForgetWeights->GetTensorInfo(), dataType); |
| 528 | const TensorInfo& inputToCellWeights |
| 529 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToCellWeights->GetTensorInfo(), dataType); |
| 530 | const TensorInfo& inputToOutputWeights |
| 531 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToOutputWeights->GetTensorInfo(), dataType); |
| 532 | const TensorInfo& recurrentToForgetWeights |
| 533 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToForgetWeights->GetTensorInfo(), dataType); |
| 534 | const TensorInfo& recurrentToCellWeights |
| 535 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToCellWeights->GetTensorInfo(), dataType); |
| 536 | const TensorInfo& recurrentToOutputWeights |
| 537 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToOutputWeights->GetTensorInfo(), dataType); |
| 538 | const TensorInfo& forgetGateBias |
| 539 | = OverrideDataType(cLayer->m_BasicParameters.m_ForgetGateBias->GetTensorInfo(), dataType); |
| 540 | const TensorInfo& cellBias |
| 541 | = OverrideDataType(cLayer->m_BasicParameters.m_CellBias->GetTensorInfo(), dataType); |
| 542 | const TensorInfo& outputGateBias |
| 543 | = OverrideDataType(cLayer->m_BasicParameters.m_OutputGateBias->GetTensorInfo(), dataType); |
| 544 | |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 545 | LstmInputParamsInfo paramsInfo; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 546 | |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 547 | paramsInfo.m_InputToForgetWeights = &inputToForgetWeights; |
| 548 | paramsInfo.m_InputToCellWeights = &inputToCellWeights; |
| 549 | paramsInfo.m_InputToOutputWeights = &inputToOutputWeights; |
| 550 | paramsInfo.m_RecurrentToForgetWeights = &recurrentToForgetWeights; |
| 551 | paramsInfo.m_RecurrentToCellWeights = &recurrentToCellWeights; |
| 552 | paramsInfo.m_RecurrentToOutputWeights = &recurrentToOutputWeights; |
| 553 | paramsInfo.m_ForgetGateBias = &forgetGateBias; |
| 554 | paramsInfo.m_CellBias = &cellBias; |
| 555 | paramsInfo.m_OutputGateBias = &outputGateBias; |
| 556 | |
| 557 | |
| 558 | // Optional parameters |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 559 | TensorInfo optInputToInputWeights; |
| 560 | TensorInfo optRecurrentToInputWeights; |
| 561 | TensorInfo optCellToInputWeights; |
| 562 | TensorInfo optInputGateBias; |
| 563 | TensorInfo optProjectionWeights; |
| 564 | TensorInfo optProjectionBias; |
| 565 | TensorInfo optCellToForgetWeights; |
| 566 | TensorInfo optCellToOutputWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 567 | TensorInfo optInputLayerNormWeights; |
| 568 | TensorInfo optForgetLayerNormWeights; |
| 569 | TensorInfo optCellLayerNormWeights; |
| 570 | TensorInfo optOutputLayerNormWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 571 | |
| 572 | if(!descriptor.m_CifgEnabled) |
| 573 | { |
| 574 | optInputToInputWeights = |
| 575 | OverrideDataType(cLayer->m_CifgParameters.m_InputToInputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 576 | paramsInfo.m_InputToInputWeights = &optInputToInputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 577 | |
| 578 | optRecurrentToInputWeights = |
| 579 | OverrideDataType(cLayer->m_CifgParameters.m_RecurrentToInputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 580 | paramsInfo.m_RecurrentToInputWeights = &optRecurrentToInputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 581 | optInputGateBias = |
| 582 | OverrideDataType(cLayer->m_CifgParameters.m_InputGateBias->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 583 | paramsInfo.m_InputGateBias = &optInputGateBias; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 584 | } |
| 585 | |
| 586 | if(descriptor.m_ProjectionEnabled) |
| 587 | { |
| 588 | optProjectionWeights = |
| 589 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 590 | paramsInfo.m_ProjectionWeights = &optProjectionWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 591 | if (cLayer->m_ProjectionParameters.m_ProjectionBias != nullptr) |
| 592 | { |
| 593 | optProjectionBias = |
| 594 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionBias->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 595 | paramsInfo.m_ProjectionBias = &optProjectionBias; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 596 | } |
| 597 | } |
| 598 | |
| 599 | if(descriptor.m_PeepholeEnabled) |
| 600 | { |
Jan Eilers | e2062cd | 2020-03-30 15:07:45 +0100 | [diff] [blame] | 601 | if(!descriptor.m_CifgEnabled) |
| 602 | { |
| 603 | optCellToInputWeights = |
| 604 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToInputWeights->GetTensorInfo(), |
| 605 | dataType); |
| 606 | paramsInfo.m_CellToInputWeights = &optCellToInputWeights; |
| 607 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 608 | optCellToForgetWeights = |
| 609 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToForgetWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 610 | paramsInfo.m_CellToForgetWeights = &optCellToForgetWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 611 | optCellToOutputWeights = |
| 612 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToOutputWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 613 | paramsInfo.m_CellToOutputWeights = &optCellToOutputWeights; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 614 | } |
| 615 | |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 616 | if(descriptor.m_LayerNormEnabled) |
| 617 | { |
Ferran Balaguer | e30c16e | 2019-07-24 17:03:45 +0100 | [diff] [blame] | 618 | if (!descriptor.m_CifgEnabled) |
| 619 | { |
| 620 | optInputLayerNormWeights = OverrideDataType( |
| 621 | cLayer->m_LayerNormParameters.m_InputLayerNormWeights->GetTensorInfo(), dataType); |
| 622 | paramsInfo.m_InputLayerNormWeights = &optInputLayerNormWeights; |
| 623 | } |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 624 | |
| 625 | optForgetLayerNormWeights = OverrideDataType( |
| 626 | cLayer->m_LayerNormParameters.m_ForgetLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 627 | paramsInfo.m_ForgetLayerNormWeights = &optForgetLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 628 | |
| 629 | optCellLayerNormWeights = OverrideDataType( |
| 630 | cLayer->m_LayerNormParameters.m_CellLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 631 | paramsInfo.m_CellLayerNormWeights = &optCellLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 632 | |
| 633 | optOutputLayerNormWeights = OverrideDataType( |
| 634 | cLayer->m_LayerNormParameters.m_OutputLayerNormWeights->GetTensorInfo(), dataType); |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 635 | paramsInfo.m_OutputLayerNormWeights = &optOutputLayerNormWeights; |
Jan Eilers | 38e05bd | 2019-06-26 13:10:09 +0100 | [diff] [blame] | 636 | } |
| 637 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 638 | result = layerSupportObject.IsLstmSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 639 | input, |
| 640 | outputStateIn, |
| 641 | cellStateIn, |
| 642 | scratchBuffer, |
| 643 | outputStateOut, |
| 644 | cellStateOut, |
| 645 | output, |
| 646 | descriptor, |
Jan Eilers | d01a83c | 2019-07-03 18:20:40 +0100 | [diff] [blame] | 647 | paramsInfo, |
| 648 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 649 | break; |
| 650 | } |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 651 | case LayerType::Maximum: |
| 652 | { |
| 653 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 654 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 655 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 656 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 657 | result = layerSupportObject.IsMaximumSupported(OverrideDataType(input0, dataType), |
| 658 | OverrideDataType(input1, dataType), |
| 659 | OverrideDataType(output, dataType), |
| 660 | reason); |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 661 | break; |
| 662 | } |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 663 | case LayerType::MemCopy: |
| 664 | { |
| 665 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 666 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Matteo Martincigh | 992d6dc | 2019-01-10 17:34:20 +0000 | [diff] [blame] | 667 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 668 | result = layerSupportObject.IsMemCopySupported(OverrideDataType(input, dataType), |
| 669 | OverrideDataType(output, dataType), |
| 670 | reason); |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 671 | break; |
| 672 | } |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 673 | case LayerType::MemImport: |
| 674 | { |
| 675 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 676 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 677 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 678 | result = layerSupportObject.IsMemImportSupported(OverrideDataType(input, dataType), |
| 679 | OverrideDataType(output, dataType), |
| 680 | reason); |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 681 | break; |
| 682 | } |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 683 | case LayerType::Merge: |
| 684 | { |
| 685 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 686 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 687 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 688 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 689 | result = layerSupportObject.IsMergeSupported(OverrideDataType(input0, dataType), |
| 690 | OverrideDataType(input1, dataType), |
| 691 | OverrideDataType(output, dataType), |
| 692 | reason); |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 693 | break; |
| 694 | } |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 695 | case LayerType::Concat: |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 696 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 697 | auto cLayer = PolymorphicDowncast<const ConcatLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 698 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 699 | // Get vector of all inputs. |
| 700 | auto getTensorInfo = [&dataType](const InputSlot& slot) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 701 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 702 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 703 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 704 | |
| 705 | auto beginI = MakeTransformIterator(layer.GetInputSlots().begin(), getTensorInfo); |
| 706 | auto endI = MakeTransformIterator(layer.GetInputSlots().end(), getTensorInfo); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 707 | std::vector<TensorInfo> inputs(beginI, endI); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 708 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 709 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 710 | { |
| 711 | return &info; |
| 712 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 713 | |
| 714 | auto beginPtr = MakeTransformIterator(inputs.begin(), getTensorInfoPtr); |
| 715 | auto endPtr = MakeTransformIterator(inputs.end(), getTensorInfoPtr); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 716 | std::vector<const TensorInfo*> inputPtrs(beginPtr, endPtr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 717 | |
Nikhil Raj | 8599a41 | 2018-11-19 14:51:07 +0000 | [diff] [blame] | 718 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 719 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 720 | result = layerSupportObject.IsConcatSupported(inputPtrs, output, cLayer->GetParameters(), reason); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 721 | |
| 722 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 723 | break; |
| 724 | } |
| 725 | case LayerType::Multiplication: |
| 726 | { |
| 727 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 728 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 729 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 730 | result = layerSupportObject.IsMultiplicationSupported( |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 731 | OverrideDataType(input0, dataType), |
| 732 | OverrideDataType(input1, dataType), |
| 733 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 734 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 735 | break; |
| 736 | } |
| 737 | case LayerType::Normalization: |
| 738 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 739 | auto cLayer = PolymorphicDowncast<const NormalizationLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 740 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 741 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 742 | result = layerSupportObject.IsNormalizationSupported(OverrideDataType(input, dataType), |
| 743 | OverrideDataType(output, dataType), |
| 744 | cLayer->GetParameters(), |
| 745 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 746 | break; |
| 747 | } |
| 748 | case LayerType::Output: |
| 749 | { |
| 750 | const TensorInfo& output = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 751 | result = layerSupportObject.IsOutputSupported(OverrideDataType(output, dataType), reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 752 | break; |
| 753 | } |
| 754 | case LayerType::Permute: |
| 755 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 756 | auto cLayer = PolymorphicDowncast<const PermuteLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 757 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 758 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 759 | result = layerSupportObject.IsPermuteSupported(OverrideDataType(input, dataType), |
| 760 | OverrideDataType(output, dataType), |
| 761 | cLayer->GetParameters(), |
| 762 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 763 | break; |
| 764 | } |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 765 | case LayerType::Pad: |
| 766 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 767 | auto cLayer = PolymorphicDowncast<const PadLayer*>(&layer); |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 768 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 769 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 770 | result = layerSupportObject.IsPadSupported( |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 771 | OverrideDataType(input, dataType), |
| 772 | OverrideDataType(output, dataType), |
| 773 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 774 | reason); |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 775 | break; |
| 776 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 777 | case LayerType::Pooling2d: |
| 778 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 779 | auto cLayer = PolymorphicDowncast<const Pooling2dLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 780 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 781 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 782 | result = layerSupportObject.IsPooling2dSupported(OverrideDataType(input, dataType), |
| 783 | OverrideDataType(output, dataType), |
| 784 | cLayer->GetParameters(), |
| 785 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 786 | break; |
| 787 | } |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 788 | case LayerType::PreCompiled: |
| 789 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 790 | auto cLayer = PolymorphicDowncast<const PreCompiledLayer*>(&layer); |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 791 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 792 | result = layerSupportObject.IsPreCompiledSupported(OverrideDataType(input, dataType), |
| 793 | cLayer->GetParameters(), |
| 794 | reason); |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 795 | break; |
| 796 | } |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 797 | case LayerType::Quantize: |
| 798 | { |
| 799 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 800 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 801 | result = layerSupportObject.IsQuantizeSupported(input, output, reason); |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 802 | break; |
| 803 | } |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 804 | case LayerType::QLstm: |
| 805 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 806 | auto cLayer = PolymorphicDowncast<const QLstmLayer*>(&layer); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 807 | const QLstmDescriptor& descriptor = cLayer->GetParameters(); |
| 808 | |
| 809 | // Inputs |
| 810 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 811 | const TensorInfo& previousOutputIn = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 812 | const TensorInfo& previousCellStateIn = layer.GetInputSlot(2).GetConnection()->GetTensorInfo(); |
| 813 | |
| 814 | // Outputs |
| 815 | const TensorInfo& outputStateOut = layer.GetOutputSlot(0).GetTensorInfo(); |
| 816 | const TensorInfo& cellStateOut = layer.GetOutputSlot(1).GetTensorInfo(); |
| 817 | const TensorInfo& output = layer.GetOutputSlot(2).GetTensorInfo(); |
| 818 | |
| 819 | // Lstm parameters |
| 820 | LstmInputParamsInfo paramsInfo; |
| 821 | |
| 822 | // Basic parameters |
Matthew Bentham | 6f24b1a | 2021-06-29 15:18:32 +0100 | [diff] [blame] | 823 | ARMNN_ASSERT(cLayer->m_BasicParameters.m_InputToForgetWeights.get() != nullptr); |
| 824 | ARMNN_ASSERT(cLayer->m_BasicParameters.m_InputToCellWeights.get() != nullptr); |
| 825 | ARMNN_ASSERT(cLayer->m_BasicParameters.m_InputToOutputWeights.get() != nullptr); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 826 | paramsInfo.m_InputToForgetWeights = &cLayer->m_BasicParameters.m_InputToForgetWeights->GetTensorInfo(); |
| 827 | paramsInfo.m_InputToCellWeights = &cLayer->m_BasicParameters.m_InputToCellWeights->GetTensorInfo(); |
| 828 | paramsInfo.m_InputToOutputWeights = &cLayer->m_BasicParameters.m_InputToOutputWeights->GetTensorInfo(); |
| 829 | |
| 830 | paramsInfo.m_RecurrentToForgetWeights = |
| 831 | &cLayer->m_BasicParameters.m_RecurrentToForgetWeights->GetTensorInfo(); |
| 832 | paramsInfo.m_RecurrentToCellWeights = |
| 833 | &cLayer->m_BasicParameters.m_RecurrentToCellWeights->GetTensorInfo(); |
| 834 | paramsInfo.m_RecurrentToOutputWeights = |
| 835 | &cLayer->m_BasicParameters.m_RecurrentToOutputWeights->GetTensorInfo(); |
| 836 | |
| 837 | paramsInfo.m_ForgetGateBias = &cLayer->m_BasicParameters.m_ForgetGateBias->GetTensorInfo(); |
| 838 | paramsInfo.m_CellBias = &cLayer->m_BasicParameters.m_CellBias->GetTensorInfo(); |
| 839 | paramsInfo.m_OutputGateBias = &cLayer->m_BasicParameters.m_OutputGateBias->GetTensorInfo(); |
| 840 | |
| 841 | if(!descriptor.m_CifgEnabled) |
| 842 | { |
| 843 | paramsInfo.m_InputToInputWeights = &cLayer->m_CifgParameters.m_InputToInputWeights->GetTensorInfo(); |
| 844 | paramsInfo.m_RecurrentToInputWeights = |
| 845 | &cLayer->m_CifgParameters.m_RecurrentToInputWeights->GetTensorInfo(); |
| 846 | paramsInfo.m_InputGateBias = &cLayer->m_CifgParameters.m_InputGateBias->GetTensorInfo(); |
| 847 | } |
| 848 | |
| 849 | if(descriptor.m_ProjectionEnabled) |
| 850 | { |
| 851 | paramsInfo.m_ProjectionWeights = &cLayer->m_ProjectionParameters.m_ProjectionWeights->GetTensorInfo(); |
James Conroy | ed32405 | 2020-05-18 15:16:42 +0100 | [diff] [blame] | 852 | |
| 853 | // Projection bias is optional even if projection is enabled |
| 854 | if (cLayer->m_ProjectionParameters.m_ProjectionBias != nullptr) |
| 855 | { |
| 856 | paramsInfo.m_ProjectionBias = &cLayer->m_ProjectionParameters.m_ProjectionBias->GetTensorInfo(); |
| 857 | } |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 858 | } |
| 859 | |
| 860 | if(descriptor.m_PeepholeEnabled) |
| 861 | { |
| 862 | if (!descriptor.m_CifgEnabled) |
| 863 | { |
| 864 | paramsInfo.m_CellToInputWeights = |
| 865 | &cLayer->m_PeepholeParameters.m_CellToInputWeights->GetTensorInfo(); |
| 866 | } |
| 867 | |
| 868 | paramsInfo.m_CellToForgetWeights = |
| 869 | &cLayer->m_PeepholeParameters.m_CellToForgetWeights->GetTensorInfo(); |
| 870 | paramsInfo.m_CellToOutputWeights = &cLayer->m_PeepholeParameters.m_CellToOutputWeights->GetTensorInfo(); |
| 871 | } |
| 872 | |
| 873 | if(descriptor.m_LayerNormEnabled) |
| 874 | { |
| 875 | if (!descriptor.m_CifgEnabled) |
| 876 | { |
| 877 | paramsInfo.m_InputLayerNormWeights = |
| 878 | &cLayer->m_LayerNormParameters.m_InputLayerNormWeights->GetTensorInfo(); |
| 879 | } |
| 880 | |
| 881 | paramsInfo.m_ForgetLayerNormWeights = |
| 882 | &cLayer->m_LayerNormParameters.m_ForgetLayerNormWeights->GetTensorInfo(); |
| 883 | paramsInfo.m_CellLayerNormWeights = |
| 884 | &cLayer->m_LayerNormParameters.m_CellLayerNormWeights->GetTensorInfo(); |
| 885 | paramsInfo.m_OutputLayerNormWeights = |
| 886 | &cLayer->m_LayerNormParameters.m_OutputLayerNormWeights->GetTensorInfo(); |
| 887 | } |
| 888 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 889 | result = layerSupportObject.IsQLstmSupported(input, |
| 890 | previousOutputIn, |
| 891 | previousCellStateIn, |
| 892 | outputStateOut, |
| 893 | cellStateOut, |
| 894 | output, |
| 895 | descriptor, |
| 896 | paramsInfo, |
| 897 | reason); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 898 | break; |
| 899 | } |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 900 | case LayerType::QuantizedLstm: |
| 901 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 902 | auto cLayer = PolymorphicDowncast<const QuantizedLstmLayer*>(&layer); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 903 | |
| 904 | // Inputs |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 905 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 906 | const TensorInfo& previousCellStateIn = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 907 | const TensorInfo& previousOutputIn = layer.GetInputSlot(2).GetConnection()->GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 908 | |
| 909 | // Outputs |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 910 | const TensorInfo& cellStateOut = layer.GetOutputSlot(0).GetTensorInfo(); |
| 911 | const TensorInfo& output = layer.GetOutputSlot(1).GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 912 | |
| 913 | // QuantizedLstm parameters |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 914 | QuantizedLstmInputParamsInfo paramsInfo; |
| 915 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 916 | paramsInfo.m_InputToInputWeights = |
| 917 | &cLayer->m_QuantizedLstmParameters.m_InputToInputWeights->GetTensorInfo(); |
| 918 | paramsInfo.m_InputToForgetWeights = |
| 919 | &cLayer->m_QuantizedLstmParameters.m_InputToForgetWeights->GetTensorInfo(); |
| 920 | paramsInfo.m_InputToCellWeights = |
| 921 | &cLayer->m_QuantizedLstmParameters.m_InputToCellWeights->GetTensorInfo(); |
| 922 | paramsInfo.m_InputToOutputWeights = |
| 923 | &cLayer->m_QuantizedLstmParameters.m_InputToOutputWeights->GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 924 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 925 | paramsInfo.m_RecurrentToInputWeights = |
| 926 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToInputWeights->GetTensorInfo(); |
| 927 | paramsInfo.m_RecurrentToForgetWeights = |
| 928 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToForgetWeights->GetTensorInfo(); |
| 929 | paramsInfo.m_RecurrentToCellWeights = |
| 930 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToCellWeights->GetTensorInfo(); |
| 931 | paramsInfo.m_RecurrentToOutputWeights = |
| 932 | &cLayer->m_QuantizedLstmParameters.m_RecurrentToOutputWeights->GetTensorInfo(); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 933 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 934 | paramsInfo.m_InputGateBias = |
| 935 | &cLayer->m_QuantizedLstmParameters.m_InputGateBias->GetTensorInfo(); |
| 936 | paramsInfo.m_ForgetGateBias = |
| 937 | &cLayer->m_QuantizedLstmParameters.m_ForgetGateBias->GetTensorInfo(); |
| 938 | paramsInfo.m_CellBias = |
| 939 | &cLayer->m_QuantizedLstmParameters.m_CellBias->GetTensorInfo(); |
| 940 | paramsInfo.m_OutputGateBias = |
| 941 | &cLayer->m_QuantizedLstmParameters.m_OutputGateBias->GetTensorInfo();; |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 942 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 943 | result = layerSupportObject.IsQuantizedLstmSupported(input, |
| 944 | previousCellStateIn, |
| 945 | previousOutputIn, |
| 946 | cellStateOut, |
| 947 | output, |
| 948 | paramsInfo, |
| 949 | reason); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 950 | break; |
| 951 | } |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 952 | case LayerType::Division: |
| 953 | { |
| 954 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 955 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 956 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 957 | result = layerSupportObject.IsDivisionSupported( |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 958 | OverrideDataType(input0, dataType), |
| 959 | OverrideDataType(input1, dataType), |
| 960 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 961 | reason); |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 962 | break; |
| 963 | } |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 964 | case LayerType::Rank: |
| 965 | { |
| 966 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 967 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 968 | result = layerSupportObject.IsRankSupported(OverrideDataType(input, dataType), |
| 969 | OverrideDataType(output, dataType), |
| 970 | reason); |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 971 | break; |
| 972 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 973 | case LayerType::Reshape: |
| 974 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 975 | auto cLayer = PolymorphicDowncast<const ReshapeLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 976 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Kevin May | a023c40 | 2019-12-12 17:28:05 +0000 | [diff] [blame] | 977 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 978 | result = layerSupportObject.IsReshapeSupported(OverrideDataType(input, dataType), |
| 979 | OverrideDataType(output, dataType), |
| 980 | cLayer->GetParameters(), |
| 981 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 982 | break; |
| 983 | } |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 984 | case LayerType::Resize: |
| 985 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 986 | auto cLayer = PolymorphicDowncast<const ResizeLayer*>(&layer); |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 987 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 988 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 989 | result = layerSupportObject.IsResizeSupported(OverrideDataType(input, dataType), |
| 990 | OverrideDataType(output, dataType), |
| 991 | cLayer->GetParameters(), |
| 992 | reason); |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 993 | break; |
| 994 | } |
Keith Davis | 3ae3f97 | 2021-05-21 16:33:48 +0100 | [diff] [blame] | 995 | case LayerType::Shape: |
| 996 | { |
| 997 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 998 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 999 | |
| 1000 | result = layerSupportObject.IsShapeSupported(OverrideDataType(input, dataType), |
| 1001 | OverrideDataType(output, dataType), |
| 1002 | reason); |
| 1003 | break; |
| 1004 | } |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1005 | case LayerType::Slice: |
| 1006 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1007 | auto cLayer = PolymorphicDowncast<const SliceLayer*>(&layer); |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1008 | |
| 1009 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1010 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1011 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1012 | result = layerSupportObject.IsSliceSupported(OverrideDataType(input, dataType), |
| 1013 | OverrideDataType(output, dataType), |
| 1014 | cLayer->GetParameters(), |
| 1015 | reason); |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1016 | break; |
| 1017 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1018 | case LayerType::Softmax: |
| 1019 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1020 | auto cLayer = PolymorphicDowncast<const SoftmaxLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1021 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1022 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1023 | result = layerSupportObject.IsSoftmaxSupported(OverrideDataType(input, dataType), |
| 1024 | OverrideDataType(output, dataType), |
| 1025 | cLayer->GetParameters(), |
| 1026 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1027 | break; |
| 1028 | } |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 1029 | case LayerType::SpaceToBatchNd: |
| 1030 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1031 | auto cLayer = PolymorphicDowncast<const SpaceToBatchNdLayer*>(&layer); |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 1032 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1033 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1034 | result = layerSupportObject.IsSpaceToBatchNdSupported(OverrideDataType(input, dataType), |
| 1035 | OverrideDataType(output, dataType), |
| 1036 | cLayer->GetParameters(), |
| 1037 | reason); |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 1038 | break; |
| 1039 | } |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1040 | case LayerType::SpaceToDepth: |
| 1041 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1042 | auto cLayer = PolymorphicDowncast<const SpaceToDepthLayer*>(&layer); |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1043 | |
| 1044 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1045 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1046 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1047 | result = layerSupportObject.IsSpaceToDepthSupported(OverrideDataType(input, dataType), |
| 1048 | OverrideDataType(output, dataType), |
| 1049 | cLayer->GetParameters(), |
| 1050 | reason); |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1051 | break; |
| 1052 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1053 | case LayerType::Splitter: |
| 1054 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1055 | auto cLayer = PolymorphicDowncast<const SplitterLayer*>(&layer); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1056 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
Narumol Prangnawarat | 15eb583 | 2019-05-20 15:31:05 +0100 | [diff] [blame] | 1057 | |
| 1058 | // Get vector of all outputs. |
| 1059 | auto getTensorInfo = [&dataType](const OutputSlot& slot) |
| 1060 | { |
| 1061 | return OverrideDataType(slot.GetTensorInfo(), dataType); |
| 1062 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1063 | auto beginI = MakeTransformIterator(layer.GetOutputSlots().begin(), getTensorInfo); |
| 1064 | auto endI = MakeTransformIterator(layer.GetOutputSlots().end(), getTensorInfo); |
Narumol Prangnawarat | 15eb583 | 2019-05-20 15:31:05 +0100 | [diff] [blame] | 1065 | std::vector<TensorInfo> outputs(beginI, endI); |
| 1066 | |
| 1067 | const std::vector<std::reference_wrapper<TensorInfo>> outputPtrs(outputs.begin(), outputs.end()); |
| 1068 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1069 | result = layerSupportObject.IsSplitterSupported(OverrideDataType(input, dataType), |
| 1070 | outputPtrs, |
| 1071 | cLayer->GetParameters(), |
| 1072 | reason); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1073 | break; |
| 1074 | } |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1075 | case LayerType::Stack: |
| 1076 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1077 | auto cLayer = PolymorphicDowncast<const StackLayer*>(&layer); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1078 | |
| 1079 | // Get vector of all inputs. |
| 1080 | auto getTensorInfo = [&dataType](const InputSlot& slot) |
| 1081 | { |
| 1082 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
| 1083 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1084 | auto beginI = MakeTransformIterator(layer.GetInputSlots().begin(), getTensorInfo); |
| 1085 | auto endI = MakeTransformIterator(layer.GetInputSlots().end(), getTensorInfo); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1086 | std::vector<TensorInfo> inputs(beginI, endI); |
| 1087 | |
| 1088 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 1089 | { |
| 1090 | return &info; |
| 1091 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1092 | auto beginPtr = MakeTransformIterator(inputs.begin(), getTensorInfoPtr); |
| 1093 | auto endPtr = MakeTransformIterator(inputs.end(), getTensorInfoPtr); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1094 | std::vector<const TensorInfo*> inputPtrs(beginPtr, endPtr); |
| 1095 | |
| 1096 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1097 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1098 | result = layerSupportObject.IsStackSupported(inputPtrs, output, cLayer->GetParameters(), reason); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1099 | |
| 1100 | break; |
| 1101 | } |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1102 | case LayerType::StandIn: |
| 1103 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1104 | auto cLayer = PolymorphicDowncast<const StandInLayer*>(&layer); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1105 | |
| 1106 | // Get vector of all inputs. |
| 1107 | auto getTensorInfoIn = [&dataType](const InputSlot& slot) |
| 1108 | { |
| 1109 | return OverrideDataType(slot.GetConnectedOutputSlot()->GetTensorInfo(), dataType); |
| 1110 | }; |
| 1111 | auto getTensorInfoOut = [&dataType](const OutputSlot& slot) |
| 1112 | { |
| 1113 | return OverrideDataType(slot.GetTensorInfo(), dataType); |
| 1114 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1115 | auto beginI = MakeTransformIterator(layer.GetInputSlots().begin(), getTensorInfoIn); |
| 1116 | auto endI = MakeTransformIterator(layer.GetInputSlots().end(), getTensorInfoIn); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1117 | std::vector<TensorInfo> inputs(beginI, endI); |
| 1118 | |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1119 | auto beginO = MakeTransformIterator(layer.GetOutputSlots().begin(), getTensorInfoOut); |
| 1120 | auto endO = MakeTransformIterator(layer.GetOutputSlots().end(), getTensorInfoOut); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1121 | std::vector<TensorInfo> outputs(beginO, endO); |
| 1122 | |
| 1123 | |
| 1124 | auto getTensorInfoPtr = [](const TensorInfo& info) |
| 1125 | { |
| 1126 | return &info; |
| 1127 | }; |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1128 | auto beginPtrI = MakeTransformIterator(inputs.begin(), getTensorInfoPtr); |
| 1129 | auto endPtrI = MakeTransformIterator(inputs.end(), getTensorInfoPtr); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1130 | std::vector<const TensorInfo*> inputPtrs(beginPtrI, endPtrI); |
| 1131 | |
Finn Williams | 3e54d03 | 2020-10-22 16:53:35 +0100 | [diff] [blame] | 1132 | auto beginPtrO = MakeTransformIterator(outputs.begin(), getTensorInfoPtr); |
| 1133 | auto endPtrO = MakeTransformIterator(outputs.end(), getTensorInfoPtr); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1134 | std::vector<const TensorInfo*> outputPtrs(beginPtrO, endPtrO); |
| 1135 | |
| 1136 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1137 | result = layerSupportObject.IsStandInSupported(inputPtrs, |
| 1138 | outputPtrs, |
| 1139 | cLayer->GetParameters(), |
| 1140 | reason); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 1141 | break; |
| 1142 | } |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 1143 | case LayerType::StridedSlice: |
| 1144 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1145 | auto cLayer = PolymorphicDowncast<const StridedSliceLayer*>(&layer); |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 1146 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1147 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1148 | result = layerSupportObject.IsStridedSliceSupported(OverrideDataType(input, dataType), |
| 1149 | OverrideDataType(output, dataType), |
| 1150 | cLayer->GetParameters(), |
| 1151 | reason); |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 1152 | break; |
| 1153 | } |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 1154 | case LayerType::Subtraction: |
| 1155 | { |
| 1156 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1157 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 1158 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1159 | result = layerSupportObject.IsSubtractionSupported( |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 1160 | OverrideDataType(input0, dataType), |
| 1161 | OverrideDataType(input1, dataType), |
| 1162 | OverrideDataType(output, dataType), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1163 | reason); |
David Beck | c2044fe | 2018-09-05 15:00:38 +0100 | [diff] [blame] | 1164 | break; |
| 1165 | } |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1166 | case LayerType::Switch: |
| 1167 | { |
| 1168 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1169 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 1170 | const TensorInfo& output0 = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1171 | const TensorInfo& output1 = layer.GetOutputSlot(1).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1172 | result = layerSupportObject.IsSwitchSupported(OverrideDataType(input0, dataType), |
| 1173 | OverrideDataType(input1, dataType), |
| 1174 | OverrideDataType(output0, dataType), |
| 1175 | OverrideDataType(output1, dataType), |
| 1176 | reason); |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1177 | break; |
| 1178 | } |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1179 | case LayerType::Mean: |
| 1180 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1181 | auto cLayer = PolymorphicDowncast<const MeanLayer*>(&layer); |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1182 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1183 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1184 | result = layerSupportObject.IsMeanSupported( |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1185 | OverrideDataType(input, dataType), |
| 1186 | OverrideDataType(output, dataType), |
| 1187 | cLayer->GetParameters(), |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1188 | reason); |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 1189 | break; |
| 1190 | } |
kevmay01 | 9053969 | 2018-11-29 08:40:19 +0000 | [diff] [blame] | 1191 | case LayerType::Minimum: |
| 1192 | { |
| 1193 | const TensorInfo& input0 = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1194 | const TensorInfo& input1 = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 1195 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1196 | result = layerSupportObject.IsMinimumSupported(OverrideDataType(input0, dataType), |
| 1197 | OverrideDataType(input1, dataType), |
| 1198 | OverrideDataType(output, dataType), |
| 1199 | reason); |
kevmay01 | 9053969 | 2018-11-29 08:40:19 +0000 | [diff] [blame] | 1200 | break; |
| 1201 | } |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1202 | case LayerType::Prelu: |
| 1203 | { |
| 1204 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1205 | const TensorInfo& alpha = layer.GetInputSlot(1).GetConnection()->GetTensorInfo(); |
| 1206 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1207 | result = layerSupportObject.IsPreluSupported(OverrideDataType(input, dataType), |
| 1208 | OverrideDataType(alpha, dataType), |
| 1209 | OverrideDataType(output, dataType), |
| 1210 | reason); |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1211 | break; |
| 1212 | } |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1213 | case LayerType::Transpose: |
| 1214 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1215 | auto cLayer = PolymorphicDowncast<const TransposeLayer*>(&layer); |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1216 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1217 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1218 | result = layerSupportObject.IsTransposeSupported(OverrideDataType(input, dataType), |
| 1219 | OverrideDataType(output, dataType), |
| 1220 | cLayer->GetParameters(), |
| 1221 | reason); |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1222 | break; |
| 1223 | } |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1224 | case LayerType::TransposeConvolution2d: |
| 1225 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1226 | auto cLayer = PolymorphicDowncast<const TransposeConvolution2dLayer*>(&layer); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1227 | |
| 1228 | const TensorInfo input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 1229 | dataType); |
| 1230 | const TensorInfo output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 1231 | |
| 1232 | const TransposeConvolution2dDescriptor& descriptor = cLayer->GetParameters(); |
| 1233 | |
| 1234 | Optional<TensorInfo> biases; |
| 1235 | if (descriptor.m_BiasEnabled) |
| 1236 | { |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1237 | ARMNN_ASSERT(cLayer->m_Bias.get() != nullptr); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1238 | biases = OverrideDataType(cLayer->m_Bias->GetTensorInfo(), |
| 1239 | GetBiasTypeFromWeightsType(dataType)); |
| 1240 | } |
| 1241 | |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1242 | ARMNN_ASSERT(cLayer->m_Weight.get() != nullptr); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1243 | const TensorInfo weights = OverrideDataType(cLayer->m_Weight->GetTensorInfo(), dataType); |
| 1244 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1245 | result = layerSupportObject.IsTransposeConvolution2dSupported(input, |
| 1246 | output, |
| 1247 | descriptor, |
| 1248 | weights, |
| 1249 | biases, |
| 1250 | reason); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1251 | |
| 1252 | break; |
| 1253 | } |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 1254 | case LayerType::Reduce: |
| 1255 | { |
| 1256 | auto cLayer = PolymorphicDowncast<const ReduceLayer*>(&layer); |
| 1257 | const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo(); |
| 1258 | const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo(); |
| 1259 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 1260 | result = layerSupportObject.IsReduceSupported(OverrideDataType(input, dataType), |
| 1261 | OverrideDataType(output, dataType), |
| 1262 | cLayer->GetParameters(), |
| 1263 | reason); |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 1264 | break; |
| 1265 | } |
Narumol Prangnawarat | 8ed39ae | 2021-07-15 16:16:25 +0100 | [diff] [blame] | 1266 | case LayerType::UnidirectionalSequenceLstm: |
| 1267 | { |
| 1268 | auto cLayer = PolymorphicDowncast<const UnidirectionalSequenceLstmLayer*>(&layer); |
| 1269 | const UnidirectionalSequenceLstmDescriptor& descriptor = cLayer->GetParameters(); |
| 1270 | |
| 1271 | // All inputs. |
| 1272 | const TensorInfo& input = OverrideDataType(layer.GetInputSlot(0).GetConnection()->GetTensorInfo(), |
| 1273 | dataType); |
| 1274 | const TensorInfo& outputStateIn = OverrideDataType(layer.GetInputSlot(1).GetConnection()->GetTensorInfo(), |
| 1275 | dataType); |
| 1276 | const TensorInfo& cellStateIn = OverrideDataType(layer.GetInputSlot(2).GetConnection()->GetTensorInfo(), |
| 1277 | dataType); |
| 1278 | // Outputs |
| 1279 | const TensorInfo& output = OverrideDataType(layer.GetOutputSlot(0).GetTensorInfo(), dataType); |
| 1280 | |
| 1281 | // Basic parameters |
| 1282 | const TensorInfo& inputToForgetWeights |
| 1283 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToForgetWeights->GetTensorInfo(), dataType); |
| 1284 | const TensorInfo& inputToCellWeights |
| 1285 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToCellWeights->GetTensorInfo(), dataType); |
| 1286 | const TensorInfo& inputToOutputWeights |
| 1287 | = OverrideDataType(cLayer->m_BasicParameters.m_InputToOutputWeights->GetTensorInfo(), dataType); |
| 1288 | const TensorInfo& recurrentToForgetWeights |
| 1289 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToForgetWeights->GetTensorInfo(), dataType); |
| 1290 | const TensorInfo& recurrentToCellWeights |
| 1291 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToCellWeights->GetTensorInfo(), dataType); |
| 1292 | const TensorInfo& recurrentToOutputWeights |
| 1293 | = OverrideDataType(cLayer->m_BasicParameters.m_RecurrentToOutputWeights->GetTensorInfo(), dataType); |
| 1294 | const TensorInfo& forgetGateBias |
| 1295 | = OverrideDataType(cLayer->m_BasicParameters.m_ForgetGateBias->GetTensorInfo(), dataType); |
| 1296 | const TensorInfo& cellBias |
| 1297 | = OverrideDataType(cLayer->m_BasicParameters.m_CellBias->GetTensorInfo(), dataType); |
| 1298 | const TensorInfo& outputGateBias |
| 1299 | = OverrideDataType(cLayer->m_BasicParameters.m_OutputGateBias->GetTensorInfo(), dataType); |
| 1300 | |
| 1301 | LstmInputParamsInfo paramsInfo; |
| 1302 | |
| 1303 | paramsInfo.m_InputToForgetWeights = &inputToForgetWeights; |
| 1304 | paramsInfo.m_InputToCellWeights = &inputToCellWeights; |
| 1305 | paramsInfo.m_InputToOutputWeights = &inputToOutputWeights; |
| 1306 | paramsInfo.m_RecurrentToForgetWeights = &recurrentToForgetWeights; |
| 1307 | paramsInfo.m_RecurrentToCellWeights = &recurrentToCellWeights; |
| 1308 | paramsInfo.m_RecurrentToOutputWeights = &recurrentToOutputWeights; |
| 1309 | paramsInfo.m_ForgetGateBias = &forgetGateBias; |
| 1310 | paramsInfo.m_CellBias = &cellBias; |
| 1311 | paramsInfo.m_OutputGateBias = &outputGateBias; |
| 1312 | |
| 1313 | // Optional parameters |
| 1314 | TensorInfo optInputToInputWeights; |
| 1315 | TensorInfo optRecurrentToInputWeights; |
| 1316 | TensorInfo optCellToInputWeights; |
| 1317 | TensorInfo optInputGateBias; |
| 1318 | TensorInfo optProjectionWeights; |
| 1319 | TensorInfo optProjectionBias; |
| 1320 | TensorInfo optCellToForgetWeights; |
| 1321 | TensorInfo optCellToOutputWeights; |
| 1322 | TensorInfo optInputLayerNormWeights; |
| 1323 | TensorInfo optForgetLayerNormWeights; |
| 1324 | TensorInfo optCellLayerNormWeights; |
| 1325 | TensorInfo optOutputLayerNormWeights; |
| 1326 | |
| 1327 | if(!descriptor.m_CifgEnabled) |
| 1328 | { |
| 1329 | optInputToInputWeights = |
| 1330 | OverrideDataType(cLayer->m_CifgParameters.m_InputToInputWeights->GetTensorInfo(), dataType); |
| 1331 | paramsInfo.m_InputToInputWeights = &optInputToInputWeights; |
| 1332 | |
| 1333 | optRecurrentToInputWeights = |
| 1334 | OverrideDataType(cLayer->m_CifgParameters.m_RecurrentToInputWeights->GetTensorInfo(), dataType); |
| 1335 | paramsInfo.m_RecurrentToInputWeights = &optRecurrentToInputWeights; |
| 1336 | optInputGateBias = |
| 1337 | OverrideDataType(cLayer->m_CifgParameters.m_InputGateBias->GetTensorInfo(), dataType); |
| 1338 | paramsInfo.m_InputGateBias = &optInputGateBias; |
| 1339 | } |
| 1340 | |
| 1341 | if(descriptor.m_ProjectionEnabled) |
| 1342 | { |
| 1343 | optProjectionWeights = |
| 1344 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionWeights->GetTensorInfo(), dataType); |
| 1345 | paramsInfo.m_ProjectionWeights = &optProjectionWeights; |
| 1346 | if (cLayer->m_ProjectionParameters.m_ProjectionBias != nullptr) |
| 1347 | { |
| 1348 | optProjectionBias = |
| 1349 | OverrideDataType(cLayer->m_ProjectionParameters.m_ProjectionBias->GetTensorInfo(), dataType); |
| 1350 | paramsInfo.m_ProjectionBias = &optProjectionBias; |
| 1351 | } |
| 1352 | } |
| 1353 | |
| 1354 | if(descriptor.m_PeepholeEnabled) |
| 1355 | { |
| 1356 | if(!descriptor.m_CifgEnabled) |
| 1357 | { |
| 1358 | optCellToInputWeights = |
| 1359 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToInputWeights->GetTensorInfo(), |
| 1360 | dataType); |
| 1361 | paramsInfo.m_CellToInputWeights = &optCellToInputWeights; |
| 1362 | } |
| 1363 | optCellToForgetWeights = |
| 1364 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToForgetWeights->GetTensorInfo(), dataType); |
| 1365 | paramsInfo.m_CellToForgetWeights = &optCellToForgetWeights; |
| 1366 | optCellToOutputWeights = |
| 1367 | OverrideDataType(cLayer->m_PeepholeParameters.m_CellToOutputWeights->GetTensorInfo(), dataType); |
| 1368 | paramsInfo.m_CellToOutputWeights = &optCellToOutputWeights; |
| 1369 | } |
| 1370 | |
| 1371 | if(descriptor.m_LayerNormEnabled) |
| 1372 | { |
| 1373 | if (!descriptor.m_CifgEnabled) |
| 1374 | { |
| 1375 | optInputLayerNormWeights = OverrideDataType( |
| 1376 | cLayer->m_LayerNormParameters.m_InputLayerNormWeights->GetTensorInfo(), dataType); |
| 1377 | paramsInfo.m_InputLayerNormWeights = &optInputLayerNormWeights; |
| 1378 | } |
| 1379 | |
| 1380 | optForgetLayerNormWeights = OverrideDataType( |
| 1381 | cLayer->m_LayerNormParameters.m_ForgetLayerNormWeights->GetTensorInfo(), dataType); |
| 1382 | paramsInfo.m_ForgetLayerNormWeights = &optForgetLayerNormWeights; |
| 1383 | |
| 1384 | optCellLayerNormWeights = OverrideDataType( |
| 1385 | cLayer->m_LayerNormParameters.m_CellLayerNormWeights->GetTensorInfo(), dataType); |
| 1386 | paramsInfo.m_CellLayerNormWeights = &optCellLayerNormWeights; |
| 1387 | |
| 1388 | optOutputLayerNormWeights = OverrideDataType( |
| 1389 | cLayer->m_LayerNormParameters.m_OutputLayerNormWeights->GetTensorInfo(), dataType); |
| 1390 | paramsInfo.m_OutputLayerNormWeights = &optOutputLayerNormWeights; |
| 1391 | } |
| 1392 | |
| 1393 | Optional<TensorInfo> hiddenStateOut; |
| 1394 | Optional<TensorInfo> cellStateOut; |
| 1395 | |
| 1396 | result = layerSupportObject.IsUnidirectionalSequenceLstmSupported(input, |
| 1397 | outputStateIn, |
| 1398 | cellStateIn, |
| 1399 | output, |
| 1400 | hiddenStateOut, |
| 1401 | cellStateOut, |
| 1402 | descriptor, |
| 1403 | paramsInfo, |
| 1404 | reason); |
| 1405 | break; |
| 1406 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1407 | default: |
| 1408 | { |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 1409 | ARMNN_ASSERT_MSG(false, "WorkloadFactory did not recognise type of layer."); |
David Beck | 33f0ae0 | 2018-10-18 15:13:56 +0100 | [diff] [blame] | 1410 | reason.value() = "Unrecognised layer type"; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1411 | result = false; |
| 1412 | break; |
| 1413 | } |
| 1414 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1415 | return result; |
| 1416 | } |
| 1417 | |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 1418 | bool IWorkloadFactory::IsLayerSupported(const BackendId& backendId, |
| 1419 | const IConnectableLayer& connectableLayer, |
| 1420 | Optional<DataType> dataType, |
| 1421 | std::string& outReasonIfUnsupported) |
| 1422 | { |
| 1423 | return IsLayerConfigurationSupported(backendId, connectableLayer, dataType, outReasonIfUnsupported); |
| 1424 | } |
| 1425 | |
David Beck | dcb751f | 2018-10-03 11:42:42 +0100 | [diff] [blame] | 1426 | bool IWorkloadFactory::IsLayerSupported(const IConnectableLayer& connectableLayer, |
David Beck | 29c75de | 2018-10-23 13:35:58 +0100 | [diff] [blame] | 1427 | Optional<DataType> dataType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1428 | std::string& outReasonIfUnsupported) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1429 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1430 | auto layer = PolymorphicDowncast<const Layer*>(&connectableLayer); |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 1431 | return IsLayerConfigurationSupported(layer->GetBackendId(), connectableLayer, dataType, outReasonIfUnsupported); |
| 1432 | } |
| 1433 | |
| 1434 | // TODO merge with defaulted modelOptions above |
| 1435 | bool IWorkloadFactory::IsLayerSupported(const IConnectableLayer& connectableLayer, |
| 1436 | Optional<DataType> dataType, |
| 1437 | std::string& outReasonIfUnsupported, |
| 1438 | const ModelOptions& modelOptions) |
| 1439 | { |
| 1440 | auto layer = PolymorphicDowncast<const Layer*>(&connectableLayer); |
| 1441 | return IsLayerConfigurationSupported(layer->GetBackendId(), |
| 1442 | connectableLayer, |
| 1443 | dataType, |
| 1444 | outReasonIfUnsupported, |
| 1445 | modelOptions); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1446 | } |
| 1447 | |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 1448 | bool IWorkloadFactory::IsLayerSupported(const BackendId& backendId, |
| 1449 | const IConnectableLayer& connectableLayer, |
| 1450 | Optional<DataType> dataType, |
| 1451 | std::string& outReasonIfUnsupported, |
| 1452 | const ModelOptions& modelOptions) |
| 1453 | { |
| 1454 | return IsLayerConfigurationSupported(backendId, |
| 1455 | connectableLayer, |
| 1456 | dataType, |
| 1457 | outReasonIfUnsupported, |
| 1458 | modelOptions); |
| 1459 | } |
| 1460 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1461 | // Default Implementations |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1462 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateAbs(const AbsQueueDescriptor& /*descriptor*/, |
| 1463 | const WorkloadInfo& /*info*/) const |
Kevin May | 868eb14 | 2019-09-04 17:29:31 +0100 | [diff] [blame] | 1464 | { |
| 1465 | return std::unique_ptr<IWorkload>(); |
| 1466 | } |
| 1467 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1468 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateActivation(const ActivationQueueDescriptor& /*descriptor*/, |
| 1469 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1470 | { |
| 1471 | return std::unique_ptr<IWorkload>(); |
| 1472 | } |
| 1473 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1474 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateAddition(const AdditionQueueDescriptor& /*descriptor*/, |
| 1475 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1476 | { |
| 1477 | return std::unique_ptr<IWorkload>(); |
| 1478 | } |
| 1479 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1480 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateArgMinMax(const ArgMinMaxQueueDescriptor& /*descriptor*/, |
| 1481 | const WorkloadInfo& /*info*/) const |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 1482 | { |
| 1483 | return std::unique_ptr<IWorkload>(); |
| 1484 | } |
| 1485 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1486 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateBatchNormalization( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1487 | const BatchNormalizationQueueDescriptor& /*descriptor*/, const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1488 | { |
| 1489 | return std::unique_ptr<IWorkload>(); |
| 1490 | } |
| 1491 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1492 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& /*desc*/, |
| 1493 | const WorkloadInfo& /*Info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1494 | { |
| 1495 | return std::unique_ptr<IWorkload>(); |
| 1496 | } |
| 1497 | |
mathad01 | b392e98 | 2021-04-07 12:07:30 +0100 | [diff] [blame] | 1498 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateCast(const CastQueueDescriptor& /*descriptor*/, |
| 1499 | const WorkloadInfo& /*info*/) const |
| 1500 | { |
| 1501 | return std::unique_ptr<IWorkload>(); |
| 1502 | } |
| 1503 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1504 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateComparison(const ComparisonQueueDescriptor& /*descriptor*/, |
| 1505 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 1506 | { |
| 1507 | return std::unique_ptr<IWorkload>(); |
| 1508 | } |
| 1509 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1510 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConcat(const ConcatQueueDescriptor& /*descriptor*/, |
| 1511 | const WorkloadInfo& /*info*/) const |
Jim Flynn | 4ed6c83 | 2019-05-20 11:02:46 +0100 | [diff] [blame] | 1512 | { |
| 1513 | return std::unique_ptr<IWorkload>(); |
| 1514 | } |
| 1515 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1516 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConstant(const ConstantQueueDescriptor& /*descriptor*/, |
| 1517 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1518 | { |
| 1519 | return std::unique_ptr<IWorkload>(); |
| 1520 | } |
| 1521 | |
Narumol Prangnawarat | 7ddbbae | 2020-03-13 10:26:05 +0000 | [diff] [blame] | 1522 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& /*desc*/, |
| 1523 | const WorkloadInfo& /*info*/) const |
| 1524 | { |
| 1525 | return std::unique_ptr<IWorkload>(); |
| 1526 | } |
| 1527 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1528 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& /*desc*/, |
| 1529 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1530 | { |
| 1531 | return std::unique_ptr<IWorkload>(); |
| 1532 | } |
| 1533 | |
Narumol Prangnawarat | ea54a01 | 2020-03-16 16:36:10 +0000 | [diff] [blame] | 1534 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& /*desc*/, |
| 1535 | const WorkloadInfo& /*info*/) const |
| 1536 | { |
| 1537 | return std::unique_ptr<IWorkload>(); |
| 1538 | } |
| 1539 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1540 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& /*desc*/, |
| 1541 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1542 | { |
| 1543 | return std::unique_ptr<IWorkload>(); |
| 1544 | } |
| 1545 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1546 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateConvolution2d(const Convolution2dQueueDescriptor& /*descriptor*/, |
| 1547 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1548 | { |
| 1549 | return std::unique_ptr<IWorkload>(); |
| 1550 | } |
| 1551 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1552 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDebug(const DebugQueueDescriptor& /*descriptor*/, |
| 1553 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1554 | { |
| 1555 | return std::unique_ptr<IWorkload>(); |
| 1556 | } |
| 1557 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1558 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDepthToSpace(const DepthToSpaceQueueDescriptor& /*descriptor*/, |
| 1559 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 1560 | { |
| 1561 | return std::unique_ptr<IWorkload>(); |
| 1562 | } |
| 1563 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1564 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDepthwiseConvolution2d( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1565 | const DepthwiseConvolution2dQueueDescriptor& /*descriptor*/, const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1566 | { |
| 1567 | return std::unique_ptr<IWorkload>(); |
| 1568 | } |
| 1569 | |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 1570 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDequantize( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1571 | const DequantizeQueueDescriptor& /*descriptor*/, const WorkloadInfo& /*info*/) const |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 1572 | { |
| 1573 | return std::unique_ptr<IWorkload>(); |
| 1574 | } |
| 1575 | |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1576 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDetectionPostProcess( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1577 | const DetectionPostProcessQueueDescriptor& /*descriptor*/, const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1578 | { |
| 1579 | return std::unique_ptr<IWorkload>(); |
| 1580 | } |
| 1581 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1582 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateDivision(const DivisionQueueDescriptor& /*descriptor*/, |
| 1583 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1584 | { |
| 1585 | return std::unique_ptr<IWorkload>(); |
| 1586 | } |
| 1587 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 1588 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& /*desc*/, |
| 1589 | const WorkloadInfo& /*info*/) const |
| 1590 | { |
| 1591 | return std::unique_ptr<IWorkload>(); |
| 1592 | } |
| 1593 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1594 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateEqual(const EqualQueueDescriptor& /*descriptor*/, |
| 1595 | const WorkloadInfo& /*Info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1596 | { |
| 1597 | return std::unique_ptr<IWorkload>(); |
| 1598 | } |
| 1599 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1600 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateFakeQuantization(const FakeQuantizationQueueDescriptor& /*desc*/, |
| 1601 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1602 | { |
| 1603 | return std::unique_ptr<IWorkload>(); |
| 1604 | } |
| 1605 | |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 1606 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateFill(const FillQueueDescriptor& /*descriptor*/, |
| 1607 | const WorkloadInfo& /*info*/) const |
| 1608 | { |
| 1609 | return std::unique_ptr<IWorkload>(); |
| 1610 | } |
| 1611 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1612 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateFloor(const FloorQueueDescriptor& /*descriptor*/, |
| 1613 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1614 | { |
| 1615 | return std::unique_ptr<IWorkload>(); |
| 1616 | } |
| 1617 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1618 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateFullyConnected(const FullyConnectedQueueDescriptor& /*descriptor*/, |
| 1619 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1620 | { |
| 1621 | return std::unique_ptr<IWorkload>(); |
| 1622 | } |
| 1623 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1624 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateGather(const GatherQueueDescriptor& /*descriptor*/, |
| 1625 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1626 | { |
| 1627 | return std::unique_ptr<IWorkload>(); |
| 1628 | } |
| 1629 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1630 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateGreater(const GreaterQueueDescriptor& /*descriptor*/, |
| 1631 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1632 | { |
| 1633 | return std::unique_ptr<IWorkload>(); |
| 1634 | } |
| 1635 | |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 1636 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateInstanceNormalization( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1637 | const InstanceNormalizationQueueDescriptor& /*descriptor*/, |
| 1638 | const WorkloadInfo& /*info*/) const |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 1639 | { |
| 1640 | return std::unique_ptr<IWorkload>(); |
| 1641 | } |
| 1642 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1643 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateL2Normalization(const L2NormalizationQueueDescriptor& /*desc*/, |
| 1644 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1645 | { |
| 1646 | return std::unique_ptr<IWorkload>(); |
| 1647 | } |
| 1648 | |
James Conroy | aba90cd | 2020-11-06 16:28:18 +0000 | [diff] [blame] | 1649 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateLogicalBinary(const LogicalBinaryQueueDescriptor& /*desc*/, |
| 1650 | const WorkloadInfo& /*info*/) const |
| 1651 | { |
| 1652 | return std::unique_ptr<IWorkload>(); |
| 1653 | } |
| 1654 | |
| 1655 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateLogicalUnary(const ElementwiseUnaryQueueDescriptor& /*desc*/, |
| 1656 | const WorkloadInfo& /*info*/) const |
| 1657 | { |
| 1658 | return std::unique_ptr<IWorkload>(); |
| 1659 | } |
| 1660 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1661 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateLogSoftmax(const LogSoftmaxQueueDescriptor& /*descriptor*/, |
| 1662 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 1663 | { |
| 1664 | return std::unique_ptr<IWorkload>(); |
| 1665 | } |
| 1666 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1667 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateLstm(const LstmQueueDescriptor& /*descriptor*/, |
| 1668 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1669 | { |
| 1670 | return std::unique_ptr<IWorkload>(); |
| 1671 | } |
| 1672 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1673 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMaximum(const MaximumQueueDescriptor& /*descriptor*/, |
| 1674 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1675 | { |
| 1676 | return std::unique_ptr<IWorkload>(); |
| 1677 | } |
| 1678 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1679 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMean(const MeanQueueDescriptor& /*descriptor*/, |
| 1680 | const WorkloadInfo& /*Info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1681 | { |
| 1682 | return std::unique_ptr<IWorkload>(); |
| 1683 | } |
| 1684 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1685 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMemCopy(const MemCopyQueueDescriptor& /*descriptor*/, |
| 1686 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1687 | { |
| 1688 | return std::unique_ptr<IWorkload>(); |
| 1689 | } |
| 1690 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1691 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMemImport(const MemImportQueueDescriptor& /*descriptor*/, |
| 1692 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | f674aa0 | 2019-08-01 15:56:25 +0100 | [diff] [blame] | 1693 | { |
| 1694 | return std::unique_ptr<IWorkload>(); |
| 1695 | } |
| 1696 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1697 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMerge(const MergeQueueDescriptor& /*descriptor*/, |
| 1698 | const WorkloadInfo& /*info*/) const |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 1699 | { |
| 1700 | return std::unique_ptr<IWorkload>(); |
| 1701 | } |
| 1702 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1703 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMerger(const MergerQueueDescriptor& /*descriptor*/, |
| 1704 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1705 | { |
| 1706 | return std::unique_ptr<IWorkload>(); |
| 1707 | } |
| 1708 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1709 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMinimum(const MinimumQueueDescriptor& /*descriptor*/, |
| 1710 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1711 | { |
| 1712 | return std::unique_ptr<IWorkload>(); |
| 1713 | } |
| 1714 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1715 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateMultiplication(const MultiplicationQueueDescriptor& /*descriptor*/, |
| 1716 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1717 | { |
| 1718 | return std::unique_ptr<IWorkload>(); |
| 1719 | } |
| 1720 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1721 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateNormalization(const NormalizationQueueDescriptor& /*descriptor*/, |
| 1722 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1723 | { |
| 1724 | return std::unique_ptr<IWorkload>(); |
| 1725 | } |
| 1726 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1727 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateOutput(const OutputQueueDescriptor& /*descriptor*/, |
| 1728 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1729 | { |
| 1730 | return std::unique_ptr<IWorkload>(); |
| 1731 | } |
| 1732 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1733 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePad(const PadQueueDescriptor& /*descriptor*/, |
| 1734 | const WorkloadInfo& /*Info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1735 | { |
| 1736 | return std::unique_ptr<IWorkload>(); |
| 1737 | } |
| 1738 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1739 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePermute(const PermuteQueueDescriptor& /*descriptor*/, |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1740 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1741 | { |
| 1742 | return std::unique_ptr<IWorkload>(); |
| 1743 | } |
| 1744 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1745 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePooling2d(const Pooling2dQueueDescriptor& /*descriptor*/, |
| 1746 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1747 | { |
| 1748 | return std::unique_ptr<IWorkload>(); |
| 1749 | } |
| 1750 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1751 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePreCompiled(const PreCompiledQueueDescriptor& /*descriptor*/, |
| 1752 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1753 | { |
| 1754 | return std::unique_ptr<IWorkload>(); |
| 1755 | } |
| 1756 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1757 | std::unique_ptr<IWorkload> IWorkloadFactory::CreatePrelu(const PreluQueueDescriptor &/*descriptor*/, |
| 1758 | const WorkloadInfo &/*info*/) const |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 1759 | { |
| 1760 | return std::unique_ptr<IWorkload>(); |
| 1761 | } |
| 1762 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1763 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateQuantize(const QuantizeQueueDescriptor& /*descriptor*/, |
| 1764 | const WorkloadInfo& /*Info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1765 | { |
| 1766 | return std::unique_ptr<IWorkload>(); |
| 1767 | } |
| 1768 | |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 1769 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateQLstm(const QLstmQueueDescriptor& /*descriptor*/, |
| 1770 | const WorkloadInfo& /*info*/) const |
| 1771 | { |
| 1772 | return std::unique_ptr<IWorkload>(); |
| 1773 | } |
| 1774 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1775 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& /*descriptor*/, |
| 1776 | const WorkloadInfo& /*info*/) const |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1777 | { |
| 1778 | return std::unique_ptr<IWorkload>(); |
| 1779 | } |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 1780 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateRank(const RankQueueDescriptor& /*descriptor*/, |
| 1781 | const WorkloadInfo& /*info*/) const |
| 1782 | { |
| 1783 | return std::unique_ptr<IWorkload>(); |
| 1784 | } |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 1785 | |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 1786 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateReduce(const ReduceQueueDescriptor& /*descriptor*/, |
| 1787 | const WorkloadInfo& /*info*/) const |
| 1788 | { |
| 1789 | return std::unique_ptr<IWorkload>(); |
| 1790 | } |
| 1791 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1792 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateReshape(const ReshapeQueueDescriptor& /*descriptor*/, |
| 1793 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1794 | { |
| 1795 | return std::unique_ptr<IWorkload>(); |
| 1796 | } |
| 1797 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1798 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateResizeBilinear(const ResizeBilinearQueueDescriptor& /*descriptor*/, |
| 1799 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1800 | { |
| 1801 | return std::unique_ptr<IWorkload>(); |
| 1802 | } |
| 1803 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1804 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateResize(const ResizeQueueDescriptor& /*descriptor*/, |
| 1805 | const WorkloadInfo& /*info*/) const |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 1806 | { |
| 1807 | return std::unique_ptr<IWorkload>(); |
| 1808 | } |
| 1809 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1810 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateRsqrt(const RsqrtQueueDescriptor& /*descriptor*/, |
| 1811 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1812 | { |
| 1813 | return std::unique_ptr<IWorkload>(); |
| 1814 | } |
| 1815 | |
Keith Davis | 3ae3f97 | 2021-05-21 16:33:48 +0100 | [diff] [blame] | 1816 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateShape(const ShapeQueueDescriptor& /*descriptor*/, |
| 1817 | const WorkloadInfo& /*info*/) const |
| 1818 | { |
| 1819 | return std::unique_ptr<IWorkload>(); |
| 1820 | } |
| 1821 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1822 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSlice(const SliceQueueDescriptor& /*descriptor*/, |
| 1823 | const WorkloadInfo& /*info*/) const |
| 1824 | { |
| 1825 | return std::unique_ptr<IWorkload>(); |
| 1826 | } |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1827 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1828 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSoftmax(const SoftmaxQueueDescriptor& /*descriptor*/, |
| 1829 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1830 | { |
| 1831 | return std::unique_ptr<IWorkload>(); |
| 1832 | } |
| 1833 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1834 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSplitter(const SplitterQueueDescriptor& /*descriptor*/, |
| 1835 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1836 | { |
| 1837 | return std::unique_ptr<IWorkload>(); |
| 1838 | } |
| 1839 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1840 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& /*descriptor*/, |
| 1841 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1842 | { |
| 1843 | return std::unique_ptr<IWorkload>(); |
| 1844 | } |
| 1845 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1846 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& /*descriptor*/, |
| 1847 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1848 | { |
| 1849 | return std::unique_ptr<IWorkload>(); |
| 1850 | } |
| 1851 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1852 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateStack(const StackQueueDescriptor& /*descriptor*/, |
| 1853 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 1854 | { |
| 1855 | return std::unique_ptr<IWorkload>(); |
| 1856 | } |
| 1857 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1858 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateStridedSlice(const StridedSliceQueueDescriptor& /*descriptor*/, |
| 1859 | const WorkloadInfo& /*info*/) const |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 1860 | { |
| 1861 | return std::unique_ptr<IWorkload>(); |
| 1862 | } |
| 1863 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1864 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSubtraction(const SubtractionQueueDescriptor& /*descriptor*/, |
| 1865 | const WorkloadInfo& /*info*/) const |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 1866 | { |
| 1867 | return std::unique_ptr<IWorkload>(); |
| 1868 | } |
| 1869 | |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1870 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateSwitch(const SwitchQueueDescriptor& /*descriptor*/, |
| 1871 | const WorkloadInfo& /*info*/) const |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 1872 | { |
| 1873 | return std::unique_ptr<IWorkload>(); |
| 1874 | } |
| 1875 | |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 1876 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateTranspose(const TransposeQueueDescriptor& /*descriptor*/, |
| 1877 | const WorkloadInfo& /*info*/) const |
| 1878 | { |
| 1879 | return std::unique_ptr<IWorkload>(); |
| 1880 | } |
| 1881 | |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1882 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateTransposeConvolution2d( |
Derek Lamberti | 901ea11 | 2019-12-10 22:07:09 +0000 | [diff] [blame] | 1883 | const TransposeConvolution2dQueueDescriptor& /*descriptor*/, |
| 1884 | const WorkloadInfo& /*info*/) const |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1885 | { |
| 1886 | return std::unique_ptr<IWorkload>(); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 1887 | } |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 1888 | |
Narumol Prangnawarat | 8ed39ae | 2021-07-15 16:16:25 +0100 | [diff] [blame] | 1889 | std::unique_ptr<IWorkload> IWorkloadFactory::CreateUnidirectionalSequenceLstm( |
| 1890 | const UnidirectionalSequenceLstmQueueDescriptor& /*descriptor*/, |
| 1891 | const WorkloadInfo& /*info*/) const |
| 1892 | { |
| 1893 | return std::unique_ptr<IWorkload>(); |
| 1894 | } |
| 1895 | |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 1896 | } // namepsace armnn |