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 | // |
| 5 | #pragma once |
| 6 | |
| 7 | #include <armnn/DescriptorsFwd.hpp> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 8 | #include <armnn/LstmParams.hpp> |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 9 | #include <armnn/QuantizedLstmParams.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 10 | #include <armnn/TensorFwd.hpp> |
| 11 | #include <armnn/Types.hpp> |
| 12 | |
| 13 | #include <armnn/INetwork.hpp> |
| 14 | |
| 15 | #include <string> |
| 16 | #include <vector> |
Derek Lamberti | 84da38b | 2019-06-13 11:40:08 +0100 | [diff] [blame] | 17 | #include <map> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 18 | #include <memory> |
| 19 | |
Derek Lamberti | 4a9e24b | 2020-01-03 16:53:38 +0000 | [diff] [blame] | 20 | #include "Graph.hpp" |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 21 | #include "Layer.hpp" |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 22 | #include "OptimizedNetworkImpl.hpp" |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 23 | |
| 24 | namespace armnn |
| 25 | { |
| 26 | class Graph; |
| 27 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 28 | using NetworkImplPtr = std::unique_ptr<NetworkImpl, void(*)(NetworkImpl* network)>; |
| 29 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 30 | /// Private implementation of INetwork. |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 31 | class NetworkImpl |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 32 | { |
| 33 | public: |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 34 | NetworkImpl(NetworkOptions networkOptions = {}); |
| 35 | ~NetworkImpl(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 36 | |
| 37 | const Graph& GetGraph() const { return *m_Graph; } |
| 38 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 39 | Status PrintGraph(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 40 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 41 | IConnectableLayer* AddInputLayer(LayerBindingId id, const char* name=nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 42 | |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 43 | IConnectableLayer* AddArgMinMaxLayer(const ArgMinMaxDescriptor& desc, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 44 | const char* name = nullptr); |
Nikhil Raj | ee391d5 | 2019-09-05 17:50:44 +0100 | [diff] [blame] | 45 | |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 46 | IConnectableLayer* AddBatchToSpaceNdLayer(const BatchToSpaceNdDescriptor& batchToSpaceNdDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 47 | const char* name = nullptr); |
Éanna Ó Catháin | 4e1e136 | 2018-11-12 11:36:34 +0000 | [diff] [blame] | 48 | |
mathad01 | b392e98 | 2021-04-07 12:07:30 +0100 | [diff] [blame] | 49 | IConnectableLayer* AddCastLayer(const char* name = nullptr); |
| 50 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 51 | IConnectableLayer* AddComparisonLayer(const ComparisonDescriptor& comparisonDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 52 | const char* name = nullptr); |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 53 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 54 | IConnectableLayer* AddConcatLayer(const ConcatDescriptor& concatDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 55 | const char* name = nullptr); |
Jim Flynn | 906f946 | 2019-05-10 13:55:21 +0100 | [diff] [blame] | 56 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 57 | IConnectableLayer* AddConvolution2dLayer(const Convolution2dDescriptor& convolution2dDescriptor, |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 58 | const ConstTensor& weights, |
| 59 | const Optional<ConstTensor>& biases, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 60 | const char* name = nullptr); |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 61 | |
Matteo Martincigh | fc598e1 | 2019-05-14 10:36:13 +0100 | [diff] [blame] | 62 | ARMNN_DEPRECATED_MSG("This AddConvolution2dLayer overload is deprecated") |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 63 | IConnectableLayer* AddConvolution2dLayer(const Convolution2dDescriptor& convolution2dDescriptor, |
| 64 | const ConstTensor& weights, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 65 | const char* name = nullptr); |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 66 | |
Matteo Martincigh | fc598e1 | 2019-05-14 10:36:13 +0100 | [diff] [blame] | 67 | ARMNN_DEPRECATED_MSG("This AddConvolution2dLayer overload is deprecated") |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 68 | IConnectableLayer* AddConvolution2dLayer(const Convolution2dDescriptor& convolution2dDescriptor, |
| 69 | const ConstTensor& weights, |
| 70 | const ConstTensor& biases, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 71 | const char* name = nullptr); |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 72 | |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 73 | IConnectableLayer* AddDepthToSpaceLayer(const DepthToSpaceDescriptor& depthToSpaceDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 74 | const char* name = nullptr); |
Aron Virginas-Tar | dd6247f | 2019-09-19 14:31:17 +0100 | [diff] [blame] | 75 | |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 76 | IConnectableLayer* AddDepthwiseConvolution2dLayer( |
| 77 | const DepthwiseConvolution2dDescriptor& convolution2dDescriptor, |
| 78 | const ConstTensor& weights, |
| 79 | const Optional<ConstTensor>& biases, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 80 | const char* name = nullptr); |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 81 | |
Matteo Martincigh | fc598e1 | 2019-05-14 10:36:13 +0100 | [diff] [blame] | 82 | ARMNN_DEPRECATED_MSG("This AddDepthwiseConvolution2dLayer overload is deprecated") |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 83 | IConnectableLayer* AddDepthwiseConvolution2dLayer( |
| 84 | const DepthwiseConvolution2dDescriptor& convolution2dDescriptor, |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 85 | const ConstTensor& weights, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 86 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 87 | |
Matteo Martincigh | fc598e1 | 2019-05-14 10:36:13 +0100 | [diff] [blame] | 88 | ARMNN_DEPRECATED_MSG("This AddDepthwiseConvolution2dLayer overload is deprecated") |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 89 | IConnectableLayer* AddDepthwiseConvolution2dLayer( |
| 90 | const DepthwiseConvolution2dDescriptor& convolution2dDescriptor, |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 91 | const ConstTensor& weights, |
| 92 | const ConstTensor& biases, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 93 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 94 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 95 | IConnectableLayer* AddDequantizeLayer(const char* name = nullptr); |
Nattapat Chaimanowong | e4294fd | 2019-03-28 09:56:53 +0000 | [diff] [blame] | 96 | |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 97 | IConnectableLayer* AddDetectionPostProcessLayer( |
| 98 | const DetectionPostProcessDescriptor& descriptor, |
Narumol Prangnawarat | 6d302bf | 2019-02-04 11:46:26 +0000 | [diff] [blame] | 99 | const ConstTensor& anchors, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 100 | const char* name = nullptr); |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 101 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 102 | IConnectableLayer* AddElementwiseUnaryLayer(const ElementwiseUnaryDescriptor& elementwiseUnaryDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 103 | const char* name = nullptr); |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 104 | |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 105 | IConnectableLayer* AddFillLayer(const FillDescriptor& fillDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 106 | const char* name = nullptr); |
Ryan OShea | ec6c680 | 2020-06-05 17:17:06 +0100 | [diff] [blame] | 107 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 108 | IConnectableLayer* AddFullyConnectedLayer(const FullyConnectedDescriptor& fullyConnectedDescriptor, |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 109 | const Optional<ConstTensor>& weights, |
| 110 | const Optional<ConstTensor>& biases, |
| 111 | const char* name = nullptr); |
| 112 | |
| 113 | IConnectableLayer* AddFullyConnectedLayer(const FullyConnectedDescriptor& fullyConnectedDescriptor, |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 114 | const ConstTensor& weights, |
| 115 | const Optional<ConstTensor>& biases, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 116 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 117 | |
Matteo Martincigh | fc598e1 | 2019-05-14 10:36:13 +0100 | [diff] [blame] | 118 | ARMNN_DEPRECATED_MSG("This AddFullyConnectedLayer overload is deprecated") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 119 | IConnectableLayer* AddFullyConnectedLayer(const FullyConnectedDescriptor& fullyConnectedDescriptor, |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 120 | const ConstTensor& weights, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 121 | const char* name = nullptr); |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 122 | |
Matteo Martincigh | fc598e1 | 2019-05-14 10:36:13 +0100 | [diff] [blame] | 123 | ARMNN_DEPRECATED_MSG("This AddFullyConnectedLayer overload is deprecated") |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 124 | IConnectableLayer* AddFullyConnectedLayer(const FullyConnectedDescriptor& fullyConnectedDescriptor, |
| 125 | const ConstTensor& weights, |
| 126 | const ConstTensor& biases, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 127 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 128 | |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 129 | ARMNN_DEPRECATED_MSG("This AddGatherLayer overload is deprecated") |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 130 | IConnectableLayer* AddGatherLayer(const char* name = nullptr); |
narpra01 | b89b05f | 2019-01-16 09:53:09 +0000 | [diff] [blame] | 131 | |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 132 | IConnectableLayer* AddGatherLayer(const GatherDescriptor& gatherDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 133 | const char* name = nullptr); |
Teresa Charlin | 5266473 | 2020-06-29 16:27:03 +0100 | [diff] [blame] | 134 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 135 | IConnectableLayer* AddPermuteLayer(const PermuteDescriptor& permuteDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 136 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 137 | |
| 138 | IConnectableLayer* AddPooling2dLayer(const Pooling2dDescriptor& pooling2dDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 139 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 140 | |
| 141 | IConnectableLayer* AddActivationLayer(const ActivationDescriptor& activationDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 142 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 143 | |
| 144 | IConnectableLayer* AddNormalizationLayer(const NormalizationDescriptor& normalizationDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 145 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 146 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 147 | IConnectableLayer* AddSliceLayer(const SliceDescriptor& sliceDescriptor, const char* name = nullptr); |
Aron Virginas-Tar | 636ab40 | 2019-09-16 14:27:45 +0100 | [diff] [blame] | 148 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 149 | IConnectableLayer* AddSoftmaxLayer(const SoftmaxDescriptor& softmaxDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 150 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 151 | |
| 152 | IConnectableLayer* AddSplitterLayer(const ViewsDescriptor& splitterDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 153 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 154 | |
Jim Flynn | 906f946 | 2019-05-10 13:55:21 +0100 | [diff] [blame] | 155 | ARMNN_DEPRECATED_MSG("Use AddConcatLayer instead") |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 156 | IConnectableLayer* AddMergerLayer(const MergerDescriptor& mergerDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 157 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 158 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 159 | ARMNN_DEPRECATED_MSG("Use AddElementwiseUnaryLayer instead") |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 160 | IConnectableLayer* AddAbsLayer(const char* name = nullptr); |
Kevin May | 868eb14 | 2019-09-04 17:29:31 +0100 | [diff] [blame] | 161 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 162 | IConnectableLayer* AddAdditionLayer(const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 163 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 164 | IConnectableLayer* AddMultiplicationLayer(const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 165 | |
| 166 | IConnectableLayer* AddBatchNormalizationLayer(const BatchNormalizationDescriptor& desc, |
| 167 | const ConstTensor& mean, |
| 168 | const ConstTensor& variance, |
| 169 | const ConstTensor& beta, |
| 170 | const ConstTensor& gamma, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 171 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 172 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 173 | IConnectableLayer* AddRankLayer(const char* name = nullptr); |
Finn Williams | 2605b23 | 2020-06-10 15:53:46 +0100 | [diff] [blame] | 174 | |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 175 | ARMNN_DEPRECATED_MSG("Use AddResizeLayer instead") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 176 | IConnectableLayer* AddResizeBilinearLayer(const ResizeBilinearDescriptor& resizeDesc, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 177 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 178 | |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 179 | IConnectableLayer* AddResizeLayer(const ResizeDescriptor& resizeDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 180 | const char* name = nullptr); |
Teresa Charlin | a9075df | 2019-06-27 15:41:57 +0100 | [diff] [blame] | 181 | |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 182 | IConnectableLayer* AddReduceLayer(const ReduceDescriptor& reduceDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 183 | const char* name = nullptr); |
Sadik Armagan | 0c3ea5b | 2021-02-03 09:29:30 +0000 | [diff] [blame] | 184 | |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 185 | IConnectableLayer* AddInstanceNormalizationLayer(const InstanceNormalizationDescriptor& desc, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 186 | const char* name = nullptr); |
Kevin May | ce5045a | 2019-10-02 14:07:47 +0100 | [diff] [blame] | 187 | |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 188 | IConnectableLayer* AddL2NormalizationLayer(const L2NormalizationDescriptor& desc, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 189 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 190 | |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 191 | IConnectableLayer* AddLogSoftmaxLayer(const LogSoftmaxDescriptor& logSoftmaxDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 192 | const char* name = nullptr); |
Aron Virginas-Tar | f982dea | 2019-10-11 14:07:53 +0100 | [diff] [blame] | 193 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 194 | IConnectableLayer* AddConstantLayer(const ConstTensor& input, const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 195 | |
| 196 | IConnectableLayer* AddReshapeLayer(const ReshapeDescriptor& reshapeDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 197 | const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 198 | |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 199 | IConnectableLayer* AddSpaceToBatchNdLayer(const SpaceToBatchNdDescriptor& spaceToBatchNdDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 200 | const char* name = nullptr); |
Nattapat Chaimanowong | 207ef9a | 2018-11-02 10:57:25 +0000 | [diff] [blame] | 201 | |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 202 | IConnectableLayer* AddSpaceToDepthLayer(const SpaceToDepthDescriptor& spaceToDepthDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 203 | const char* name = nullptr); |
Aron Virginas-Tar | 972af15 | 2019-06-11 14:14:03 +0100 | [diff] [blame] | 204 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 205 | IConnectableLayer* AddFloorLayer(const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 206 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 207 | IConnectableLayer* AddOutputLayer(LayerBindingId id, const char* name = nullptr); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 208 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 209 | IConnectableLayer* AddLstmLayer(const LstmDescriptor& descriptor, |
| 210 | const LstmInputParams& params, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 211 | const char* name = nullptr); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 212 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 213 | IConnectableLayer* AddDivisionLayer(const char* name = nullptr); |
Francis Murtagh | e7a86a4 | 2018-08-29 12:42:10 +0100 | [diff] [blame] | 214 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 215 | IConnectableLayer* AddSubtractionLayer(const char* name = nullptr); |
David Beck | 1952622 | 2018-09-12 16:00:08 +0100 | [diff] [blame] | 216 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 217 | IConnectableLayer* AddMaximumLayer(const char* name = nullptr); |
Nattapat Chaimanowong | 5a4304a | 2018-11-28 10:44:37 +0000 | [diff] [blame] | 218 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 219 | IConnectableLayer* AddMeanLayer(const MeanDescriptor& meanDescriptor, const char* name = nullptr); |
narpra01 | 32b9046 | 2018-09-13 11:07:48 +0100 | [diff] [blame] | 220 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 221 | IConnectableLayer* AddPadLayer(const PadDescriptor& padDescriptor, const char* name = nullptr); |
Mohamed Nour Abouelseoud | 5662c20 | 2018-09-24 13:30:09 +0100 | [diff] [blame] | 222 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 223 | IConnectableLayer* AddQuantizeLayer(const char* name = nullptr); |
Derek Lamberti | a9cca6a | 2019-03-25 15:41:58 +0000 | [diff] [blame] | 224 | |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 225 | IConnectableLayer* AddStridedSliceLayer(const StridedSliceDescriptor& stridedSliceDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 226 | const char* name = nullptr); |
Conor Kennedy | 430b5d8 | 2018-11-14 15:28:28 +0000 | [diff] [blame] | 227 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 228 | IConnectableLayer* AddMinimumLayer(const char* name = nullptr); |
kevmay01 | 9053969 | 2018-11-29 08:40:19 +0000 | [diff] [blame] | 229 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 230 | ARMNN_DEPRECATED_MSG("Use AddComparisonLayer instead") |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 231 | IConnectableLayer* AddGreaterLayer(const char* name = nullptr); |
Matteo Martincigh | 59a950c | 2018-12-13 12:48:25 +0000 | [diff] [blame] | 232 | |
Aron Virginas-Tar | 77bfb5e | 2019-10-16 17:45:38 +0100 | [diff] [blame] | 233 | ARMNN_DEPRECATED_MSG("Use AddComparisonLayer instead") |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 234 | IConnectableLayer* AddEqualLayer(const char* name = nullptr); |
FrancisMurtagh | 2099595 | 2018-12-17 12:11:36 +0000 | [diff] [blame] | 235 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 236 | ARMNN_DEPRECATED_MSG("Use AddElementwiseUnaryLayer instead") |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 237 | IConnectableLayer* AddRsqrtLayer(const char* name = nullptr); |
Mohamed Nour Abouelseoud | a1d3c6a | 2018-12-27 12:39:16 +0000 | [diff] [blame] | 238 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 239 | IConnectableLayer* AddMergeLayer(const char* name = nullptr); |
Nattapat Chaimanowong | 1f88630 | 2019-04-05 13:37:19 +0100 | [diff] [blame] | 240 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 241 | IConnectableLayer* AddSwitchLayer(const char* name = nullptr); |
Sadik Armagan | eff363d | 2019-04-05 15:25:46 +0100 | [diff] [blame] | 242 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 243 | IConnectableLayer* AddPreluLayer(const char* name = nullptr); |
Matteo Martincigh | 0e406ee | 2019-06-12 15:42:18 +0100 | [diff] [blame] | 244 | |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 245 | IConnectableLayer* AddTransposeConvolution2dLayer(const TransposeConvolution2dDescriptor& descriptor, |
| 246 | const ConstTensor& weights, |
| 247 | const Optional<ConstTensor>& biases, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 248 | const char* name = nullptr); |
Aron Virginas-Tar | 639fb04 | 2019-06-20 14:28:19 +0100 | [diff] [blame] | 249 | |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 250 | IConnectableLayer* AddTransposeLayer(const TransposeDescriptor& transposeDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 251 | const char* name = nullptr); |
Mike Kelly | c9ea45a | 2020-02-28 18:11:58 +0000 | [diff] [blame] | 252 | |
Keith Davis | 3ae3f97 | 2021-05-21 16:33:48 +0100 | [diff] [blame^] | 253 | IConnectableLayer* AddShapeLayer(const char* name = nullptr); |
| 254 | |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 255 | IConnectableLayer* AddStackLayer(const StackDescriptor& stackDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 256 | const char* name = nullptr); |
Matthew Jackson | 2b8c1da | 2019-07-04 14:59:16 +0100 | [diff] [blame] | 257 | |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 258 | IConnectableLayer* AddStandInLayer(const StandInDescriptor& descriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 259 | const char* name = nullptr); |
Derek Lamberti | 013c390 | 2019-10-21 10:46:16 +0100 | [diff] [blame] | 260 | |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 261 | IConnectableLayer* AddQLstmLayer(const QLstmDescriptor& descriptor, |
| 262 | const LstmInputParams& params, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 263 | const char* name = nullptr); |
James Conroy | 586a9aa | 2020-03-20 08:49:33 +0000 | [diff] [blame] | 264 | |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 265 | IConnectableLayer* AddQuantizedLstmLayer(const QuantizedLstmInputParams& params, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 266 | const char* name = nullptr); |
James Conroy | ee18dc8 | 2019-07-17 11:27:46 +0100 | [diff] [blame] | 267 | |
James Conroy | aba90cd | 2020-11-06 16:28:18 +0000 | [diff] [blame] | 268 | IConnectableLayer* AddLogicalBinaryLayer(const LogicalBinaryDescriptor& logicalBinaryDescriptor, |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 269 | const char* name = nullptr); |
James Conroy | aba90cd | 2020-11-06 16:28:18 +0000 | [diff] [blame] | 270 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 271 | void Accept(ILayerVisitor& visitor) const; |
Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame] | 272 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 273 | void ExecuteStrategy(IStrategy& strategy) const; |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 274 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 275 | private: |
| 276 | IConnectableLayer* AddFullyConnectedLayerImpl(const FullyConnectedDescriptor& fullyConnectedDescriptor, |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 277 | const Optional<ConstTensor>& weights, |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 278 | const Optional<ConstTensor>& biases, |
| 279 | const char* name); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 280 | |
| 281 | IConnectableLayer* AddConvolution2dLayerImpl(const Convolution2dDescriptor& convolution2dDescriptor, |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 282 | const ConstTensor& weights, |
| 283 | const Optional<ConstTensor>& biases, |
| 284 | const char* name); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 285 | |
| 286 | IConnectableLayer* AddDepthwiseConvolution2dLayerImpl( |
| 287 | const DepthwiseConvolution2dDescriptor& convolution2dDescriptor, |
| 288 | const ConstTensor& weights, |
Aron Virginas-Tar | ad40270 | 2019-02-22 17:03:44 +0000 | [diff] [blame] | 289 | const Optional<ConstTensor>& biases, |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 290 | const char* name); |
| 291 | |
Finn Williams | f24effa | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 292 | bool GetShapeInferenceMethod(); |
| 293 | NetworkOptions m_NetworkOptions; |
| 294 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 295 | std::unique_ptr<Graph> m_Graph; |
Sadik Armagan | 045f6be | 2020-09-10 13:37:32 +0100 | [diff] [blame] | 296 | ModelOptions m_ModelOptions; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 297 | }; |
| 298 | |
Derek Lamberti | 84da38b | 2019-06-13 11:40:08 +0100 | [diff] [blame] | 299 | struct OptimizationResult |
| 300 | { |
| 301 | bool m_Warning; |
| 302 | bool m_Error; |
| 303 | |
Derek Lamberti | 4a9e24b | 2020-01-03 16:53:38 +0000 | [diff] [blame] | 304 | OptimizationResult(bool warning, bool error) |
| 305 | : m_Warning(warning) |
| 306 | , m_Error(error) |
Derek Lamberti | 84da38b | 2019-06-13 11:40:08 +0100 | [diff] [blame] | 307 | {} |
Derek Lamberti | 4a9e24b | 2020-01-03 16:53:38 +0000 | [diff] [blame] | 308 | |
| 309 | OptimizationResult() |
| 310 | : OptimizationResult(false, false) |
| 311 | {} |
| 312 | |
| 313 | bool IsOk() const { return !m_Warning && !m_Error; } |
| 314 | bool IsWarningOnly() const { return m_Warning && !m_Error; } |
| 315 | bool IsError() const { return m_Error; } |
| 316 | |
Derek Lamberti | 84da38b | 2019-06-13 11:40:08 +0100 | [diff] [blame] | 317 | }; |
| 318 | |
| 319 | using BackendsMap = std::map<BackendId, std::unique_ptr<class IBackendInternal>>; |
| 320 | |
| 321 | BackendsMap CreateSupportedBackends(TensorHandleFactoryRegistry& handleFactoryRegistry, |
| 322 | struct BackendSettings& backendSettings); |
| 323 | |
| 324 | OptimizationResult SelectTensorHandleStrategy(Graph& optGraph, |
| 325 | BackendsMap& backends, |
| 326 | TensorHandleFactoryRegistry& registry, |
Narumol Prangnawarat | a2493a0 | 2020-08-19 14:39:07 +0100 | [diff] [blame] | 327 | bool importEnabled, |
Derek Lamberti | 84da38b | 2019-06-13 11:40:08 +0100 | [diff] [blame] | 328 | Optional<std::vector<std::string>&> errMessages); |
| 329 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 330 | OptimizationResult AssignBackends(OptimizedNetworkImpl* optNetObjPtr, |
Derek Lamberti | 4a9e24b | 2020-01-03 16:53:38 +0000 | [diff] [blame] | 331 | BackendSettings& backendSettings, |
| 332 | Graph::Iterator& firstLayer, |
| 333 | Graph::Iterator& lastLayer, |
| 334 | Optional<std::vector<std::string>&> errMessages); |
| 335 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 336 | } // namespace armnn |