Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 1 | // |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 2 | // Copyright © 2017-2023 Arm Ltd and Contributors. All rights reserved. |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 6 | #include <doctest/doctest.h> |
Colm Donelan | a98e79a | 2022-12-06 21:32:29 +0000 | [diff] [blame] | 7 | #include <Graph.hpp> |
| 8 | #include <armnn/BackendId.hpp> |
| 9 | #include <armnn/Descriptors.hpp> |
| 10 | #include <armnn/INetwork.hpp> |
| 11 | #include <armnn/IRuntime.hpp> |
| 12 | #include <armnn/Tensor.hpp> |
| 13 | #include <armnn/Types.hpp> |
| 14 | #include <GraphUtils.hpp> |
| 15 | #include <reference/RefWorkloadFactory.hpp> |
| 16 | #include <memory> |
| 17 | #include <vector> |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 18 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 19 | TEST_SUITE("RefOptimizedNetwork") |
| 20 | { |
| 21 | TEST_CASE("OptimizeValidateCpuRefWorkloads") |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 22 | { |
| 23 | const armnn::TensorInfo desc({3, 5}, armnn::DataType::Float32); |
| 24 | |
Kevin May | d92a6e4 | 2021-02-04 10:27:41 +0000 | [diff] [blame] | 25 | // build up the structure of the network |
| 26 | armnn::INetworkPtr net(armnn::INetwork::Create()); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 27 | |
| 28 | armnn::NormalizationDescriptor nmDesc; |
| 29 | armnn::ActivationDescriptor acDesc; |
| 30 | |
| 31 | // in |
| 32 | // | |
| 33 | // nm |
| 34 | // / | |
| 35 | // ac | |
| 36 | // \ | |
| 37 | // ml |
| 38 | // | |
| 39 | // sm |
| 40 | // | |
| 41 | // ot |
Kevin May | d92a6e4 | 2021-02-04 10:27:41 +0000 | [diff] [blame] | 42 | armnn::IConnectableLayer* layer = net->AddInputLayer(0, "in"); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 43 | layer->GetOutputSlot(0).SetTensorInfo(desc); |
| 44 | |
Kevin May | d92a6e4 | 2021-02-04 10:27:41 +0000 | [diff] [blame] | 45 | armnn::IConnectableLayer* const normLayer = net->AddNormalizationLayer(nmDesc, "nm"); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 46 | |
| 47 | layer->GetOutputSlot(0).Connect(normLayer->GetInputSlot(0)); |
| 48 | normLayer->GetOutputSlot(0).SetTensorInfo(desc); |
| 49 | |
Kevin May | d92a6e4 | 2021-02-04 10:27:41 +0000 | [diff] [blame] | 50 | layer = net->AddActivationLayer(acDesc, "ac"); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 51 | |
| 52 | normLayer->GetOutputSlot(0).Connect(layer->GetInputSlot(0)); |
| 53 | layer->GetOutputSlot(0).SetTensorInfo(desc); |
| 54 | |
| 55 | armnn::IConnectableLayer* prevLayer = layer; |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 56 | layer = net->AddElementwiseBinaryLayer(armnn::BinaryOperation::Mul, "ml"); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 57 | |
| 58 | prevLayer->GetOutputSlot(0).Connect(layer->GetInputSlot(0)); |
| 59 | normLayer->GetOutputSlot(0).Connect(layer->GetInputSlot(1)); |
| 60 | layer->GetOutputSlot(0).SetTensorInfo(desc); |
| 61 | |
| 62 | prevLayer = layer; |
| 63 | armnn::SoftmaxDescriptor softmaxDescriptor; |
Kevin May | d92a6e4 | 2021-02-04 10:27:41 +0000 | [diff] [blame] | 64 | layer = net->AddSoftmaxLayer(softmaxDescriptor, "sm"); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 65 | |
| 66 | prevLayer->GetOutputSlot(0).Connect(layer->GetInputSlot(0)); |
| 67 | layer->GetOutputSlot(0).SetTensorInfo(desc); |
| 68 | |
| 69 | prevLayer = layer; |
Kevin May | d92a6e4 | 2021-02-04 10:27:41 +0000 | [diff] [blame] | 70 | layer = net->AddOutputLayer(0, "ot"); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 71 | |
| 72 | prevLayer->GetOutputSlot(0).Connect(layer->GetInputSlot(0)); |
| 73 | |
| 74 | armnn::IRuntime::CreationOptions options; |
| 75 | armnn::IRuntimePtr runtime(armnn::IRuntime::Create(options)); |
| 76 | |
| 77 | std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; |
Kevin May | d92a6e4 | 2021-02-04 10:27:41 +0000 | [diff] [blame] | 78 | armnn::IOptimizedNetworkPtr optNet = armnn::Optimize(*net, backends, runtime->GetDeviceSpec()); |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 79 | armnn::Graph& graph = GetGraphForTesting(optNet.get()); |
| 80 | graph.AllocateDynamicBuffers(); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 81 | CHECK(optNet); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 82 | |
| 83 | // Validates workloads. |
| 84 | armnn::RefWorkloadFactory fact; |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 85 | for (auto&& layer : graph) |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 86 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 87 | CHECK_NOTHROW(layer->CreateWorkload(fact)); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 88 | } |
| 89 | } |
| 90 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 91 | TEST_CASE("OptimizeValidateWorkloadsCpuRefPermuteLayer") |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 92 | { |
| 93 | // Create runtime in which test will run |
| 94 | armnn::IRuntime::CreationOptions options; |
| 95 | armnn::IRuntimePtr runtime(armnn::IRuntime::Create(options)); |
| 96 | |
| 97 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 98 | |
| 99 | // build up the structure of the network |
| 100 | armnn::INetworkPtr net(armnn::INetwork::Create()); |
| 101 | |
| 102 | armnn::IConnectableLayer* input = net->AddInputLayer(0); |
| 103 | |
| 104 | armnn::PermuteDescriptor descriptor({0, 2, 3, 1}); |
| 105 | armnn::IConnectableLayer* permute = net->AddPermuteLayer(descriptor); |
| 106 | |
| 107 | armnn::IConnectableLayer* output = net->AddOutputLayer(0); |
| 108 | |
| 109 | input->GetOutputSlot(0).Connect(permute->GetInputSlot(0)); |
| 110 | permute->GetOutputSlot(0).Connect(output->GetInputSlot(0)); |
| 111 | |
| 112 | input->GetOutputSlot(0).SetTensorInfo(armnn::TensorInfo({ 1, 1, 4, 4 }, armnn::DataType::Float32)); |
| 113 | permute->GetOutputSlot(0).SetTensorInfo(armnn::TensorInfo({ 1, 4, 1, 4 }, armnn::DataType::Float32)); |
| 114 | |
| 115 | // optimize the network |
| 116 | armnn::IOptimizedNetworkPtr optNet = armnn::Optimize(*net, backends, runtime->GetDeviceSpec()); |
| 117 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 118 | armnn::Graph& graph = GetGraphForTesting(optNet.get()); |
| 119 | graph.AllocateDynamicBuffers(); |
| 120 | |
| 121 | for (auto&& layer : graph) |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 122 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 123 | CHECK(layer->GetBackendId() == armnn::Compute::CpuRef); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 124 | } |
| 125 | } |
| 126 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 127 | TEST_CASE("OptimizeValidateWorkloadsCpuRefMeanLayer") |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 128 | { |
| 129 | // Create runtime in which test will run |
| 130 | armnn::IRuntime::CreationOptions options; |
| 131 | armnn::IRuntimePtr runtime(armnn::IRuntime::Create(options)); |
| 132 | |
| 133 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 134 | |
| 135 | // build up the structure of the network |
| 136 | armnn::INetworkPtr net(armnn::INetwork::Create()); |
| 137 | |
| 138 | armnn::IConnectableLayer* input = net->AddInputLayer(0); |
| 139 | |
| 140 | armnn::MeanDescriptor descriptor({ 0, 1 }, false); |
| 141 | armnn::IConnectableLayer* meanLayer = net->AddMeanLayer(descriptor); |
| 142 | |
| 143 | armnn::IConnectableLayer* output = net->AddOutputLayer(0); |
| 144 | |
| 145 | input->GetOutputSlot(0).Connect(meanLayer->GetInputSlot(0)); |
| 146 | meanLayer->GetOutputSlot(0).Connect(output->GetInputSlot(0)); |
| 147 | |
| 148 | input->GetOutputSlot(0).SetTensorInfo(armnn::TensorInfo({ 4, 3, 2 }, armnn::DataType::Float32)); |
| 149 | meanLayer->GetOutputSlot(0).SetTensorInfo(armnn::TensorInfo({ 2 }, armnn::DataType::Float32)); |
| 150 | |
| 151 | // optimize the network |
| 152 | armnn::IOptimizedNetworkPtr optNet = armnn::Optimize(*net, backends, runtime->GetDeviceSpec()); |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 153 | armnn::Graph& graph = GetGraphForTesting(optNet.get()); |
| 154 | graph.AllocateDynamicBuffers(); |
| 155 | for (auto&& layer : graph) |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 156 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 157 | CHECK(layer->GetBackendId() == armnn::Compute::CpuRef); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 158 | } |
| 159 | } |
| 160 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 161 | TEST_CASE("DebugTestOnCpuRef") |
keidav01 | 738c2e6 | 2018-12-11 16:14:20 +0000 | [diff] [blame] | 162 | { |
Kevin May | d92a6e4 | 2021-02-04 10:27:41 +0000 | [diff] [blame] | 163 | // build up the structure of the network |
| 164 | armnn::INetworkPtr net(armnn::INetwork::Create()); |
keidav01 | 738c2e6 | 2018-12-11 16:14:20 +0000 | [diff] [blame] | 165 | |
| 166 | armnn::ActivationDescriptor activation1Descriptor; |
| 167 | activation1Descriptor.m_Function = armnn::ActivationFunction::BoundedReLu; |
| 168 | activation1Descriptor.m_A = 1.f; |
| 169 | activation1Descriptor.m_B = -1.f; |
| 170 | |
| 171 | // Defines layers. |
Kevin May | d92a6e4 | 2021-02-04 10:27:41 +0000 | [diff] [blame] | 172 | auto input = net->AddInputLayer(0, "InputLayer"); |
| 173 | auto activation = net->AddActivationLayer(activation1Descriptor, "ActivationLayer"); |
| 174 | auto output = net->AddOutputLayer(0, "OutputLayer"); |
keidav01 | 738c2e6 | 2018-12-11 16:14:20 +0000 | [diff] [blame] | 175 | |
| 176 | // Connects layers. |
| 177 | input->GetOutputSlot(0).Connect(activation->GetInputSlot(0)); |
| 178 | activation->GetOutputSlot(0).Connect(output->GetInputSlot(0)); |
| 179 | |
| 180 | armnn::TensorShape shape({4}); |
| 181 | armnn::TensorInfo info(shape, armnn::DataType::Float32); |
| 182 | input->GetOutputSlot(0).SetTensorInfo(info); |
| 183 | activation->GetOutputSlot(0).SetTensorInfo(info); |
| 184 | |
| 185 | armnn::IRuntime::CreationOptions options; |
| 186 | armnn::IRuntimePtr runtime(armnn::IRuntime::Create(options)); |
| 187 | |
| 188 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 189 | |
John Mcloughlin | c5ee0d7 | 2023-03-24 12:07:25 +0000 | [diff] [blame] | 190 | armnn::OptimizerOptionsOpaque optimizerOptions; |
| 191 | optimizerOptions.SetDebugEnabled(true); |
keidav01 | 738c2e6 | 2018-12-11 16:14:20 +0000 | [diff] [blame] | 192 | |
Kevin May | d92a6e4 | 2021-02-04 10:27:41 +0000 | [diff] [blame] | 193 | armnn::IOptimizedNetworkPtr optimizedNet = armnn::Optimize(*net, backends, runtime->GetDeviceSpec(), |
keidav01 | 738c2e6 | 2018-12-11 16:14:20 +0000 | [diff] [blame] | 194 | optimizerOptions); |
| 195 | |
Francis Murtagh | 3d2b4b2 | 2021-02-15 18:23:17 +0000 | [diff] [blame] | 196 | armnn::Graph& graph = GetGraphForTesting(optimizedNet.get()); |
| 197 | graph.AllocateDynamicBuffers(); |
| 198 | |
keidav01 | 738c2e6 | 2018-12-11 16:14:20 +0000 | [diff] [blame] | 199 | // Tests that all layers are present in the graph. |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 200 | CHECK(graph.GetNumLayers() == 5); |
keidav01 | 738c2e6 | 2018-12-11 16:14:20 +0000 | [diff] [blame] | 201 | |
| 202 | // Tests that the vertices exist and have correct names. |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 203 | CHECK(GraphHasNamedLayer(graph, "InputLayer")); |
| 204 | CHECK(GraphHasNamedLayer(graph, "DebugLayerAfterInputLayer_0")); |
| 205 | CHECK(GraphHasNamedLayer(graph, "ActivationLayer")); |
| 206 | CHECK(GraphHasNamedLayer(graph, "DebugLayerAfterActivationLayer_0")); |
| 207 | CHECK(GraphHasNamedLayer(graph, "OutputLayer")); |
keidav01 | 738c2e6 | 2018-12-11 16:14:20 +0000 | [diff] [blame] | 208 | } |
| 209 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 210 | } |