ArmComputeSubgraphUtils.hpp

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//
// Copyright © 2020 Arm Ltd and Contributors. All rights reserved.
// SPDX-License-Identifier: MIT
//

#pragma once

#include <armnn/backends/OptimizationViews.hpp>

namespace armnn
{

namespace
{

//
// this helper only works if all layers where the inputs connect to are not selected
//
SubgraphView::InputSlots CreateInputsFrom(const std::vector<Layer*>& layers)
{
    SubgraphView::InputSlots result;
    for (auto&& layer : layers)
    {
        for (auto&& it = layer->BeginInputSlots(); it != layer->EndInputSlots(); ++it)
        {
            result.push_back(&(*it));
        }
    }
    return result;
}

//
// this helper only works if all layers where the outputs connect to are not selected
//
SubgraphView::OutputSlots CreateOutputsFrom(const std::vector<Layer*>& layers)
{
    SubgraphView::OutputSlots result;
    for (auto&& layer : layers)
    {
        for (auto&& it = layer->BeginOutputSlots(); it != layer->EndOutputSlots(); ++it)
        {
            result.push_back(&(*it));
        }
    }
    return result;
}

bool checkDataTypeInputandOutput(const Layer& layer)
{
    auto inputInfo = layer.GetInputSlot(0).GetConnection()->GetTensorInfo();
    auto outputInfo = layer.GetOutputSlot(0).GetTensorInfo();
    bool sameDataType = (inputInfo.GetDataType() == outputInfo.GetDataType());

    // Check is same quantization info (same scale and offset)
    if (sameDataType)
    {
        if (IsQuantizedType(inputInfo.GetDataType()))
        {
            bool sameScale = (inputInfo.GetQuantizationScale() == outputInfo.GetQuantizationScale());
            bool sameOffset = (inputInfo.GetQuantizationOffset() == outputInfo.GetQuantizationOffset());

            return (sameScale && sameOffset);
        }
        else
        {
            return true;
        }
    }
    else
    {
        return false;
    }
}

} // namespace

inline void ReportUntouchedLayers(OptimizationViews& optimizationViews, std::map<LayerGuid, Layer*> untouched)
{
    std::vector<Layer*> untouchedVector;
    for (const auto& pair : untouched)
    {
        Layer* layer = pair.second;
        SubgraphView subgraphView(CreateInputsFrom({layer}),
                                  CreateOutputsFrom({layer}),
                                  {layer});
        optimizationViews.AddUntouchedSubgraph(std::move(subgraphView));
    }
}

template<typename LayerType>
LayerType* FuseLayerWithoutParameters(OptimizationViews& optimizationViews,
                                      LayerType* baseLayer,
                                      ActivationLayer* activationLayer,
                                      ActivationDescriptor& activationDesc,
                                      std::string name)
{
    LayerType* replacementLayer = optimizationViews.GetGraph().AddLayer<LayerType>(name.c_str());

    replacementLayer->SetAdditionalInfoForObject(std::make_shared<ActivationDescriptor>(activationDesc));

    SubgraphView substitutionSubgraph(CreateInputsFrom({baseLayer}),
                                      CreateOutputsFrom({activationLayer}),
                                      {baseLayer, activationLayer});
    SubgraphView replacementSubgraph(replacementLayer);

    optimizationViews.AddSubstitution({substitutionSubgraph, replacementSubgraph});
    return replacementLayer;
}

template<typename LayerType>
LayerType* FuseLayerWithParameters(OptimizationViews& optimizationViews,
                                   LayerType* baseLayer,
                                   ActivationLayer* activationLayer,
                                   ActivationDescriptor& activationDesc,
                                   std::string name)
{
    LayerType* replacementLayer = optimizationViews.GetGraph().AddLayer<LayerType>(baseLayer->GetParameters(),
                                                                                   name.c_str());

    replacementLayer->SetAdditionalInfoForObject(std::make_shared<ActivationDescriptor>(activationDesc));

    SubgraphView substitutionSubgraph(CreateInputsFrom({baseLayer}),
                                      CreateOutputsFrom({activationLayer}),
                                      {baseLayer, activationLayer});
    SubgraphView replacementSubgraph(replacementLayer);

    optimizationViews.AddSubstitution({substitutionSubgraph, replacementSubgraph});
    return replacementLayer;
}

template<typename LayerType>
LayerType* FuseLayerWithWeightsAndBiases(OptimizationViews& optimizationViews,
                                         LayerType* baseLayer,
                                         ActivationLayer* activationLayer,
                                         ActivationDescriptor& activationDesc,
                                         std::string name)
{
    LayerType* replacementLayer = FuseLayerWithParameters(optimizationViews,
                                                          baseLayer,
                                                          activationLayer,
                                                          activationDesc,
                                                          name);

    replacementLayer->m_Weight = std::move(baseLayer->m_Weight);
    replacementLayer->m_Bias   = std::move(baseLayer->m_Bias);

    return replacementLayer;
}

} // namespace armnn