TensorIOUtils.hpp

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//
// Copyright © 2017 Arm Ltd. All rights reserved.
// SPDX-License-Identifier: MIT
//
 
#pragma once
 
#include <armnn/Tensor.hpp>
 
#include <fmt/format.h>
#include <mapbox/variant.hpp>
 
namespace armnnUtils
{
 
template<typename TContainer>
inline armnn::InputTensors MakeInputTensors(const std::vector<armnn::BindingPointInfo>& inputBindings,
                                            const std::vector<TContainer>& inputDataContainers)
{
    armnn::InputTensors inputTensors;
 
    const size_t numInputs = inputBindings.size();
    if (numInputs != inputDataContainers.size())
    {
        throw armnn::Exception(fmt::format("The number of inputs does not match number of "
                                           "tensor data containers: {0} != {1}",
                                           numInputs,
                                           inputDataContainers.size()));
    }
 
    for (size_t i = 0; i < numInputs; i++)
    {
        const armnn::BindingPointInfo& inputBinding = inputBindings[i];
        const TContainer& inputData = inputDataContainers[i];
 
        mapbox::util::apply_visitor([&](auto&& value)
        {
            if (value.size() != inputBinding.second.GetNumElements())
            {
               throw armnn::Exception(fmt::format("The input tensor has incorrect size (expected {0} got {1})",
                                                  inputBinding.second.GetNumElements(),
                                                  value.size()));
            }
            armnn::TensorInfo inputTensorInfo = inputBinding.second;
            inputTensorInfo.SetConstant(true);
            armnn::ConstTensor inputTensor(inputTensorInfo, value.data());
            inputTensors.push_back(std::make_pair(inputBinding.first, inputTensor));
        },
        inputData);
    }
 
    return inputTensors;
}
 
template<typename TContainer>
inline armnn::OutputTensors MakeOutputTensors(const std::vector<armnn::BindingPointInfo>& outputBindings,
                                              std::vector<TContainer>& outputDataContainers)
{
    armnn::OutputTensors outputTensors;
 
    const size_t numOutputs = outputBindings.size();
    if (numOutputs != outputDataContainers.size())
    {
        throw armnn::Exception(fmt::format("Number of outputs does not match number"
                                           "of tensor data containers: {0} != {1}",
                                           numOutputs,
                                           outputDataContainers.size()));
    }
 
    for (size_t i = 0; i < numOutputs; i++)
    {
        const armnn::BindingPointInfo& outputBinding = outputBindings[i];
        TContainer& outputData = outputDataContainers[i];
 
        mapbox::util::apply_visitor([&](auto&& value)
        {
            if (value.size() != outputBinding.second.GetNumElements())
            {
                throw armnn::Exception("Output tensor has incorrect size");
            }
 
            armnn::Tensor outputTensor(outputBinding.second, value.data());
            outputTensors.push_back(std::make_pair(outputBinding.first, outputTensor));
        },
        outputData);
    }
 
    return outputTensors;
}
 
} // namespace armnnUtils