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/*
* Copyright (c) 2017-2018 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to
* deal in the Software without restriction, including without limitation the
* rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
* sell copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*/
#include "MeanStdDev.h"
namespace arm_compute
{
namespace test
{
namespace validation
{
namespace reference
{
template <typename T>
std::pair<float, float> mean_and_standard_deviation(const SimpleTensor<T> &in)
{
const int num_elements = in.num_elements();
// Calculate mean
float mean = std::accumulate(in.data(), in.data() + num_elements, 0.f) / num_elements;
// Calculate standard deviation
float std_dev = std::accumulate(in.data(), in.data() + num_elements, 0.f, [&mean](float a, float b)
{
return a + (mean - b) * (mean - b);
});
std_dev = std::sqrt(std_dev / num_elements);
return std::make_pair(mean, std_dev);
}
template std::pair<float, float> mean_and_standard_deviation(const SimpleTensor<uint8_t> &in);
template std::pair<float, float> mean_and_standard_deviation(const SimpleTensor<half> &in);
template std::pair<float, float> mean_and_standard_deviation(const SimpleTensor<float> &in);
} // namespace reference
} // namespace validation
} // namespace test
} // namespace arm_compute
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