108 lines
5.6 KiB
C
108 lines
5.6 KiB
C
|
/*
|
||
|
* Copyright (c) 2016-2020 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.
|
||
|
*/
|
||
|
#ifndef ARM_COMPUTE_CLMEANSTDDEV_H
|
||
|
#define ARM_COMPUTE_CLMEANSTDDEV_H
|
||
|
|
||
|
#include "arm_compute/core/CL/OpenCL.h"
|
||
|
#include "arm_compute/runtime/CL/functions/CLReductionOperation.h"
|
||
|
#include "arm_compute/runtime/IFunction.h"
|
||
|
#include "arm_compute/runtime/IMemoryManager.h"
|
||
|
#include "arm_compute/runtime/MemoryGroup.h"
|
||
|
|
||
|
#include <memory>
|
||
|
|
||
|
namespace arm_compute
|
||
|
{
|
||
|
class CLCompileContext;
|
||
|
class ICLTensor;
|
||
|
class ITensorInfo;
|
||
|
class CLFillBorderKernel;
|
||
|
class CLMeanStdDevKernel;
|
||
|
/** Basic function to execute mean and standard deviation by calling @ref CLMeanStdDevKernel */
|
||
|
class CLMeanStdDev : public IFunction
|
||
|
{
|
||
|
public:
|
||
|
/** Default Constructor. */
|
||
|
CLMeanStdDev(std::shared_ptr<IMemoryManager> memory_manager = nullptr);
|
||
|
/** Prevent instances of this class from being copied (As this class contains pointers) */
|
||
|
CLMeanStdDev(const CLMeanStdDev &) = delete;
|
||
|
/** Prevent instances of this class from being copied (As this class contains pointers) */
|
||
|
CLMeanStdDev &operator=(const CLMeanStdDev &) = delete;
|
||
|
/** Allow instances of this class to be moved */
|
||
|
CLMeanStdDev(CLMeanStdDev &&) = default;
|
||
|
/** Allow instances of this class to be moved */
|
||
|
CLMeanStdDev &operator=(CLMeanStdDev &&) = default;
|
||
|
/** Default destructor */
|
||
|
~CLMeanStdDev();
|
||
|
/** Initialise the kernel's inputs and outputs.
|
||
|
*
|
||
|
* @param[in, out] input Input image. Data types supported: U8/F16/F32. (Written to only for border filling)
|
||
|
* @param[out] mean Output average pixel value.
|
||
|
* @param[out] stddev (Optional) Output standard deviation of pixel values.
|
||
|
*/
|
||
|
void configure(ICLImage *input, float *mean, float *stddev = nullptr);
|
||
|
/** Initialise the kernel's inputs and outputs.
|
||
|
*
|
||
|
* @param[in] compile_context The compile context to be used.
|
||
|
* @param[in, out] input Input image. Data types supported: U8/F16/F32. (Written to only for border filling)
|
||
|
* @param[out] mean Output average pixel value.
|
||
|
* @param[out] stddev (Optional) Output standard deviation of pixel values.
|
||
|
*/
|
||
|
void configure(const CLCompileContext &compile_context, ICLImage *input, float *mean, float *stddev = nullptr);
|
||
|
/** Static function to check if given info will lead to a valid configuration of @ref CLMeanStdDev
|
||
|
*
|
||
|
* @param[in] input Input image. Data types supported: U8/F16/F32.
|
||
|
* @param[in] mean Output average pixel value.
|
||
|
* @param[in] stddev (Optional) Output standard deviation of pixel values.
|
||
|
*
|
||
|
* @return a status
|
||
|
*/
|
||
|
static Status validate(ITensorInfo *input, float *mean, float *stddev = nullptr);
|
||
|
|
||
|
// Inherited methods overridden:
|
||
|
void run() override;
|
||
|
|
||
|
private:
|
||
|
template <typename T>
|
||
|
void run_float();
|
||
|
void run_int();
|
||
|
|
||
|
MemoryGroup _memory_group; /**< Function's memory group */
|
||
|
DataType _data_type; /**< Input data type. */
|
||
|
unsigned int _num_pixels; /**< Number of image's pixels. */
|
||
|
bool _run_stddev; /**< Flag for knowing if we should run stddev reduction function. */
|
||
|
CLReductionOperation _reduction_operation_mean; /**< Reduction operation function for computing mean value. */
|
||
|
CLReductionOperation _reduction_operation_stddev; /**< Reduction operation function for computing standard deviation. */
|
||
|
CLTensor _reduction_output_mean; /**< Reduction operation output tensor for mean value. */
|
||
|
CLTensor _reduction_output_stddev; /**< Reduction operation output tensor for standard deviation value. */
|
||
|
float *_mean; /**< Pointer that holds the mean value. */
|
||
|
float *_stddev; /**< Pointer that holds the standard deviation value. */
|
||
|
std::unique_ptr<CLMeanStdDevKernel> _mean_stddev_kernel; /**< Kernel that standard deviation calculation. */
|
||
|
std::unique_ptr<CLFillBorderKernel> _fill_border_kernel; /**< Kernel that fills the border with zeroes. */
|
||
|
cl::Buffer _global_sum; /**< Variable that holds the global sum among calls in order to ease reduction */
|
||
|
cl::Buffer _global_sum_squared; /**< Variable that holds the global sum of squared values among calls in order to ease reduction */
|
||
|
};
|
||
|
}
|
||
|
#endif /*ARM_COMPUTE_CLMEANSTDDEV_H */
|