/* * Copyright (c) 2016-2019 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/core/CL/kernels/CLFillBorderKernel.h" #include "arm_compute/core/CL/kernels/CLMeanStdDevKernel.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" namespace arm_compute { /** Basic function to execute mean and standard deviation by calling @ref CLMeanStdDevKernel */ class CLMeanStdDev : public IFunction { public: /** Default Constructor. */ CLMeanStdDev(std::shared_ptr 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() = default; /** 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); /** 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 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. */ CLMeanStdDevKernel _mean_stddev_kernel; /**< Kernel that standard deviation calculation. */ 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__ */