/* * 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_NESCALEKERNEL_H__ #define __ARM_COMPUTE_NESCALEKERNEL_H__ #include "arm_compute/core/NEON/INEKernel.h" #include "arm_compute/core/Types.h" namespace arm_compute { class ITensor; /** NEON kernel to perform scaling on a tensor */ class NEScaleKernel : public INEKernel { public: const char *name() const override { return "NEScaleKernel"; } /** Default constructor */ NEScaleKernel(); /** Prevent instances of this class from being copied (As this class contains pointers) */ NEScaleKernel(const NEScaleKernel &) = delete; /** Prevent instances of this class from being copied (As this class contains pointers) */ NEScaleKernel &operator=(const NEScaleKernel &) = delete; /** Allow instances of this class to be moved */ NEScaleKernel(NEScaleKernel &&) = default; /** Allow instances of this class to be moved */ NEScaleKernel &operator=(NEScaleKernel &&) = default; /** Default destructor */ ~NEScaleKernel() = default; /** Initialise the kernel's inputs, output and interpolation policy * * @note dx, dy and offsets have the same dimensions (width and height) of the output tensor * @note Using @p policy Area only supports data layout NCHW and input data type U8. * * @param[in] input Source tensor. Data types supported: U8/S16/F16/F32. * @param[in] dx Pixel's distance between the X real coordinate and the smallest X following integer. Data type supported: F32 * @param[in] dy Pixel's distance between the Y real coordinate and the smallest Y following integer. Data type supported: F32 * @param[in] offsets Offset to access the pixel with NEAREST interpolation or the top-left pixel with BILINEAR interpolation in the input tensor. Data type supported: S32. * @param[out] output Destination tensor. Data types supported: Same as @p input. All but the lowest two dimensions must be the same size as in the input tensor, i.e. scaling is only performed within the XY-plane. * @param[in] policy Interpolation type to use * @param[in] border_mode Border mode policy * @param[in] constant_border_value (Optional) Constant value to use for borders if border_mode is set to CONSTANT and use_padding is set to false. * @param[in] sampling_policy (Optional) Sampling policy used by the interpolation. Defaults to @ref SamplingPolicy::CENTER * @param[in] use_padding (Optional) Is padding in use or not. Defaults to true. */ void configure(const ITensor *input, const ITensor *dx, const ITensor *dy, const ITensor *offsets, ITensor *output, InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value = PixelValue(), SamplingPolicy sampling_policy = SamplingPolicy::CENTER, bool use_padding = true); /** Static function to check if given info will lead to a valid configuration of @ref NEScaleKernel * * @note dx, dy and offsets have the same dimensions (width and height) of the output tensor * @note Using @p policy Area only supports data layout NCHW and input data type U8. * * @param[in] input Source tensor. Data types supported: U8/S16/F16/F32. * @param[in] dx Pixel's distance between the X real coordinate and the smallest X following integer. Data type supported: F32 * @param[in] dy Pixel's distance between the Y real coordinate and the smallest Y following integer. Data type supported: F32 * @param[in] offsets Offset to access the pixel with NEAREST interpolation or the top-left pixel with BILINEAR interpolation in the input tensor. Data type supported: S32. * @param[in] output Destination tensor. Data types supported: Same as @p input. All but the lowest two dimensions must be the same size as in the input tensor, i.e. scaling is only performed within the XY-plane. * @param[in] policy Interpolation type to use * @param[in] border_mode Border mode policy * @param[in] constant_border_value (Optional) Constant value to use for borders if border_mode is set to CONSTANT and use_padding is set to false. * @param[in] sampling_policy (Optional) Sampling policy used by the interpolation. Defaults to @ref SamplingPolicy::CENTER * @param[in] use_padding (Optional) Is padding in use or not. Defaults to true. */ static Status validate(const ITensorInfo *input, const ITensorInfo *dx, const ITensorInfo *dy, const ITensorInfo *offsets, ITensorInfo *output, InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value = PixelValue(), SamplingPolicy sampling_policy = SamplingPolicy::CENTER, bool use_padding = true); // Inherited methods overridden: void run(const Window &window, const ThreadInfo &info) override; BorderSize border_size() const override; private: /** function to perform scale using nearest interpolation on the given window */ void scale_nearest_nchw(const Window &window); /** function to perform scale using bilinear interpolation on the given window */ void scale_bilinear_nchw(const Window &window); /** function to perform scale using area interpolation on the given window * * @note Used only in case down-sampling. */ void scale_area_nchw(const Window &window); /** function to perform scale on the given window */ void scale_nhwc(const Window &window); /** Scale function to use for the particular interpolation type passed to configure() */ void (NEScaleKernel::*_func)(const Window &window); const ITensor *_offsets; const ITensor *_dx; const ITensor *_dy; const ITensor *_input; ITensor *_output; InterpolationPolicy _policy; BorderSize _border_size; BorderMode _border_mode; PixelValue _constant_border_value; float _sampling_offset; bool _use_padding; }; } // namespace arm_compute #endif /*__ARM_COMPUTE_NESCALEKERNEL_H__ */