1*c217d954SCole Faust /* 2*c217d954SCole Faust * Copyright (c) 2016-2022 Arm Limited. 3*c217d954SCole Faust * 4*c217d954SCole Faust * SPDX-License-Identifier: MIT 5*c217d954SCole Faust * 6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy 7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to 8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the 9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or 10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is 11*c217d954SCole Faust * furnished to do so, subject to the following conditions: 12*c217d954SCole Faust * 13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all 14*c217d954SCole Faust * copies or substantial portions of the Software. 15*c217d954SCole Faust * 16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 22*c217d954SCole Faust * SOFTWARE. 23*c217d954SCole Faust */ 24*c217d954SCole Faust #ifndef ARM_COMPUTE_CPU_SCALEKERNEL_H 25*c217d954SCole Faust #define ARM_COMPUTE_CPU_SCALEKERNEL_H 26*c217d954SCole Faust 27*c217d954SCole Faust #include "arm_compute/core/KernelDescriptors.h" 28*c217d954SCole Faust #include "src/core/common/Macros.h" 29*c217d954SCole Faust #include "src/cpu/ICpuKernel.h" 30*c217d954SCole Faust 31*c217d954SCole Faust namespace arm_compute 32*c217d954SCole Faust { 33*c217d954SCole Faust namespace cpu 34*c217d954SCole Faust { 35*c217d954SCole Faust namespace kernels 36*c217d954SCole Faust { 37*c217d954SCole Faust /** Arm(R) Neon(TM) kernel to perform scaling on a tensor */ 38*c217d954SCole Faust class CpuScaleKernel : public ICpuKernel<CpuScaleKernel> 39*c217d954SCole Faust { 40*c217d954SCole Faust private: 41*c217d954SCole Faust /** Scale function to use for the particular function to use */ 42*c217d954SCole Faust using ScaleFunctionPtr = void (CpuScaleKernel::*)(const ITensor *, ITensor *, const ITensor *, const ITensor *, const ITensor *, const Window &window); 43*c217d954SCole Faust using ScaleKernelPtr = std::add_pointer<void(const ITensor *, ITensor *, const ITensor *, const ITensor *, const ITensor *, 44*c217d954SCole Faust InterpolationPolicy, BorderMode, PixelValue, float, bool, const Window &)>::type; 45*c217d954SCole Faust 46*c217d954SCole Faust public: 47*c217d954SCole Faust CpuScaleKernel() = default; 48*c217d954SCole Faust ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuScaleKernel); 49*c217d954SCole Faust /** Initialise the kernel's inputs, output and interpolation policy 50*c217d954SCole Faust * 51*c217d954SCole Faust * @note dx, dy and offsets have the same dimensions (width and height) of the output tensor 52*c217d954SCole Faust * @note Using @p policy Area only supports data layout NCHW and input data type U8. 53*c217d954SCole Faust * @note Using S8 data type only supports NHWC, @p border_mode Replicate, and @p policy Bilinear 54*c217d954SCole Faust * 55*c217d954SCole Faust * @param[in] src Source tensor info. Data types supported: QASYMM8/QASYMM8_SIGNED/U8/S8/S16/F16/F32. 56*c217d954SCole Faust * @param[in] dx Distance x tensor info. Pixel's distance between the X real coordinate and the smallest X following integer. Data type supported: F32 57*c217d954SCole Faust * @param[in] dy Distance y tensor info. Pixel's distance between the Y real coordinate and the smallest Y following integer. Data type supported: F32 58*c217d954SCole Faust * @param[in] offsets Offset tensor info. Offset to access the pixel with NEAREST interpolation or the top-left pixel with BILINEAR interpolation in the input tensor. Data type supported: S32. 59*c217d954SCole Faust * @param[out] dst Destination tensor info. 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. 60*c217d954SCole Faust * @param[in] info @ref ScaleKernelInfo to use for configuration 61*c217d954SCole Faust */ 62*c217d954SCole Faust void configure(const ITensorInfo *src, const ITensorInfo *dx, const ITensorInfo *dy, const ITensorInfo *offsets, ITensorInfo *dst, 63*c217d954SCole Faust const ScaleKernelInfo &info); 64*c217d954SCole Faust /** Static function to check if given info will lead to a valid configuration 65*c217d954SCole Faust * 66*c217d954SCole Faust * Similar to CpuScaleKernel::configure() 67*c217d954SCole Faust * 68*c217d954SCole Faust * @return a status 69*c217d954SCole Faust */ 70*c217d954SCole Faust static Status validate(const ITensorInfo *src, const ITensorInfo *dx, const ITensorInfo *dy, const ITensorInfo *offsets, ITensorInfo *dst, 71*c217d954SCole Faust const ScaleKernelInfo &info); 72*c217d954SCole Faust 73*c217d954SCole Faust // Inherited methods overridden: 74*c217d954SCole Faust void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override; 75*c217d954SCole Faust const char *name() const override; 76*c217d954SCole Faust 77*c217d954SCole Faust struct ScaleKernel 78*c217d954SCole Faust { 79*c217d954SCole Faust const char *name; 80*c217d954SCole Faust const ScaleKernelDataTypeISASelectorDataPtr is_selected; 81*c217d954SCole Faust ScaleKernelPtr ukernel; 82*c217d954SCole Faust }; 83*c217d954SCole Faust 84*c217d954SCole Faust static const std::vector<ScaleKernel> &get_available_kernels(); 85*c217d954SCole Faust 86*c217d954SCole Faust private: 87*c217d954SCole Faust #ifdef ENABLE_NCHW_KERNELS 88*c217d954SCole Faust /** function to perform scale using area interpolation on the given window 89*c217d954SCole Faust * 90*c217d954SCole Faust * @note Used only in case down-sampling. 91*c217d954SCole Faust */ 92*c217d954SCole Faust void scale_area_nchw_u8(const ITensor *src, ITensor *dst, const ITensor *dx, const ITensor *dy, const ITensor *offsets, const Window &window); 93*c217d954SCole Faust 94*c217d954SCole Faust /** function to perform scale using bilinear interpolation on the given window */ 95*c217d954SCole Faust template <typename T> 96*c217d954SCole Faust void scale_bilinear_nchw(const ITensor *src, ITensor *dst, const ITensor *dx, const ITensor *dy, const ITensor *offsets, const Window &window); 97*c217d954SCole Faust /** function to perform scale using bilinear interpolation on the given window */ 98*c217d954SCole Faust template <typename T> 99*c217d954SCole Faust void scale_bilinear_qasymm(const ITensor *src, ITensor *dst, const ITensor *dx, const ITensor *dy, const ITensor *offsets, const Window &window); 100*c217d954SCole Faust 101*c217d954SCole Faust /** function to perform scale using nearest neighbour on the given window */ 102*c217d954SCole Faust template <typename T> 103*c217d954SCole Faust void scale_nearest_nchw(const ITensor *src, ITensor *dst, const ITensor *dx, const ITensor *dy, const ITensor *offsets, const Window &window); 104*c217d954SCole Faust #endif // ENABLE_NCHW_KERNELS 105*c217d954SCole Faust 106*c217d954SCole Faust ScaleFunctionPtr _func{ nullptr }; 107*c217d954SCole Faust InterpolationPolicy _policy{}; 108*c217d954SCole Faust BorderMode _border_mode{}; 109*c217d954SCole Faust PixelValue _constant_border_value{}; 110*c217d954SCole Faust float _sampling_offset{ 0 }; 111*c217d954SCole Faust bool _align_corners{ false }; 112*c217d954SCole Faust DataLayout _data_layout{ DataLayout::UNKNOWN }; 113*c217d954SCole Faust ScaleKernelPtr _run_method{ nullptr }; 114*c217d954SCole Faust std::string _name{}; 115*c217d954SCole Faust }; 116*c217d954SCole Faust } // namespace kernels 117*c217d954SCole Faust } // namespace cpu 118*c217d954SCole Faust } // namespace arm_compute 119*c217d954SCole Faust #endif /* ARM_COMPUTE_CPU_SCALEKERNEL_H */ 120