1*c217d954SCole Faust /* 2*c217d954SCole Faust * Copyright (c) 2017-2022 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_DIRECT_CONV2D_KERNEL_H 25*c217d954SCole Faust #define ARM_COMPUTE_CPU_DIRECT_CONV2D_KERNEL_H 26*c217d954SCole Faust 27*c217d954SCole Faust #include "src/core/common/Macros.h" 28*c217d954SCole Faust #include "src/cpu/ICpuKernel.h" 29*c217d954SCole Faust 30*c217d954SCole Faust namespace arm_compute 31*c217d954SCole Faust { 32*c217d954SCole Faust namespace cpu 33*c217d954SCole Faust { 34*c217d954SCole Faust namespace kernels 35*c217d954SCole Faust { 36*c217d954SCole Faust /** Interface for the kernel to perform Direct Convolution Layer. */ 37*c217d954SCole Faust class CpuDirectConv2dKernel : public ICpuKernel<CpuDirectConv2dKernel> 38*c217d954SCole Faust { 39*c217d954SCole Faust private: 40*c217d954SCole Faust using DirectConv2dKernel_Ptr = std::add_pointer<void(const Window &, const ITensor *, const ITensor *, ITensor *, const PadStrideInfo &)>::type; 41*c217d954SCole Faust 42*c217d954SCole Faust public: 43*c217d954SCole Faust CpuDirectConv2dKernel() = default; 44*c217d954SCole Faust ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuDirectConv2dKernel); 45*c217d954SCole Faust /** Set the src, weights, and dst tensors. 46*c217d954SCole Faust * 47*c217d954SCole Faust * @note: DirectConvolution only works in the following configurations: 48*c217d954SCole Faust * 1x1 convolution with stride_x = 1/2/3, stride_y = 1/2/3 49*c217d954SCole Faust * 3x3 convolution with stride_x = 1/2/3, stride_y = 1/2/3 50*c217d954SCole Faust * 51*c217d954SCole Faust * @param[in] src The input tensor to convolve. 3 lower dimensions represent a single input [width, height, IFM], 52*c217d954SCole Faust * while every optional dimension from 4 and above represent a batch of inputs. Data types supported: F16/F32. 53*c217d954SCole Faust * @param[in] weights Weights tensor. Weights are 4D tensor with dimensions [kernel_x, kernel_y, IFM, OFM]. 54*c217d954SCole Faust * The 3rd dimension must be the same as the input's volume 3rd dimension. 55*c217d954SCole Faust * Data type supported:Same as @p input. 56*c217d954SCole Faust * @param[out] dst Output tensor. 57*c217d954SCole Faust * The 3rd dimensions must be equal to the 4th dimension of the @p kernels tensor. Data types supported: F16/F32 58*c217d954SCole Faust * @param[in] conv_info Contains padding and stride information described in @ref PadStrideInfo. 59*c217d954SCole Faust */ 60*c217d954SCole Faust void configure(ITensorInfo *src, ITensorInfo *weights, ITensorInfo *dst, const PadStrideInfo &conv_info); 61*c217d954SCole Faust /** Static function to check if given info will lead to a valid configuration 62*c217d954SCole Faust * 63*c217d954SCole Faust * Similar to CpuDirectConv2dKernel::configure() 64*c217d954SCole Faust * 65*c217d954SCole Faust * @return a status 66*c217d954SCole Faust */ 67*c217d954SCole Faust static Status validate(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *dst, const PadStrideInfo &conv_info); 68*c217d954SCole Faust 69*c217d954SCole Faust // Inherited methods overridden: 70*c217d954SCole Faust void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override; 71*c217d954SCole Faust const char *name() const override; 72*c217d954SCole Faust 73*c217d954SCole Faust struct DirectConv2dKernel 74*c217d954SCole Faust { 75*c217d954SCole Faust const char *name; 76*c217d954SCole Faust const DataTypeDataLayoutSelectorPtr is_selected; 77*c217d954SCole Faust DirectConv2dKernel_Ptr ukernel; 78*c217d954SCole Faust }; 79*c217d954SCole Faust 80*c217d954SCole Faust static const std::vector<DirectConv2dKernel> &get_available_kernels(); 81*c217d954SCole Faust 82*c217d954SCole Faust private: 83*c217d954SCole Faust PadStrideInfo _conv_info{}; 84*c217d954SCole Faust unsigned int _kernel_size{ 0 }; 85*c217d954SCole Faust DataLayout _data_layout{ DataLayout::UNKNOWN }; 86*c217d954SCole Faust }; 87*c217d954SCole Faust } // namespace kernels 88*c217d954SCole Faust } // namespace cpu 89*c217d954SCole Faust } // namespace arm_compute 90*c217d954SCole Faust #endif /*ARM_COMPUTE_CPU_DIRECTCONV2D_KERNEL_H */ 91