1*c217d954SCole Faust /* 2*c217d954SCole Faust * Copyright (c) 2017-2023 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_CL_DIRECT_CONV2D_KERNEL_H 25*c217d954SCole Faust #define ARM_COMPUTE_CL_DIRECT_CONV2D_KERNEL_H 26*c217d954SCole Faust 27*c217d954SCole Faust #include "src/core/common/Macros.h" 28*c217d954SCole Faust #include "src/gpu/cl/ClCompileContext.h" 29*c217d954SCole Faust #include "src/gpu/cl/IClKernel.h" 30*c217d954SCole Faust 31*c217d954SCole Faust namespace arm_compute 32*c217d954SCole Faust { 33*c217d954SCole Faust // Forward declaration 34*c217d954SCole Faust struct DirectConvComputeKernelInfo; 35*c217d954SCole Faust 36*c217d954SCole Faust namespace opencl 37*c217d954SCole Faust { 38*c217d954SCole Faust namespace kernels 39*c217d954SCole Faust { 40*c217d954SCole Faust /** Interface for the direct convolution kernel. */ 41*c217d954SCole Faust class ClDirectConv2dKernel : public IClKernel 42*c217d954SCole Faust { 43*c217d954SCole Faust public: 44*c217d954SCole Faust ClDirectConv2dKernel(); 45*c217d954SCole Faust ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(ClDirectConv2dKernel); 46*c217d954SCole Faust /** Set the src, weights, biases and dst tensors info. 47*c217d954SCole Faust * 48*c217d954SCole Faust * @note: Due to set_valid_region() in NCHW, src/weights/biases cannot be const. Need to change this once the set_valid_region() is removed. 49*c217d954SCole Faust * 50*c217d954SCole Faust * @note: DirectConvolution only works in the following configurations for the NCHW data layout: 51*c217d954SCole Faust * 1x1 convolution with stride_x = 1/2/3, stride_y = 1/2/3 52*c217d954SCole Faust * 3x3 convolution with stride_x = 1/2, stride_y = 1/2 53*c217d954SCole Faust * 5x5 convolution with stride_x = 1/2, stride_y = 1/2 54*c217d954SCole Faust * 9x9 convolution with stride_x = 1/2, stride_y = 1/2 55*c217d954SCole Faust * 56*c217d954SCole Faust * @param[in] compile_context The compile context to be used. 57*c217d954SCole Faust * @param[in] src The src tensor info to convolve. 3 lower dimensions represent a single src [width, height, IFM], 58*c217d954SCole Faust * while every optional dimension from 4 and above represent a batch of inputs. Data types supported: QASYMM8_SIGNED/QASYMM8/F16/F32. 59*c217d954SCole Faust * @param[in] weights Weights tensor info. Weights are 4D tensor with dimensions [kernel_x, kernel_y, IFM, OFM]. 60*c217d954SCole Faust * The 3rd dimension must be the same as the src's volume 3rd dimension. 61*c217d954SCole Faust * Data type supported:Same as @p src. 62*c217d954SCole Faust * @param[in] biases Biases tensor info. Biases are 1D tensor with dimension [OFM]. 63*c217d954SCole Faust * Data type supported: Should match @p src data type, except for src of QASYMM8 and QASYMM8_SIGNED type where biases should be of S32 type 64*c217d954SCole Faust * @param[out] dst Output tensor info. 65*c217d954SCole Faust * The 3rd dimensions must be equal to the 4th dimension of the @p kernels tensor. Data types supported: Same as @p src. 66*c217d954SCole Faust * @param[in] conv_info Contains padding and stride information described in @ref PadStrideInfo. 67*c217d954SCole Faust * @param[in] act_info Contains activaton information described in @ref ActivationLayerInfo. 68*c217d954SCole Faust * @param[in] desc Direct convolution descriptor used to build the NHWC direct convolution kernel. For NCHW, this parameter is ignored. 69*c217d954SCole Faust */ 70*c217d954SCole Faust void configure(const CLCompileContext &compile_context, ITensorInfo *src, ITensorInfo *weights, ITensorInfo *biases, ITensorInfo *dst, 71*c217d954SCole Faust const PadStrideInfo &conv_info, const ActivationLayerInfo &act_info, const DirectConvComputeKernelInfo &desc); 72*c217d954SCole Faust /** Static function to check if given info will lead to a valid configuration 73*c217d954SCole Faust * 74*c217d954SCole Faust * Similar to ClDirectConv2dKernel::configure() 75*c217d954SCole Faust * 76*c217d954SCole Faust * @return a status 77*c217d954SCole Faust */ 78*c217d954SCole Faust static Status validate(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *dst, 79*c217d954SCole Faust const PadStrideInfo &conv_info, const ActivationLayerInfo &act_info, const DirectConvComputeKernelInfo &desc); 80*c217d954SCole Faust 81*c217d954SCole Faust // Inherited methods overridden: 82*c217d954SCole Faust void run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) override; 83*c217d954SCole Faust 84*c217d954SCole Faust public: 85*c217d954SCole Faust DataLayout _data_layout{}; 86*c217d954SCole Faust PadStrideInfo _conv_info{}; 87*c217d954SCole Faust bool _export_weights_to_cl_image{ false }; 88*c217d954SCole Faust bool _export_output_to_cl_image{ false }; 89*c217d954SCole Faust bool _export_input_to_cl_image{ false }; 90*c217d954SCole Faust }; 91*c217d954SCole Faust } // namespace kernels 92*c217d954SCole Faust } // namespace opencl 93*c217d954SCole Faust } // namespace arm_compute 94*c217d954SCole Faust #endif /* ARM_COMPUTE_CL_DIRECT_CONV2D_KERNEL_H */ 95