1*c217d954SCole Faust /* 2*c217d954SCole Faust * Copyright (c) 2017-2021 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_GEMMLOWP_REDUCTION_KERNEL_H 25*c217d954SCole Faust #define ARM_COMPUTE_CL_GEMMLOWP_REDUCTION_KERNEL_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/gpu/cl/ClCompileContext.h" 30*c217d954SCole Faust #include "src/gpu/cl/IClKernel.h" 31*c217d954SCole Faust 32*c217d954SCole Faust namespace arm_compute 33*c217d954SCole Faust { 34*c217d954SCole Faust namespace opencl 35*c217d954SCole Faust { 36*c217d954SCole Faust namespace kernels 37*c217d954SCole Faust { 38*c217d954SCole Faust /** Common interface for all OpenCL reduction kernels */ 39*c217d954SCole Faust class IClGemmLowpReductionKernel : public IClKernel 40*c217d954SCole Faust { 41*c217d954SCole Faust public: 42*c217d954SCole Faust IClGemmLowpReductionKernel(); 43*c217d954SCole Faust ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(IClGemmLowpReductionKernel); 44*c217d954SCole Faust /** Initialise the kernel's input and output. 45*c217d954SCole Faust * 46*c217d954SCole Faust * @param[in] compile_context The compile context to be used. 47*c217d954SCole Faust * @param[in] input Input tensor. Data type supported: QASYMM8/QASYMM8_SIGNED/QSYMM8. 48*c217d954SCole Faust * @param[out] output Output row-vector of sums of all the entries in each row/col of input tensor. Data type supported: S32 49*c217d954SCole Faust * @param[in] info Kernel metadata: 50*c217d954SCole Faust * - k Number of matrix columns/rows depending on the type of reduction. 51*c217d954SCole Faust * - is_reshaped True if the matrix has been reshaped. 52*c217d954SCole Faust * - scalar Scalar value to multiply each reduced column/row by. 53*c217d954SCole Faust * - mul_byscalar True if each reduced column/row must be multiplied by a scalar value. 54*c217d954SCole Faust */ 55*c217d954SCole Faust virtual void configure(const CLCompileContext &compile_context, const ITensorInfo *input, ITensorInfo *output, const GEMMLowpReductionKernelInfo &info) = 0; 56*c217d954SCole Faust }; 57*c217d954SCole Faust 58*c217d954SCole Faust /** OpenCL kernel used to compute the row-vectors of sums of all the entries in each row of Matrix A. 59*c217d954SCole Faust * 60*c217d954SCole Faust * @note This stage is needed to handle the offset of matrix product 61*c217d954SCole Faust * https://github.com/google/gemmlowp/blob/master/doc/low-precision.md 62*c217d954SCole Faust */ 63*c217d954SCole Faust class ClGemmLowpMatrixAReductionKernel : public IClGemmLowpReductionKernel 64*c217d954SCole Faust { 65*c217d954SCole Faust public: 66*c217d954SCole Faust /** Initialise the kernel's input and output. 67*c217d954SCole Faust * 68*c217d954SCole Faust * @param[in] compile_context The compile context to be used. 69*c217d954SCole Faust * @param[in] mtx_a Input tensor. Data type supported: QASYMM8/QASYMM8_SIGNED/QSYMM8. 70*c217d954SCole Faust * @param[out] vector_sum_row Output row-vector of sums of all the entries in each row of mtx_a. Data type supported: S32 71*c217d954SCole Faust * @param[in] info Kernel metadata: 72*c217d954SCole Faust * - k Number of matrix columns/rows depending on the type of reduction. 73*c217d954SCole Faust * - is_reshaped True if the matrix has been reshaped. 74*c217d954SCole Faust * - scalar Scalar value to multiply each reduced column/row by. 75*c217d954SCole Faust * - mul_byscalar True if each reduced column/row must be multiplied by a scalar value. 76*c217d954SCole Faust */ 77*c217d954SCole Faust void configure(const CLCompileContext &compile_context, const ITensorInfo *mtx_a, ITensorInfo *vector_sum_row, const GEMMLowpReductionKernelInfo &info) override; 78*c217d954SCole Faust /** Static function to check if given info will lead to a valid configuration 79*c217d954SCole Faust * 80*c217d954SCole Faust * Similar to @ref ClGemmLowpQuantizeDownInt32ScaleByFixedPointKernel::configure() 81*c217d954SCole Faust * 82*c217d954SCole Faust * @return a status 83*c217d954SCole Faust */ 84*c217d954SCole Faust static Status validate(const ITensorInfo *mtx_a, const ITensorInfo *vector_sum_row, const GEMMLowpReductionKernelInfo &info); 85*c217d954SCole Faust 86*c217d954SCole Faust // Inherited methods overridden: 87*c217d954SCole Faust void run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) override; 88*c217d954SCole Faust }; 89*c217d954SCole Faust 90*c217d954SCole Faust /** OpenCL kernel used to compute the row-vectors of sums of all the entries in each column of Matrix B. 91*c217d954SCole Faust * 92*c217d954SCole Faust * @note This stage is needed to handle the offset of matrix product 93*c217d954SCole Faust * https://github.com/google/gemmlowp/blob/master/doc/low-precision.md 94*c217d954SCole Faust */ 95*c217d954SCole Faust class ClGemmLowpMatrixBReductionKernel : public IClGemmLowpReductionKernel 96*c217d954SCole Faust { 97*c217d954SCole Faust public: 98*c217d954SCole Faust /** Initialise the kernel's input and output. 99*c217d954SCole Faust * 100*c217d954SCole Faust * @param[in] compile_context The compile context to be used. 101*c217d954SCole Faust * @param[in] mtx_b Input tensor. Data type supported: Data type supported: QASYMM8/QASYMM8_SIGNED/QSYMM8/QSYMM8_PER_CHANNEL. 102*c217d954SCole Faust * @param[out] vector_sum_col Output row-vector of sums of all the entries in each column of mtx_b. Data type supported: S32 103*c217d954SCole Faust * @param[in] info Kernel metadata: 104*c217d954SCole Faust * - k Number of matrix columns/rows depending on the type of reduction. 105*c217d954SCole Faust * - is_reshaped True if the matrix has been reshaped. 106*c217d954SCole Faust * - scalar Scalar value to multiply each reduced column/row by. 107*c217d954SCole Faust * - mul_byscalar True if each reduced column/row must be multiplied by a scalar value. 108*c217d954SCole Faust */ 109*c217d954SCole Faust void configure(const CLCompileContext &compile_context, const ITensorInfo *mtx_b, ITensorInfo *vector_sum_col, const GEMMLowpReductionKernelInfo &info) override; 110*c217d954SCole Faust /** Static function to check if given info will lead to a valid configuration 111*c217d954SCole Faust * 112*c217d954SCole Faust * Similar to @ref ClGemmLowpQuantizeDownInt32ScaleByFixedPointKernel::configure() 113*c217d954SCole Faust * 114*c217d954SCole Faust * @return a status 115*c217d954SCole Faust */ 116*c217d954SCole Faust static Status validate(const ITensorInfo *mtx_b, const ITensorInfo *vector_sum_col, const GEMMLowpReductionKernelInfo &info); 117*c217d954SCole Faust 118*c217d954SCole Faust // Inherited methods overridden: 119*c217d954SCole Faust void run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) override; 120*c217d954SCole Faust }; 121*c217d954SCole Faust } // namespace kernels 122*c217d954SCole Faust } // namespace opencl 123*c217d954SCole Faust } // namespace arm_compute 124*c217d954SCole Faust #endif /* ARM_COMPUTE_CL_GEMMLOWP_REDUCTION_KERNEL_H */ 125