1*c217d954SCole Faust /* 2*c217d954SCole Faust * Copyright (c) 2020-2022 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_GEMMLOWP_QUANTIZEDOWN_INT32_SCALE_KERNEL_H 25*c217d954SCole Faust #define ARM_COMPUTE_CPU_GEMMLOWP_QUANTIZEDOWN_INT32_SCALE_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/cpu/ICpuKernel.h" 30*c217d954SCole Faust 31*c217d954SCole Faust namespace arm_compute 32*c217d954SCole Faust { 33*c217d954SCole Faust // Forward declarations 34*c217d954SCole Faust class ITensor; 35*c217d954SCole Faust namespace cpu 36*c217d954SCole Faust { 37*c217d954SCole Faust namespace kernels 38*c217d954SCole Faust { 39*c217d954SCole Faust /** Kernel used to quantize down the int32 accumulator values of GEMMLowp to QASYMM8/QASYMM8_SIGNED 40*c217d954SCole Faust * 41*c217d954SCole Faust * This kernel takes a final int32 accumulator value (the output of @ref CpuGemmLowpMatrixMultiplyKernel), and processes it to obtain the final QASYMM8/QASYMM8_SIGNED value. 42*c217d954SCole Faust * The following computations will be performed by the kernel: 43*c217d954SCole Faust * 44*c217d954SCole Faust * -# Add offset terms to final result 45*c217d954SCole Faust * -# Multiply each entry of result by result_mult_int 46*c217d954SCole Faust * -# Add bias to final result if bias tensor is not a nullptr 47*c217d954SCole Faust * -# Shift the int32 accumulator by result_shift 48*c217d954SCole Faust * -# Clamp the value between the specified min and max bounds 49*c217d954SCole Faust * -# Clamp the resulting int32 values: 50*c217d954SCole Faust * -# -to the [0..255] range and cast to QASYMM8. 51*c217d954SCole Faust * -# -to the [-128..127] range and cast to QASYMM8_SIGNED. 52*c217d954SCole Faust * 53*c217d954SCole Faust */ 54*c217d954SCole Faust class CpuGemmLowpQuantizeDownInt32ScaleKernel : public ICpuKernel<CpuGemmLowpQuantizeDownInt32ScaleKernel> 55*c217d954SCole Faust { 56*c217d954SCole Faust public: 57*c217d954SCole Faust CpuGemmLowpQuantizeDownInt32ScaleKernel() = default; 58*c217d954SCole Faust ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuGemmLowpQuantizeDownInt32ScaleKernel); 59*c217d954SCole Faust /** Initialise the kernel's input and output. 60*c217d954SCole Faust * 61*c217d954SCole Faust * @param[in] src Input tensor info. Data type supported: S32 62*c217d954SCole Faust * @param[in] bias Biases tensor info. Only shared biases supported and it can be a nullptr if the biases addition is not required. 63*c217d954SCole Faust * Biases are 1D tensor with dimensions [OFM]. Data type supported: Same as @p input. 64*c217d954SCole Faust * @param[out] dst Output tensor info. Data type supported: Data type supported: QASYMM8/QASYMM8_SIGNED 65*c217d954SCole Faust * @param[out] output_stage GEMMLowp output stage metadata. 66*c217d954SCole Faust */ 67*c217d954SCole Faust void configure(ITensorInfo *src, ITensorInfo *bias, ITensorInfo *dst, const GEMMLowpOutputStageInfo *output_stage); 68*c217d954SCole Faust /** Static function to check if given info will lead to a valid configuration 69*c217d954SCole Faust * 70*c217d954SCole Faust * Similar to CpuGemmLowpQuantizeDownInt32ScaleKernel::configure() 71*c217d954SCole Faust * 72*c217d954SCole Faust * @return a status 73*c217d954SCole Faust */ 74*c217d954SCole Faust static Status validate(const ITensorInfo *src, const ITensorInfo *bias, const ITensorInfo *dst, const GEMMLowpOutputStageInfo *output_stage); 75*c217d954SCole Faust 76*c217d954SCole Faust // Inherited methods overridden: 77*c217d954SCole Faust void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override; 78*c217d954SCole Faust const char *name() const override; 79*c217d954SCole Faust 80*c217d954SCole Faust private: 81*c217d954SCole Faust /** Template function to run the NEGEMMLowpQuantizeDownInt32ScaleKernel 82*c217d954SCole Faust * 83*c217d954SCole Faust * @param[in] src Input tensor info 84*c217d954SCole Faust * @param[in] bias Biases tensor info 85*c217d954SCole Faust * @param[out] dst Output tensor info 86*c217d954SCole Faust * @param[in] window Region on which to execute the kernel. (Must be a valid region of the window returned by window()) 87*c217d954SCole Faust */ 88*c217d954SCole Faust template <typename T> 89*c217d954SCole Faust void run_internal(const ITensor *src, const ITensor *bias, ITensor *dst, const Window &window); 90*c217d954SCole Faust 91*c217d954SCole Faust /** Common signature for all the specialised CpuGemmLowpQuantizeDownInt32ScaleKernel functions 92*c217d954SCole Faust * 93*c217d954SCole Faust * @param[in] src Input tensor info 94*c217d954SCole Faust * @param[in] bias Biases tensor info 95*c217d954SCole Faust * @param[out] dst Output tensor info 96*c217d954SCole Faust * @param[in] window Region on which to execute the kernel. 97*c217d954SCole Faust */ 98*c217d954SCole Faust using QuantizeDownFunctionPtr = void (CpuGemmLowpQuantizeDownInt32ScaleKernel::*)(const ITensor *src, const ITensor *bias, ITensor *dst, const Window &window); 99*c217d954SCole Faust 100*c217d954SCole Faust QuantizeDownFunctionPtr _func{ nullptr }; 101*c217d954SCole Faust const GEMMLowpOutputStageInfo *_output_stage{ nullptr }; 102*c217d954SCole Faust bool _is_bounded_relu{ false }; 103*c217d954SCole Faust }; 104*c217d954SCole Faust } // namespace kernels 105*c217d954SCole Faust } // namespace cpu 106*c217d954SCole Faust } // namespace arm_compute 107*c217d954SCole Faust #endif /* ARM_COMPUTE_CPU_GEMMLOWP_QUANTIZEDOWN_INT32_SCALE_KERNEL_H */ 108