1*c217d954SCole Faust /* 2*c217d954SCole Faust * Copyright (c) 2020-2021 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_QUANTIZEDOWN_INT32_SCALE_BY_FLOAT_KERNEL_H 25*c217d954SCole Faust #define ARM_COMPUTE_CL_GEMMLOWP_QUANTIZEDOWN_INT32_SCALE_BY_FLOAT_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 namespace opencl 34*c217d954SCole Faust { 35*c217d954SCole Faust namespace kernels 36*c217d954SCole Faust { 37*c217d954SCole Faust /** OpenCL kernel used to quantize down the int32 accumulator values of GEMMLowp to QASYMM8/QASYMM8_SIGNED 38*c217d954SCole Faust * 39*c217d954SCole Faust * This kernel takes a final int32 accumulator value (the output of the matrix multiplication), and processes it to obtain the final QASYMM8/QASYMM8_SIGNED value. 40*c217d954SCole Faust * The following computations will be performed by the kernel: 41*c217d954SCole Faust * 42*c217d954SCole Faust * -# Compute fixed point multiplication between each entry of input by result_fixedpoint_multiplier 43*c217d954SCole Faust * -# Add bias to final result if bias tensor is not a nullptr 44*c217d954SCole Faust * -# Requantize 45*c217d954SCole Faust * -# Add offset to each result 46*c217d954SCole Faust * -# Clamp the value between the specified min and max bounds 47*c217d954SCole Faust * -# Clamp the resulting int32 values to 48*c217d954SCole Faust * - to the [0..255] range and cast to QASYMM8. 49*c217d954SCole Faust * - to the [-128..127] range and cast to QASYMM8_SIGNED. 50*c217d954SCole Faust */ 51*c217d954SCole Faust class ClGemmLowpQuantizeDownInt32ScaleByFloatKernel : public IClKernel 52*c217d954SCole Faust { 53*c217d954SCole Faust public: 54*c217d954SCole Faust ClGemmLowpQuantizeDownInt32ScaleByFloatKernel(); 55*c217d954SCole Faust ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(ClGemmLowpQuantizeDownInt32ScaleByFloatKernel); 56*c217d954SCole Faust /** Initialise the kernel's input and output. 57*c217d954SCole Faust * 58*c217d954SCole Faust * @param[in] compile_context The compile context to be used. 59*c217d954SCole Faust * @param[in] src Source tensor. Data type supported: S32 60*c217d954SCole Faust * @param[in] bias Biases tensor. Only shared biases supported and it can be a nullptr if the biases addition is not required. 61*c217d954SCole Faust * Biases are 1D tensor with dimensions [OFM]. Data type supported: Same as @p src. 62*c217d954SCole Faust * @param[out] dst Destination tensor. Data type supported: Data type supported: QASYMM8/QASYMM8_SIGNED 63*c217d954SCole Faust * @param[in] info Output stage info. Used to pass the quantized output data type 64*c217d954SCole Faust */ 65*c217d954SCole Faust void configure(const CLCompileContext &compile_context, const ITensorInfo *src, const ITensorInfo *bias, ITensorInfo *dst, const GEMMLowpOutputStageInfo *info); 66*c217d954SCole Faust /** Static function to check if given info will lead to a valid configuration 67*c217d954SCole Faust * 68*c217d954SCole Faust * Similar to @ref ClGemmLowpQuantizeDownInt32ScaleByFixedPointKernel::configure() 69*c217d954SCole Faust * 70*c217d954SCole Faust * @return a status 71*c217d954SCole Faust */ 72*c217d954SCole Faust static Status validate(const ITensorInfo *src, const ITensorInfo *bias, const ITensorInfo *dst, const GEMMLowpOutputStageInfo *info); 73*c217d954SCole Faust 74*c217d954SCole Faust // Inherited methods overridden: 75*c217d954SCole Faust void run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) override; 76*c217d954SCole Faust }; 77*c217d954SCole Faust } // namespace kernels 78*c217d954SCole Faust } // namespace opencl 79*c217d954SCole Faust } // namespace arm_compute 80*c217d954SCole Faust #endif /* ARM_COMPUTE_CL_GEMMLOWP_QUANTIZEDOWN_INT32_SCALE_BY_FLOAT_KERNEL_H */ 81