xref: /aosp_15_r20/external/ComputeLibrary/src/cpu/kernels/CpuGemmLowpQuantizeDownInt32ScaleKernel.h (revision c217d954acce2dbc11938adb493fc0abd69584f3)
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 */
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