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Manuel Bottiniae58bdf2021-06-17 17:18:45 +01001/*
Giorgio Arena5ae8d802021-11-18 18:02:13 +00002 * Copyright (c) 2017-2022 Arm Limited.
Manuel Bottiniae58bdf2021-06-17 17:18:45 +01003 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
Georgios Pinitas2eb5d162021-07-02 09:01:49 +010024#ifndef ARM_COMPUTE_CPU_GEMMLOWP_QUANTIZEDOWN_INT32TOUINT8_SCALEBYFIXEDPOINT_KERNEL_H
25#define ARM_COMPUTE_CPU_GEMMLOWP_QUANTIZEDOWN_INT32TOUINT8_SCALEBYFIXEDPOINT_KERNEL_H
Manuel Bottiniae58bdf2021-06-17 17:18:45 +010026
27#include "arm_compute/core/KernelDescriptors.h"
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010028
Manuel Bottiniae58bdf2021-06-17 17:18:45 +010029#include "src/core/common/Macros.h"
Georgios Pinitas7891a732021-08-20 21:39:25 +010030#include "src/cpu/ICpuKernel.h"
Manuel Bottiniae58bdf2021-06-17 17:18:45 +010031
32namespace arm_compute
33{
Georgios Pinitas2eb5d162021-07-02 09:01:49 +010034// Forward declaration
Manuel Bottiniae58bdf2021-06-17 17:18:45 +010035class ITensor;
36namespace cpu
37{
38namespace kernels
39{
40/** Kernel used to quantize down the int32 accumulator values of GEMMLowp to QASYMM8
41 *
Manuel Bottinicfac51c2021-06-18 15:47:28 +010042 * This kernel takes a final int32 accumulator value (the output of @ref CpuGemmLowpMatrixMultiplyKernel), and processes it to obtain the final QASYMM8 value.
Manuel Bottiniae58bdf2021-06-17 17:18:45 +010043 * The following computations will be performed by the kernel:
44 *
45 * -# Compute fixed point multiplication between each entry of input by result_fixedpoint_multiplier
46 * -# Add bias to final result if bias tensor is not a nullptr
47 * -# Round to nearest division by a power-of-two using result_shift
48 * -# Add offset to each result
49 * -# Clamp the value between the specified min and max bounds
50 * -# Clamp the resulting int32 values to the [0..255] range and cast to QASYMM8.
51 *
52 */
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010053class CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel
54 : public ICpuKernel<CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel>
Manuel Bottiniae58bdf2021-06-17 17:18:45 +010055{
56public:
Manuel Bottiniae58bdf2021-06-17 17:18:45 +010057 CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel() = default;
58 ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel);
59 /** Initialise the kernel's input and output.
60 *
61 * @param[in] src Input tensor info. Data type supported: S32
62 * @param[in] bias Biases tensor info. Only shared biases supported and it can be a nullptr if the biases addition is not required.
63 * Biases are 1D tensor with dimensions [OFM]. Data type supported: Same as @p input.
64 * @param[out] dst Output tensor info. Data type supported: Data type supported: QASYMM8
65 * @param[in] result_fixedpoint_multiplier Fixed point value to be multiplied to each element of the input matrix when once the result_offset has been add
66 * @param[in] result_shift Integer value used to round to nearest division by a power-of-two the result after the fixed point multiplication
67 * @param[in] result_offset_after_shift Offset to be applied to result before converting it back to QASYMM8
68 * @param[in] min (Optional) Min value used to saturate down the output result before converting back to QASYMM8
69 * @param[in] max (Optional) Max value used to saturate up the output result before converting back to QASYMM8,
70 * Along with @p min, this value can be used to implement "rectified linear unit" activation functions
71 */
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010072 void configure(ITensorInfo *src,
73 ITensorInfo *bias,
74 ITensorInfo *dst,
75 int result_fixedpoint_multiplier,
76 int result_shift,
77 int result_offset_after_shift,
78 int min = 0,
79 int max = 0);
Manuel Bottiniae58bdf2021-06-17 17:18:45 +010080 /** Static function to check if given info will lead to a valid configuration
81 *
82 * Similar to CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel::configure()
83 *
84 * @return a status
85 */
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010086 static Status
87 validate(const ITensorInfo *src, const ITensorInfo *bias, const ITensorInfo *dst, int min = 0, int max = 0);
Manuel Bottiniae58bdf2021-06-17 17:18:45 +010088
89 // Inherited methods overridden:
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010090 void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override;
Manuel Bottiniae58bdf2021-06-17 17:18:45 +010091 const char *name() const override;
92
93private:
94 /** Template function to run the CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel
95 *
96 * @param[in] window Region on which to execute the kernel. (Must be a valid region of the window returned by window()).
97 */
98 template <bool is_bounded_relu>
99 void run_internal(const ITensor *src, const ITensor *bias, ITensor *dst, const Window &window);
100
101 /** Common signature for all the specialised CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel functions
102 *
103 * @param[in] window Region on which to execute the kernel.
104 */
105 using QuantizeDownFunctionPtr = void (CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel::*)(
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100106 const ITensor *src, const ITensor *bias, ITensor *dst, const Window &window);
Manuel Bottiniae58bdf2021-06-17 17:18:45 +0100107
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100108 QuantizeDownFunctionPtr _func{nullptr};
109 int _result_fixedpoint_multiplier{0};
110 int _result_shift{0};
111 int _result_offset_after_shift{0};
112 int _min{0};
113 int _max{0};
Manuel Bottiniae58bdf2021-06-17 17:18:45 +0100114};
115} // namespace kernels
116} // namespace cpu
117} // namespace arm_compute
Georgios Pinitas2eb5d162021-07-02 09:01:49 +0100118#endif /* ARM_COMPUTE_CPU_GEMMLOWP_QUANTIZEDOWN_INT32TOUINT8_SCALEBYFIXEDPOINT_KERNEL_H */