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Gian Marco Iodiceab182122017-10-09 15:05:40 +01001/*
Sheri Zhangac6499a2021-02-10 15:32:38 +00002 * Copyright (c) 2017-2021 Arm Limited.
Gian Marco Iodiceab182122017-10-09 15:05:40 +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 */
Michalis Spyrouf4643372019-11-29 16:17:13 +000024#ifndef ARM_COMPUTE_NEGEMMLOWPMATRIXMULTIPLYCORE_H
25#define ARM_COMPUTE_NEGEMMLOWPMATRIXMULTIPLYCORE_H
Gian Marco Iodiceab182122017-10-09 15:05:40 +010026
Manuel Bottinicfac51c2021-06-18 15:47:28 +010027#include "arm_compute/core/Types.h"
Gian Marco Iodiceab182122017-10-09 15:05:40 +010028#include "arm_compute/runtime/IFunction.h"
29#include "arm_compute/runtime/IMemoryManager.h"
Georgios Pinitasec2256b2020-12-03 18:51:58 +000030#include "arm_compute/runtime/IWeightsManager.h"
Gian Marco Iodiceab182122017-10-09 15:05:40 +010031
32#include <memory>
33
34namespace arm_compute
35{
36class ITensor;
Manuel Bottinicfac51c2021-06-18 15:47:28 +010037class ITensorInfo;
38
39/** Function to run Gemm on quantized types.
Gian Marco Iodiceab182122017-10-09 15:05:40 +010040 *
Manuel Bottinicfac51c2021-06-18 15:47:28 +010041 * This function calls the following:
Gian Marco Iodiceab182122017-10-09 15:05:40 +010042 *
Manuel Bottinicfac51c2021-06-18 15:47:28 +010043 * -# @ref cpu::CpuGemmLowpMatrixMultiplyCore
44 */
Gian Marco Iodiceab182122017-10-09 15:05:40 +010045class NEGEMMLowpMatrixMultiplyCore : public IFunction
46{
47public:
48 /** Constructor */
SiCongLi2e5fd632020-03-02 15:39:15 +000049 NEGEMMLowpMatrixMultiplyCore(std::shared_ptr<IMemoryManager> memory_manager = nullptr, IWeightsManager *weights_manager = nullptr);
Georgios Pinitas72219332018-06-05 14:56:06 +010050 /** Prevent instances of this class from being copied (As this class contains pointers) */
51 NEGEMMLowpMatrixMultiplyCore(const NEGEMMLowpMatrixMultiplyCore &) = delete;
52 /** Default move constructor */
53 NEGEMMLowpMatrixMultiplyCore(NEGEMMLowpMatrixMultiplyCore &&) = default;
54 /** Prevent instances of this class from being copied (As this class contains pointers) */
55 NEGEMMLowpMatrixMultiplyCore &operator=(const NEGEMMLowpMatrixMultiplyCore &) = delete;
56 /** Default move assignment operator */
57 NEGEMMLowpMatrixMultiplyCore &operator=(NEGEMMLowpMatrixMultiplyCore &&) = default;
Michalis Spyrouebcebf12020-10-21 00:04:14 +010058 /** Default destructor */
59 ~NEGEMMLowpMatrixMultiplyCore();
Gian Marco Iodiceab182122017-10-09 15:05:40 +010060 /** Initialise the kernel's inputs, output
Anthony Barbierf202e502017-11-23 18:02:04 +000061 *
Teresa Charlin62687422021-04-28 10:58:49 +010062 * Valid data layouts:
63 * - NHWC
64 * - NCHW
65 *
66 * Valid data type configurations:
67 * |src0 |src1 |src2 |dst |
68 * |:--------------|:------------------|:--------|:--------------|
69 * |QASYMM8 |QASYMM8 |S32 |QASYMM8 |
70 * |QASYMM8 |QSYMM8_PER_CHANNEL |S32 |QASYMM8 |
71 * |QASYMM8 |QSYMM8 |S32 |QASYMM8 |
72 * |QASYMM8 |QASYMM8 |S32 |S32 |
73 * |QASYMM8 |QSYMM8_PER_CHANNEL |S32 |S32 |
74 * |QASYMM8 |QSYMM8 |S32 |S32 |
75 * |QASYMM8_SIGNED |QASYMM8_SIGNED |S32 |QASYMM8_SIGNED |
76 * |QASYMM8_SIGNED |QSYMM8_PER_CHANNEL |S32 |QASYMM8_SIGNED |
77 * |QASYMM8_SIGNED |QSYMM8 |S32 |QASYMM8_SIGNED |
78 * |QASYMM8_SIGNED |QASYMM8_SIGNED |S32 |S32 |
79 * |QASYMM8_SIGNED |QSYMM8_PER_CHANNEL |S32 |S32 |
80 * |QASYMM8_SIGNED |QSYMM8 |S32 |S32 |
81 *
Anthony Barbierf202e502017-11-23 18:02:04 +000082 * @note GEMM_LOWP: low precision GEMM kernel
83 * This kernel performs the following computations:
84 *
85 * -# Convert a values from QASYMM8 to int32 and add a_offset to each of them.
86 * -# Convert b values from QASYMM8 to int32 add b_offset to each of them.
87 * -# Compute the matrix product of the resulting a * b in int32.
88 *
Georgios Pinitasdbdea0d2019-10-16 19:21:40 +010089 * @note The @p output type is S32 if @p gemm_info.type == GEMMLowpOutputStageType::NONE. It is QASYMM8/QASYMM8_SIGNED otherwise
George Wort2d7e6832019-02-22 16:37:41 +000090 *
Georgios Pinitasdbdea0d2019-10-16 19:21:40 +010091 * @param[in] a First input tensor (Matrix A). Data type supported: QASYMM8/QASYMM8_SIGNED.
Michele Di Giorgio47a89902020-03-09 19:32:33 +000092 * @param[in] b Second input tensor (Matrix B). Data type supported: QASYMM8/QASYMM8_SIGNED/QSYMM8/QSYMM8_PER_CHANNEL.
Gian Marco Iodice4b908652018-10-18 10:21:02 +010093 * @param[in] c Third input tensor (Matrix C). It can be a nullptr. Data type supported: S32
Georgios Pinitasdbdea0d2019-10-16 19:21:40 +010094 * @param[out] output Output tensor. Data type supported: Data type supported: S32/QASYMM8/QASYMM8_SIGNED
Chunosov5124be52017-11-22 20:42:13 +070095 * @param[in] gemm_info (Optional) Specifies if the matrix A and/or matrix B have been reshaped and
96 * if the reshape of matrix B should be executed only for the first run
Anthony Barbierf202e502017-11-23 18:02:04 +000097 */
Gian Marco Iodice4b908652018-10-18 10:21:02 +010098 void configure(const ITensor *a, const ITensor *b, const ITensor *c, ITensor *output, const GEMMInfo &gemm_info = GEMMInfo());
Georgios Pinitasa3b1b462017-11-16 19:24:39 +000099 /** Static function to check if given info will lead to a valid configuration of @ref NEGEMMLowpMatrixMultiplyCore
100 *
Michele Di Giorgiod7316eb2021-06-16 11:14:41 +0100101 * Similar to @ref NEGEMMLowpMatrixMultiplyCore::configure()
Georgios Pinitasa3b1b462017-11-16 19:24:39 +0000102 *
Georgios Pinitas631c41a2017-12-06 11:53:03 +0000103 * @return a status
Georgios Pinitasa3b1b462017-11-16 19:24:39 +0000104 */
Gian Marco Iodice4b908652018-10-18 10:21:02 +0100105 static Status validate(const ITensorInfo *a, const ITensorInfo *b, const ITensorInfo *c, const ITensorInfo *output, const GEMMInfo &gemm_info = GEMMInfo());
Gian Marco Iodiceab182122017-10-09 15:05:40 +0100106
Pablo Tellofc004492018-03-23 11:40:05 +0000107 // Inherited methods overridden
Gian Marco Iodiceab182122017-10-09 15:05:40 +0100108 void run() override;
Georgios Pinitas72219332018-06-05 14:56:06 +0100109 void prepare() override;
Gian Marco Iodiceab182122017-10-09 15:05:40 +0100110
111private:
Michele Di Giorgiod7316eb2021-06-16 11:14:41 +0100112 struct Impl;
Manuel Bottinicfac51c2021-06-18 15:47:28 +0100113 std::unique_ptr<Impl> _impl;
Gian Marco Iodiceab182122017-10-09 15:05:40 +0100114};
George Wort2d7e6832019-02-22 16:37:41 +0000115} // namespace arm_compute
Michalis Spyrouf4643372019-11-29 16:17:13 +0000116#endif /*ARM_COMPUTE_NEGEMMLOWPMATRIXMULTIPLYCORE_H */