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Gian Marco Iodiceab182122017-10-09 15:05:40 +01001/*
George Wort2d7e6832019-02-22 16:37:41 +00002 * Copyright (c) 2017-2019 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 */
24#ifndef __ARM_COMPUTE_NEGEMMLOWPMATRIXMULTIPLYCORE_H__
25#define __ARM_COMPUTE_NEGEMMLOWPMATRIXMULTIPLYCORE_H__
26
27#include "arm_compute/core/NEON/INEKernel.h"
Gian Marcoe75a02b2017-11-08 12:24:09 +000028#include "arm_compute/core/NEON/kernels/NEGEMMLowpOffsetContributionKernel.h"
George Wort2d7e6832019-02-22 16:37:41 +000029#include "arm_compute/core/NEON/kernels/NEGEMMLowpOffsetContributionOutputStageKernel.h"
Gian Marcoe75a02b2017-11-08 12:24:09 +000030#include "arm_compute/core/NEON/kernels/NEGEMMLowpReductionKernel.h"
Gian Marco Iodiceab182122017-10-09 15:05:40 +010031#include "arm_compute/runtime/IFunction.h"
32#include "arm_compute/runtime/IMemoryManager.h"
33#include "arm_compute/runtime/MemoryGroup.h"
Anthony Barbier71d9b572018-07-06 17:05:59 +010034#include "arm_compute/runtime/NEON/functions/NEGEMMAssemblyDispatch.h"
Gian Marco Iodiceab182122017-10-09 15:05:40 +010035#include "arm_compute/runtime/Tensor.h"
36
37#include <memory>
38
39namespace arm_compute
40{
41class ITensor;
42
43/** Basic function to execute GEMMLowpMatrixMultiplyCore on NEON. This function calls the following NEON kernels if the DOT product instruction is not available:
44 *
45 * -# @ref NEGEMMInterleave4x4Kernel
46 * -# @ref NEGEMMTranspose1xWKernel
47 * -# @ref NEGEMMLowpMatrixMultiplyKernel
Gian Marcoe75a02b2017-11-08 12:24:09 +000048 * -# @ref NEGEMMLowpOffsetContributionKernel
Gian Marco Iodiceab182122017-10-09 15:05:40 +010049 *
50 * otherwise if the DOT product instruction is available:
51 *
Gian Marcoe75a02b2017-11-08 12:24:09 +000052 * -# @ref NEGEMMLowpOffsetContributionKernel
Gian Marco Iodiceab182122017-10-09 15:05:40 +010053 *
54*/
55class NEGEMMLowpMatrixMultiplyCore : public IFunction
56{
57public:
58 /** Constructor */
59 NEGEMMLowpMatrixMultiplyCore(std::shared_ptr<IMemoryManager> memory_manager = nullptr);
Georgios Pinitas72219332018-06-05 14:56:06 +010060 /** Prevent instances of this class from being copied (As this class contains pointers) */
61 NEGEMMLowpMatrixMultiplyCore(const NEGEMMLowpMatrixMultiplyCore &) = delete;
62 /** Default move constructor */
63 NEGEMMLowpMatrixMultiplyCore(NEGEMMLowpMatrixMultiplyCore &&) = default;
64 /** Prevent instances of this class from being copied (As this class contains pointers) */
65 NEGEMMLowpMatrixMultiplyCore &operator=(const NEGEMMLowpMatrixMultiplyCore &) = delete;
66 /** Default move assignment operator */
67 NEGEMMLowpMatrixMultiplyCore &operator=(NEGEMMLowpMatrixMultiplyCore &&) = default;
Gian Marco Iodiceab182122017-10-09 15:05:40 +010068 /** Initialise the kernel's inputs, output
Anthony Barbierf202e502017-11-23 18:02:04 +000069 *
70 * @note GEMM_LOWP: low precision GEMM kernel
71 * This kernel performs the following computations:
72 *
73 * -# Convert a values from QASYMM8 to int32 and add a_offset to each of them.
74 * -# Convert b values from QASYMM8 to int32 add b_offset to each of them.
75 * -# Compute the matrix product of the resulting a * b in int32.
76 *
George Wort2d7e6832019-02-22 16:37:41 +000077 * @note The @p output type is S32 if @p gemm_info.type == GEMMLowpOutputStageType::NONE. It is QASYMM8 otherwise
78 *
Chunosov5124be52017-11-22 20:42:13 +070079 * @param[in] a First input tensor (Matrix A). Data type supported: QASYMM8.
80 * @param[in] b Second input tensor (Matrix B). Data type supported: same as @p a
Gian Marco Iodice4b908652018-10-18 10:21:02 +010081 * @param[in] c Third input tensor (Matrix C). It can be a nullptr. Data type supported: S32
George Wort2d7e6832019-02-22 16:37:41 +000082 * @param[out] output Output tensor. Data type supported: Data type supported: S32/QASYMM8
Chunosov5124be52017-11-22 20:42:13 +070083 * @param[in] gemm_info (Optional) Specifies if the matrix A and/or matrix B have been reshaped and
84 * if the reshape of matrix B should be executed only for the first run
Anthony Barbierf202e502017-11-23 18:02:04 +000085 */
Gian Marco Iodice4b908652018-10-18 10:21:02 +010086 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 +000087 /** Static function to check if given info will lead to a valid configuration of @ref NEGEMMLowpMatrixMultiplyCore
88 *
George Wort2d7e6832019-02-22 16:37:41 +000089 * @note The @p output type is S32 if @p gemm_info.type == GEMMLowpOutputStageType::NONE. It is QASYMM8 otherwise
90 *
91 * @param[in] a First input tensor info (Matrix A). Data type supported: QASYMM8.
92 * @param[in] b Second input tensor info (Matrix B). Data type supported: same as @p a
93 * @param[in] c Third input tensor info (Matrix C). It can be a nullptr. Data type supported: S32
94 * @param[in] output Output tensor info. Data type supported: Data type supported: S32/QASYMM8
Georgios Pinitas358ca202017-12-07 16:47:52 +000095 * @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
Georgios Pinitasa3b1b462017-11-16 19:24:39 +000097 *
Georgios Pinitas631c41a2017-12-06 11:53:03 +000098 * @return a status
Georgios Pinitasa3b1b462017-11-16 19:24:39 +000099 */
Gian Marco Iodice4b908652018-10-18 10:21:02 +0100100 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 +0100101
Pablo Tellofc004492018-03-23 11:40:05 +0000102 // Inherited methods overridden
Gian Marco Iodiceab182122017-10-09 15:05:40 +0100103 void run() override;
Georgios Pinitas72219332018-06-05 14:56:06 +0100104 void prepare() override;
Gian Marco Iodiceab182122017-10-09 15:05:40 +0100105
106private:
George Wort2d7e6832019-02-22 16:37:41 +0000107 MemoryGroup _memory_group;
108 NEGEMMAssemblyDispatch _asm_glue;
109 std::unique_ptr<INEKernel> _mm_kernel;
110 std::unique_ptr<INEKernel> _mtx_a_reshape_kernel;
111 std::unique_ptr<INEKernel> _mtx_b_reshape_kernel;
112 NEGEMMLowpMatrixAReductionKernel _mtx_a_reduction_kernel;
113 NEGEMMLowpMatrixBReductionKernel _mtx_b_reduction_kernel;
114 NEGEMMLowpOffsetContributionKernel _offset_contribution_kernel;
115 NEGEMMLowpOffsetContributionOutputStageKernel _offset_contribution_output_stage_kernel;
116 Tensor _vector_sum_col;
117 Tensor _vector_sum_row;
118 Tensor _tmp_a;
119 Tensor _tmp_b;
120 Tensor _mm_result_s32;
121 const ITensor *_original_b;
122 int32_t _a_offset;
123 int32_t _b_offset;
124 bool _run_vector_matrix_multiplication;
125 bool _dot_product_path;
126 bool _reshape_b_only_on_first_run;
127 bool _is_prepared;
128 bool _fuse_output_stage;
Gian Marco Iodiceab182122017-10-09 15:05:40 +0100129};
George Wort2d7e6832019-02-22 16:37:41 +0000130} // namespace arm_compute
Gian Marco Iodiceab182122017-10-09 15:05:40 +0100131#endif /*__ARM_COMPUTE_NEGEMMLOWPMATRIXMULTIPLYCORE_H__ */