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Anthony Barbier6ff3b192017-09-04 18:44:23 +01001/*
giuros011c9efeb2019-01-11 14:04:43 +00002 * Copyright (c) 2017-2019 ARM Limited.
Anthony Barbier6ff3b192017-09-04 18:44:23 +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_CLGEMMMATRIXMULTIPLYKERNEL_H__
25#define __ARM_COMPUTE_CLGEMMMATRIXMULTIPLYKERNEL_H__
26
27#include "arm_compute/core/CL/ICLKernel.h"
28
29namespace arm_compute
30{
31class ICLTensor;
32
Michele Di Giorgioebc3a902018-11-16 16:04:25 +000033/** OpenCL kernel to multiply two input matrices "A" and "B" and add a vector "C" if provided. All elements of the output matrix will be multiplied by alpha. In case vector C is passed, it will be added to the previous result (a broadcast addition will be performed).
Anthony Barbier6ff3b192017-09-04 18:44:23 +010034 *
giuros011c9efeb2019-01-11 14:04:43 +000035 * @note If the input tensors @p input0 and @p input1 have been reshaped respectively with @ref CLGEMMReshapeLHSMatrixKernel" and @ref CLGEMMReshapeRHSMatrixKernel,
Gian Marco Iodiceedfa9f42017-08-15 11:45:22 +010036 * the flag @p is_interleaved_transposed must be set to true
Anthony Barbier6ff3b192017-09-04 18:44:23 +010037 *
Michele Di Giorgioebc3a902018-11-16 16:04:25 +000038 * @attention Vector C (@p input2) must be 1D. A broadcast addition is performed.
39 *
40 * @attention @p input1 tensor must have at least 2 dimensions (matrix)
Anthony Barbier6ff3b192017-09-04 18:44:23 +010041 *
42 */
43class CLGEMMMatrixMultiplyKernel : public ICLKernel
44{
45public:
46 /** Default constructor */
47 CLGEMMMatrixMultiplyKernel();
48 /** Prevent instances of this class from being copied (As this class contains pointers) */
49 CLGEMMMatrixMultiplyKernel(const CLGEMMMatrixMultiplyKernel &) = delete;
50 /** Prevent instances of this class from being copied (As this class contains pointers) */
51 CLGEMMMatrixMultiplyKernel &operator=(const CLGEMMMatrixMultiplyKernel &) = delete;
52 /** Allow instances of this class to be moved */
53 CLGEMMMatrixMultiplyKernel(CLGEMMMatrixMultiplyKernel &&) = default;
54 /** Allow instances of this class to be moved */
55 CLGEMMMatrixMultiplyKernel &operator=(CLGEMMMatrixMultiplyKernel &&) = default;
56 /** Initialise the kernel's input, output and alpha
57 *
Vidhya Sudhan Loganathan7485d5a2018-07-04 09:34:00 +010058 * @param[in] input0 Input tensor containing the Matrix A. Data types supported: F16/F32
Gian Marco Iodiceedfa9f42017-08-15 11:45:22 +010059 * @param[in] input1 Input tensor containing the Matrix B. Data type supported: same as @p input0
Michele Di Giorgioebc3a902018-11-16 16:04:25 +000060 * @param[in] input2 Input tensor containing the Vector C. Can be nullptr. Data type supported: same as @p input0
Gian Marco Iodiceedfa9f42017-08-15 11:45:22 +010061 * @param[out] output Output tensor to store the result of matrix multiplication. Data type supported: same as @p input0
62 * @param[in] alpha Weight of the matrix product
Michele Di Giorgioebc3a902018-11-16 16:04:25 +000063 * @param[in] beta (Optional) Weight of vector C. Default value is 0. Only beta = 1 is currently supported.
giuros011c9efeb2019-01-11 14:04:43 +000064 * @param[in] is_interleaved_transposed (Optional) True if input0 and input1 have been reshaped respectively using @ref CLGEMMReshapeLHSMatrixKernel and @ref CLGEMMReshapeRHSMatrixKernel
Gian Marco36a0a462018-01-12 10:21:40 +000065 * @param[in] reshape_info (Optional) GEMM reshape info. If is_interleaved_transposed = true, this object must contain the information to understand how the matrix A and matrix B have been reshaped
Vidhya Sudhan Loganathana25d16c2018-11-16 11:33:12 +000066 * @param[in] fp_mixed_precision (Optional) Use wider accumulators (32 bit instead of 16 for FP16) to improve accuracy
Gian Marco36a0a462018-01-12 10:21:40 +000067 *
Anthony Barbier6ff3b192017-09-04 18:44:23 +010068 */
Michele Di Giorgioebc3a902018-11-16 16:04:25 +000069 void configure(const ICLTensor *input0, const ICLTensor *input1, const ICLTensor *input2, ICLTensor *output, float alpha, float beta = 0.f,
70 bool is_interleaved_transposed = true, const GEMMReshapeInfo &reshape_info = GEMMReshapeInfo(), bool fp_mixed_precision = false);
Georgios Pinitas358ca202017-12-07 16:47:52 +000071 /** Static function to check if given info will lead to a valid configuration of @ref CLGEMMMatrixMultiplyKernel
72 *
Michele Di Giorgioebc3a902018-11-16 16:04:25 +000073 * @param[in] input0 Input tensor containing the Matrix A info. Data types supported: F16/F32
74 * @param[in] input1 Input tensor containing the Matrix B info. Data type supported: same as @p input0
75 * @param[in] input2 Input tensor containing the Vector C info. Can be nullptr. Data type supported: same as @p input0
Georgios Pinitas358ca202017-12-07 16:47:52 +000076 * @param[in] output Output tensor to store the result of matrix multiplication. Data type supported: same as @p input0
77 * @param[in] alpha Weight of the matrix product
Michele Di Giorgioebc3a902018-11-16 16:04:25 +000078 * @param[in] beta Weight of vector C. Default value is 0. Only beta = 1 is currently supported.
giuros011c9efeb2019-01-11 14:04:43 +000079 * @param[in] is_interleaved_transposed True if input0 and input1 have been reshaped respectively using @ref CLGEMMReshapeLHSMatrixKernel and @ref CLGEMMReshapeRHSMatrixKernel
Gian Marco36a0a462018-01-12 10:21:40 +000080 * @param[in] reshape_info GEMM reshape info. If is_interleaved_transposed = true, this object must contain the information to understand how the matrix A and matrix B have been reshaped
Georgios Pinitas358ca202017-12-07 16:47:52 +000081 * @param[in] gpu_target GPU Target
Vidhya Sudhan Loganathana25d16c2018-11-16 11:33:12 +000082 * @param[in] fp_mixed_precision (Optional) Use wider accumulators (32 bit instead of 16 for FP16) to improve accuracy
Georgios Pinitas358ca202017-12-07 16:47:52 +000083 *
84 * @return a status
85 */
Michele Di Giorgioebc3a902018-11-16 16:04:25 +000086 static Status validate(const ITensorInfo *input0, const ITensorInfo *input1, const ITensorInfo *input2, const ITensorInfo *output, float alpha, float beta,
87 bool is_interleaved_transposed, const GEMMReshapeInfo &reshape_info, GPUTarget gpu_target, bool fp_mixed_precision = false);
Anthony Barbier6ff3b192017-09-04 18:44:23 +010088
89 // Inherited methods overridden:
90 void run(const Window &window, cl::CommandQueue &queue) override;
91
Georgios Pinitas17812ba2018-06-04 19:27:13 +010092public:
Anthony Barbier6ff3b192017-09-04 18:44:23 +010093 const ICLTensor *_input0;
94 const ICLTensor *_input1;
Michele Di Giorgioebc3a902018-11-16 16:04:25 +000095 const ICLTensor *_input2;
Anthony Barbier6ff3b192017-09-04 18:44:23 +010096 ICLTensor *_output;
Gian Marco Iodiced2fab732018-03-02 11:18:12 +000097 bool _slide_matrix_b;
Gian Marco Iodice68a3f562018-07-26 11:44:03 +010098 bool _reinterpret_input_as_3d;
99 bool _reinterpret_output_as_3d;
Michele Di Giorgioebc3a902018-11-16 16:04:25 +0000100 bool _has_vec_c;
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100101};
Gian Marco Iodicef670a0a2017-09-18 12:20:45 +0100102} // namespace arm_compute
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100103#endif /* __ARM_COMPUTE_CLGEMMMATRIXMULTIPLYKERNEL_H__ */