aboutsummaryrefslogtreecommitdiff
path: root/arm_compute/core/CL/kernels/CLGEMMLowpMatrixMultiplyKernel.h
blob: f84d0638da9e4bf22c38eae59f3fd3f3dfd20be3 (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
/*
 * Copyright (c) 2017 ARM Limited.
 *
 * SPDX-License-Identifier: MIT
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to
 * deal in the Software without restriction, including without limitation the
 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
 * sell copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in all
 * copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */
#ifndef __ARM_COMPUTE_CLGEMMLOWPMATRIXMULTIPLYKERNEL_H__
#define __ARM_COMPUTE_CLGEMMLOWPMATRIXMULTIPLYKERNEL_H__

#include "arm_compute/core/CL/ICLKernel.h"

namespace arm_compute
{
class ICLTensor;

/** OpenCL kernel to compute low precision matrix multiplication kernel
 *
 *  This kernel performs the following computation:
 *  -# Convert a values from uint8 to int32 and add a_offset to each of them.
 *  -# Convert b values from uint8 to int32 and add b_offset to each of them.
 *  -# Compute the int32 matrix product of the resulting a * b.
 *  -# Add output_offset to each entry of the result.
 *  -# Multiply each entry of the result and round to the nearest integer
 *  -# Clamp the resulting int32 values to the [0..255] range and cast to uint8.
 */
class CLGEMMLowpMatrixMultiplyKernel : public ICLKernel
{
public:
    /** Default Constructor */
    CLGEMMLowpMatrixMultiplyKernel();
    /** Prevent instances of this class from being copied (As this class contains pointers) */
    CLGEMMLowpMatrixMultiplyKernel(const CLGEMMLowpMatrixMultiplyKernel &) = delete;
    /** Prevent instances of this class from being copied (As this class contains pointers) */
    CLGEMMLowpMatrixMultiplyKernel &operator=(const CLGEMMLowpMatrixMultiplyKernel &) = delete;
    /** Allow instances of this class to be moved */
    CLGEMMLowpMatrixMultiplyKernel(CLGEMMLowpMatrixMultiplyKernel &&) = default;
    /** Allow instances of this class to be moved */
    CLGEMMLowpMatrixMultiplyKernel &operator=(CLGEMMLowpMatrixMultiplyKernel &&) = default;
    /** Initialise the kernel's input and output.
     *
     * The input matrices @p input0 and @p input1 must be the output of the kernels: @ref CLGEMMInterleave4x4Kernel and @ref CLGEMMTranspose1xWKernel.
     * These two kernels change the layout of the original matrices to be more cache-friendly.
     *
     * @param[in]  input0          Input tensor containing the interleaved Matrix A. Data types supported: U8
     * @param[in]  input1          Input tensor containing the transposed Matrix B. Data types supported: same as @p input0
     * @param[out] output          Output tensor to store the result of matrix multiplication, Data types supported: same as @p input0
     * @param[in]  a_offset        Offset to be added to each element of the matrix A.
     * @param[in]  b_offset        Offset to be added to each element of the matrix B.
     * @param[in]  output_offset   Offset to be added to each element of the output matrix
     * @param[in]  output_mult_int Offset to be added to each element of the output matrix
     * @param[in]  shift           Number of bits to shift right the result.
     */
    void configure(const ICLTensor *input0, const ICLTensor *input1, ICLTensor *output, int32_t a_offset, int32_t b_offset, int32_t output_offset, int32_t output_mult_int, int32_t shift);

    // Inherited methods overridden:
    void run(const Window &window, cl::CommandQueue &queue) override;

private:
    const ICLTensor *_input0;
    const ICLTensor *_input1;
    ICLTensor       *_output;
};
}
#endif /*__ARM_COMPUTE_CLGEMMLOWPMATRIXMULTIPLYKERNEL_H__*/