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Luca Foschiani689c9682020-02-26 14:30:14 +00001/*
Michele Di Giorgiod9eaf612020-07-08 11:12:57 +01002 * Copyright (c) 2020 Arm Limited.
Luca Foschiani689c9682020-02-26 14:30:14 +00003 *
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_CLGEMMLOWPQUANTIZEDOWNINT32SCALEKERNEL_H
25#define ARM_COMPUTE_CLGEMMLOWPQUANTIZEDOWNINT32SCALEKERNEL_H
26
27#include "arm_compute/core/CL/ICLKernel.h"
28
29namespace arm_compute
30{
31class ICLTensor;
32
33/** OpenCL kernel used to quantize down the int32 accumulator values of GEMMLowp to QASYMM8/QASYMM8_SIGNED
34 *
Gian Marco Iodiceeb65f6d2020-04-15 11:42:15 +010035 * This kernel takes a final int32 accumulator value (the output of the matrix multiplication), and processes it to obtain the final QASYMM8/QASYMM8_SIGNED value.
Luca Foschiani689c9682020-02-26 14:30:14 +000036 * The following computations will be performed by the kernel:
37 *
38 * -# Add offset terms to final result
39 * -# Multiply each entry of result by result_mult_int
40 * -# Add bias to final result if bias tensor is not a nullptr
41 * -# Shift the int32 accumulator by result_shift
42 * -# Clamp the value between the specified min and max bounds
43 * -# Clamp the resulting int32 values:
44 * -# -to the [0..255] range and cast to QASYMM8.
Michele Di Giorgio671d4f02020-10-14 12:26:51 +010045 * -# -to the [-128..127] range and cast to QASYMM8_SIGNED.
Luca Foschiani689c9682020-02-26 14:30:14 +000046 *
47 */
48class CLGEMMLowpQuantizeDownInt32ScaleKernel : public ICLKernel
49{
50public:
51 /** Constructor */
52 CLGEMMLowpQuantizeDownInt32ScaleKernel();
53 /** Prevent instances of this class from being copied (As this class contains pointers)*/
54 CLGEMMLowpQuantizeDownInt32ScaleKernel(const CLGEMMLowpQuantizeDownInt32ScaleKernel &) = delete;
55 /** Prevent instances of this class from being copied (As this class contains pointers)*/
56 CLGEMMLowpQuantizeDownInt32ScaleKernel &operator=(const CLGEMMLowpQuantizeDownInt32ScaleKernel &) = delete;
57 /** Allow instances of this class to be moved */
58 CLGEMMLowpQuantizeDownInt32ScaleKernel(CLGEMMLowpQuantizeDownInt32ScaleKernel &&) = default;
59 /** Allow instances of this class to be moved */
60 CLGEMMLowpQuantizeDownInt32ScaleKernel &operator=(CLGEMMLowpQuantizeDownInt32ScaleKernel &&) = default;
61 /** Initialise the kernel's input and output.
62 *
63 * @param[in] input Input tensor. Data type supported: S32
64 * @param[in] bias Biases tensor. Only shared biases supported and it can be a nullptr if the biases addition is not required.
65 * Biases are 1D tensor with dimensions [OFM]. Data type supported: Same as @p input.
66 * @param[out] output Output tensor. Data type supported: Data type supported: QASYMM8/QASYMM8_SIGNED
Luca Foschiani4b869532020-02-13 15:07:36 +000067 * @param[in] output_stage GEMMLowp output stage metadata.
Luca Foschiani689c9682020-02-26 14:30:14 +000068 */
69 void configure(const ICLTensor *input, const ICLTensor *bias, ICLTensor *output, const GEMMLowpOutputStageInfo *output_stage);
Manuel Bottini4c6bd512020-04-08 10:15:51 +010070 /** Initialise the kernel's input and output.
71 *
72 * @param[in] compile_context The compile context to be used.
73 * @param[in] input Input tensor. Data type supported: S32
74 * @param[in] bias Biases tensor. Only shared biases supported and it can be a nullptr if the biases addition is not required.
75 * Biases are 1D tensor with dimensions [OFM]. Data type supported: Same as @p input.
76 * @param[out] output Output tensor. Data type supported: Data type supported: QASYMM8/QASYMM8_SIGNED
77 * @param[in] output_stage GEMMLowp output stage metadata.
78 */
Manuel Bottini679fc962020-04-21 16:08:53 +010079 void configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *bias, ICLTensor *output, const GEMMLowpOutputStageInfo *output_stage);
Luca Foschiani689c9682020-02-26 14:30:14 +000080 /** Static function to check if given info will lead to a valid configuration of @ref CLGEMMLowpQuantizeDownInt32ScaleKernel
81 *
82 * @param[in] input Input tensor. Data type supported: S32
83 * @param[in] bias Biases tensor. Only shared biases supported and it can be a nullptr if the biases addition is not required.
84 * Biases are 1D tensor with dimensions [OFM]. Data type supported: Same as @p input.
85 * @param[in] output Output tensor. Data type supported: Data type supported: QASYMM8/QASYMM8_SIGNED
Luca Foschiani4b869532020-02-13 15:07:36 +000086 * @param[in] output_stage GEMMLowp output stage metadata.
Luca Foschiani689c9682020-02-26 14:30:14 +000087 *
88 * @return a status
89 */
90 static Status validate(const ITensorInfo *input, const ITensorInfo *bias, const ITensorInfo *output, const GEMMLowpOutputStageInfo *output_stage);
91
92 // Inherited methods overridden:
93 void run(const Window &window, cl::CommandQueue &queue) override;
94
95private:
Michele Di Giorgio671d4f02020-10-14 12:26:51 +010096 const ICLTensor *_input;
97 const ICLTensor *_bias;
98 ICLTensor *_output;
Luca Foschiani689c9682020-02-26 14:30:14 +000099};
100} // namespace arm_compute
101
102#endif /* ARM_COMPUTE_CLGEMMLOWPQUANTIZEDOWNINT32SCALEKERNEL_H */