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Georgios Pinitas4a578b92021-06-25 12:13:49 +01001/*
2 * Copyright (c) 2020-2021 Arm Limited.
3 *
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_CL_GEMMLOWP_QUANTIZEDOWN_INT32_SCALE_BY_FLOAT_KERNEL_H
25#define ARM_COMPUTE_CL_GEMMLOWP_QUANTIZEDOWN_INT32_SCALE_BY_FLOAT_KERNEL_H
26
27#include "src/core/common/Macros.h"
Georgios Pinitas7891a732021-08-20 21:39:25 +010028#include "src/gpu/cl/ClCompileContext.h"
29#include "src/gpu/cl/IClKernel.h"
Georgios Pinitas4a578b92021-06-25 12:13:49 +010030
31namespace arm_compute
32{
33namespace opencl
34{
35namespace kernels
36{
37/** OpenCL kernel used to quantize down the int32 accumulator values of GEMMLowp to QASYMM8/QASYMM8_SIGNED
38 *
39 * 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.
40 * The following computations will be performed by the kernel:
41 *
42 * -# Compute fixed point multiplication between each entry of input by result_fixedpoint_multiplier
43 * -# Add bias to final result if bias tensor is not a nullptr
44 * -# Requantize
45 * -# Add offset to each result
46 * -# Clamp the value between the specified min and max bounds
47 * -# Clamp the resulting int32 values to
48 * - to the [0..255] range and cast to QASYMM8.
49 * - to the [-128..127] range and cast to QASYMM8_SIGNED.
50 */
51class ClGemmLowpQuantizeDownInt32ScaleByFloatKernel : public IClKernel
52{
53public:
54 ClGemmLowpQuantizeDownInt32ScaleByFloatKernel();
55 ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(ClGemmLowpQuantizeDownInt32ScaleByFloatKernel);
56 /** Initialise the kernel's input and output.
57 *
58 * @param[in] compile_context The compile context to be used.
59 * @param[in] src Source tensor. Data type supported: S32
60 * @param[in] bias Biases tensor. Only shared biases supported and it can be a nullptr if the biases addition is not required.
61 * Biases are 1D tensor with dimensions [OFM]. Data type supported: Same as @p src.
62 * @param[out] dst Destination tensor. Data type supported: Data type supported: QASYMM8/QASYMM8_SIGNED
63 * @param[in] info Output stage info. Used to pass the quantized output data type
64 */
65 void configure(const CLCompileContext &compile_context, const ITensorInfo *src, const ITensorInfo *bias, ITensorInfo *dst, const GEMMLowpOutputStageInfo *info);
66 /** Static function to check if given info will lead to a valid configuration
67 *
68 * Similar to @ref ClGemmLowpQuantizeDownInt32ScaleByFixedPointKernel::configure()
69 *
70 * @return a status
71 */
72 static Status validate(const ITensorInfo *src, const ITensorInfo *bias, const ITensorInfo *dst, const GEMMLowpOutputStageInfo *info);
73
74 // Inherited methods overridden:
75 void run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) override;
76};
77} // namespace kernels
78} // namespace opencl
79} // namespace arm_compute
80#endif /* ARM_COMPUTE_CL_GEMMLOWP_QUANTIZEDOWN_INT32_SCALE_BY_FLOAT_KERNEL_H */