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Michalis Spyrou60c3b0e2021-04-08 12:02:58 +01001/*
Pablo Marquez Tello732c1b22023-03-29 11:42:30 +01002 * Copyright (c) 2019-2023 Arm Limited.
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +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 */
Georgios Pinitas2eb5d162021-07-02 09:01:49 +010024#ifndef ARM_COMPUTE_CPU_DEPTHWISE_CONV2D_NATIVE_KERNEL_H
25#define ARM_COMPUTE_CPU_DEPTHWISE_CONV2D_NATIVE_KERNEL_H
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010026
27#include "arm_compute/core/utils/misc/Traits.h"
SiCong Li91295492023-07-21 18:16:13 +010028#include "arm_compute/function_info/ConvolutionInfo.h"
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010029
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010030#include "src/core/common/Macros.h"
Georgios Pinitas7891a732021-08-20 21:39:25 +010031#include "src/cpu/ICpuKernel.h"
Pablo Marquez Tello732c1b22023-03-29 11:42:30 +010032#include "support/AclRequires.h"
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010033
34#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
35#include <arm_neon.h>
36#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
37
38namespace arm_compute
39{
40namespace cpu
41{
42namespace kernels
43{
44/** Interface for the kernel to run a depthwise convolution native on a tensor. */
Yair Schwarzbaum46d44d22022-01-12 16:38:58 +020045class CpuDepthwiseConv2dNativeKernel : public ICpuKernel<CpuDepthwiseConv2dNativeKernel>
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010046{
Dana Zlotnikebbae942022-02-03 12:52:15 +020047private:
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010048 using DepthwiseConv2dNativeKernelPtr = std::add_pointer<void(
49 const ITensor *, const ITensor *, const ITensor *, ITensor *, const Window &, bool, const ConvolutionInfo &)>::
50 type;
Dana Zlotnikebbae942022-02-03 12:52:15 +020051
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010052public:
Georgios Pinitas2eb5d162021-07-02 09:01:49 +010053 CpuDepthwiseConv2dNativeKernel() = default;
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010054 ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuDepthwiseConv2dNativeKernel);
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010055
56 /** Initialize the function's source, destination and parameters.
57 *
58 * @note Supported data layouts: NHWC
59 *
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010060 * @param[in] src Source tensor. DataType supported: QASYMM8/QASYMM8_SIGNED/F16/F32.
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010061 * @param[in] weights Weights tensor. This is a 3D tensor with dimensions [IFM, W, H].
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010062 * Data type supported: Same as @p src or QASYMM8/QASYMM8_SIGNED/QSYMM8_PER_CHANNEL when @p src is QASYMM8/QASYMM8_SIGNED.
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010063 * @param[in] biases Biases tensor. A 1D tensor with dimensions [IFM]. Must be nullptr if not needed.
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010064 * Data type supported: Same as @p src, S32 when src is QASYMM8/QASYMM8_SIGNED.
65 * @param[out] dst Destination tensor. Data type supported: Same as @p src.
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010066 * @param[in] info Depthwise convolution meta-data.
67 *
68 */
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010069 void configure(const ITensorInfo *src,
70 const ITensorInfo *weights,
71 const ITensorInfo *biases,
72 ITensorInfo *dst,
73 const ConvolutionInfo &info);
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010074 /** Static function to check if given info will lead to a valid configuration
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010075 *
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010076 * Similar to CpuDepthwiseConv2dNativeKernel::configure()
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010077 *
78 * @return a status
79 */
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010080 static Status validate(const ITensorInfo *src,
81 const ITensorInfo *weights,
82 const ITensorInfo *biases,
83 const ITensorInfo *dst,
84 const ConvolutionInfo &info);
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010085
86 // Inherited methods overridden:
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010087 void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override;
Georgios Pinitas2eb5d162021-07-02 09:01:49 +010088 const char *name() const override;
Dana Zlotnikebbae942022-02-03 12:52:15 +020089 struct DepthwiseConv2dNativeKernel
90 {
91 const char *name;
92 const DepthwiseConv2dNativeDataTypeISASelectorPtr is_selected;
93 DepthwiseConv2dNativeKernelPtr ukernel;
94 };
95 static const std::vector<DepthwiseConv2dNativeKernel> &get_available_kernels();
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010096
97private:
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +010098 /** Common signature for all the specialised depthwise convolution native functions
99 *
100 * @param[in] window Region on which to execute the kernel.
101 */
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100102 DepthwiseConv2dNativeKernelPtr _func{nullptr};
Dana Zlotnikebbae942022-02-03 12:52:15 +0200103 ConvolutionInfo _conv_info{};
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100104 bool _has_biases{false};
Michalis Spyrou60c3b0e2021-04-08 12:02:58 +0100105};
106} // namespace kernels
107} // namespace cpu
108} // namespace arm_compute
Georgios Pinitas2eb5d162021-07-02 09:01:49 +0100109#endif /* ARM_COMPUTE_CPU_DEPTHWISE_CONV2D_NATIVE_KERNEL_H */