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Sheri Zhang1efed922021-03-10 22:43:38 +00001/*
Gian Marco Iodice3cce35d2022-12-30 16:07:45 +00002 * Copyright (c) 2017-2023 Arm Limited.
Sheri Zhang1efed922021-03-10 22:43:38 +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 */
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010024#ifndef ARM_COMPUTE_CL_DIRECT_CONV2D_KERNEL_H
25#define ARM_COMPUTE_CL_DIRECT_CONV2D_KERNEL_H
Sheri Zhang1efed922021-03-10 22:43:38 +000026
SiCong Li91295492023-07-21 18:16:13 +010027#include "arm_compute/function_info/ActivationLayerInfo.h"
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010028
Sheri Zhang1efed922021-03-10 22:43:38 +000029#include "src/core/common/Macros.h"
Georgios Pinitas7891a732021-08-20 21:39:25 +010030#include "src/gpu/cl/ClCompileContext.h"
31#include "src/gpu/cl/IClKernel.h"
Sheri Zhang1efed922021-03-10 22:43:38 +000032
33namespace arm_compute
34{
Gian Marco Iodice2cc50b32022-05-30 14:41:49 +010035// Forward declaration
36struct DirectConvComputeKernelInfo;
37
Sheri Zhang1efed922021-03-10 22:43:38 +000038namespace opencl
39{
40namespace kernels
41{
Georgios Pinitas9fc3be62021-05-29 04:01:51 +010042/** Interface for the direct convolution kernel. */
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010043class ClDirectConv2dKernel : public IClKernel
Sheri Zhang1efed922021-03-10 22:43:38 +000044{
45public:
Giorgio Arena4a95bba2021-06-28 11:00:27 +010046 ClDirectConv2dKernel();
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010047 ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(ClDirectConv2dKernel);
Sheri Zhang1efed922021-03-10 22:43:38 +000048 /** Set the src, weights, biases and dst tensors info.
49 *
Giorgio Arena945ae9e2021-10-13 11:13:04 +010050 * @note: Due to set_valid_region() in NCHW, src/weights/biases cannot be const. Need to change this once the set_valid_region() is removed.
Sheri Zhang1efed922021-03-10 22:43:38 +000051 *
Giorgio Arena945ae9e2021-10-13 11:13:04 +010052 * @note: DirectConvolution only works in the following configurations for the NCHW data layout:
Sheri Zhang1efed922021-03-10 22:43:38 +000053 * 1x1 convolution with stride_x = 1/2/3, stride_y = 1/2/3
54 * 3x3 convolution with stride_x = 1/2, stride_y = 1/2
55 * 5x5 convolution with stride_x = 1/2, stride_y = 1/2
56 * 9x9 convolution with stride_x = 1/2, stride_y = 1/2
57 *
58 * @param[in] compile_context The compile context to be used.
59 * @param[in] src The src tensor info to convolve. 3 lower dimensions represent a single src [width, height, IFM],
60 * while every optional dimension from 4 and above represent a batch of inputs. Data types supported: QASYMM8_SIGNED/QASYMM8/F16/F32.
61 * @param[in] weights Weights tensor info. Weights are 4D tensor with dimensions [kernel_x, kernel_y, IFM, OFM].
62 * The 3rd dimension must be the same as the src's volume 3rd dimension.
63 * Data type supported:Same as @p src.
64 * @param[in] biases Biases tensor info. Biases are 1D tensor with dimension [OFM].
65 * Data type supported: Should match @p src data type, except for src of QASYMM8 and QASYMM8_SIGNED type where biases should be of S32 type
66 * @param[out] dst Output tensor info.
67 * The 3rd dimensions must be equal to the 4th dimension of the @p kernels tensor. Data types supported: Same as @p src.
68 * @param[in] conv_info Contains padding and stride information described in @ref PadStrideInfo.
Georgios Pinitas9fc3be62021-05-29 04:01:51 +010069 * @param[in] act_info Contains activaton information described in @ref ActivationLayerInfo.
Gian Marco Iodice2cc50b32022-05-30 14:41:49 +010070 * @param[in] desc Direct convolution descriptor used to build the NHWC direct convolution kernel. For NCHW, this parameter is ignored.
Sheri Zhang1efed922021-03-10 22:43:38 +000071 */
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010072 void configure(const CLCompileContext &compile_context,
73 ITensorInfo *src,
74 ITensorInfo *weights,
75 ITensorInfo *biases,
76 ITensorInfo *dst,
77 const PadStrideInfo &conv_info,
78 const ActivationLayerInfo &act_info,
79 const DirectConvComputeKernelInfo &desc);
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010080 /** Static function to check if given info will lead to a valid configuration
Sheri Zhang1efed922021-03-10 22:43:38 +000081 *
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010082 * Similar to ClDirectConv2dKernel::configure()
Sheri Zhang1efed922021-03-10 22:43:38 +000083 *
84 * @return a status
85 */
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010086 static Status validate(const ITensorInfo *src,
87 const ITensorInfo *weights,
88 const ITensorInfo *biases,
89 const ITensorInfo *dst,
90 const PadStrideInfo &conv_info,
91 const ActivationLayerInfo &act_info,
92 const DirectConvComputeKernelInfo &desc);
Sheri Zhang1efed922021-03-10 22:43:38 +000093
94 // Inherited methods overridden:
95 void run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) override;
Sheri Zhang1efed922021-03-10 22:43:38 +000096
97public:
98 DataLayout _data_layout{};
Sheri Zhang1efed922021-03-10 22:43:38 +000099 PadStrideInfo _conv_info{};
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100100 bool _export_weights_to_cl_image{false};
101 bool _export_output_to_cl_image{false};
102 bool _export_input_to_cl_image{false};
Sheri Zhang1efed922021-03-10 22:43:38 +0000103};
104} // namespace kernels
105} // namespace opencl
106} // namespace arm_compute
Georgios Pinitas2eb5d162021-07-02 09:01:49 +0100107#endif /* ARM_COMPUTE_CL_DIRECT_CONV2D_KERNEL_H */