xref: /aosp_15_r20/external/ComputeLibrary/src/gpu/cl/kernels/ClDirectConv2dKernel.h (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1*c217d954SCole Faust /*
2*c217d954SCole Faust  * Copyright (c) 2017-2023 Arm Limited.
3*c217d954SCole Faust  *
4*c217d954SCole Faust  * SPDX-License-Identifier: MIT
5*c217d954SCole Faust  *
6*c217d954SCole Faust  * Permission is hereby granted, free of charge, to any person obtaining a copy
7*c217d954SCole Faust  * of this software and associated documentation files (the "Software"), to
8*c217d954SCole Faust  * deal in the Software without restriction, including without limitation the
9*c217d954SCole Faust  * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10*c217d954SCole Faust  * sell copies of the Software, and to permit persons to whom the Software is
11*c217d954SCole Faust  * furnished to do so, subject to the following conditions:
12*c217d954SCole Faust  *
13*c217d954SCole Faust  * The above copyright notice and this permission notice shall be included in all
14*c217d954SCole Faust  * copies or substantial portions of the Software.
15*c217d954SCole Faust  *
16*c217d954SCole Faust  * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17*c217d954SCole Faust  * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18*c217d954SCole Faust  * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19*c217d954SCole Faust  * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20*c217d954SCole Faust  * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21*c217d954SCole Faust  * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22*c217d954SCole Faust  * SOFTWARE.
23*c217d954SCole Faust  */
24*c217d954SCole Faust #ifndef ARM_COMPUTE_CL_DIRECT_CONV2D_KERNEL_H
25*c217d954SCole Faust #define ARM_COMPUTE_CL_DIRECT_CONV2D_KERNEL_H
26*c217d954SCole Faust 
27*c217d954SCole Faust #include "src/core/common/Macros.h"
28*c217d954SCole Faust #include "src/gpu/cl/ClCompileContext.h"
29*c217d954SCole Faust #include "src/gpu/cl/IClKernel.h"
30*c217d954SCole Faust 
31*c217d954SCole Faust namespace arm_compute
32*c217d954SCole Faust {
33*c217d954SCole Faust // Forward declaration
34*c217d954SCole Faust struct DirectConvComputeKernelInfo;
35*c217d954SCole Faust 
36*c217d954SCole Faust namespace opencl
37*c217d954SCole Faust {
38*c217d954SCole Faust namespace kernels
39*c217d954SCole Faust {
40*c217d954SCole Faust /** Interface for the  direct convolution kernel. */
41*c217d954SCole Faust class ClDirectConv2dKernel : public IClKernel
42*c217d954SCole Faust {
43*c217d954SCole Faust public:
44*c217d954SCole Faust     ClDirectConv2dKernel();
45*c217d954SCole Faust     ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(ClDirectConv2dKernel);
46*c217d954SCole Faust     /** Set the src, weights, biases and dst tensors info.
47*c217d954SCole Faust      *
48*c217d954SCole Faust      * @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.
49*c217d954SCole Faust      *
50*c217d954SCole Faust      * @note: DirectConvolution only works in the following configurations for the NCHW data layout:
51*c217d954SCole Faust      *        1x1 convolution with stride_x = 1/2/3, stride_y = 1/2/3
52*c217d954SCole Faust      *        3x3 convolution with stride_x = 1/2, stride_y = 1/2
53*c217d954SCole Faust      *        5x5 convolution with stride_x = 1/2, stride_y = 1/2
54*c217d954SCole Faust      *        9x9 convolution with stride_x = 1/2, stride_y = 1/2
55*c217d954SCole Faust      *
56*c217d954SCole Faust      * @param[in]  compile_context The compile context to be used.
57*c217d954SCole Faust      * @param[in]  src             The src tensor info to convolve. 3 lower dimensions represent a single src [width, height, IFM],
58*c217d954SCole Faust      *                             while every optional dimension from 4 and above represent a batch of inputs. Data types supported: QASYMM8_SIGNED/QASYMM8/F16/F32.
59*c217d954SCole Faust      * @param[in]  weights         Weights tensor info. Weights are 4D tensor with dimensions [kernel_x, kernel_y, IFM, OFM].
60*c217d954SCole Faust      *                             The 3rd dimension must be the same as the src's volume 3rd dimension.
61*c217d954SCole Faust      *                             Data type supported:Same as @p src.
62*c217d954SCole Faust      * @param[in]  biases          Biases tensor info. Biases are 1D tensor with dimension [OFM].
63*c217d954SCole Faust      *                             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
64*c217d954SCole Faust      * @param[out] dst             Output tensor info.
65*c217d954SCole Faust      *                             The 3rd dimensions must be equal to the 4th dimension of the @p kernels tensor. Data types supported: Same as @p src.
66*c217d954SCole Faust      * @param[in]  conv_info       Contains padding and stride information described in @ref PadStrideInfo.
67*c217d954SCole Faust      * @param[in]  act_info        Contains activaton information described in @ref ActivationLayerInfo.
68*c217d954SCole Faust      * @param[in]  desc            Direct convolution descriptor used to build the NHWC direct convolution kernel. For NCHW, this parameter is ignored.
69*c217d954SCole Faust      */
70*c217d954SCole Faust     void configure(const CLCompileContext &compile_context, ITensorInfo *src, ITensorInfo *weights, ITensorInfo *biases, ITensorInfo *dst,
71*c217d954SCole Faust                    const PadStrideInfo &conv_info, const ActivationLayerInfo &act_info, const DirectConvComputeKernelInfo &desc);
72*c217d954SCole Faust     /** Static function to check if given info will lead to a valid configuration
73*c217d954SCole Faust      *
74*c217d954SCole Faust      * Similar to ClDirectConv2dKernel::configure()
75*c217d954SCole Faust      *
76*c217d954SCole Faust      * @return a status
77*c217d954SCole Faust      */
78*c217d954SCole Faust     static Status validate(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *dst,
79*c217d954SCole Faust                            const PadStrideInfo &conv_info, const ActivationLayerInfo &act_info, const DirectConvComputeKernelInfo &desc);
80*c217d954SCole Faust 
81*c217d954SCole Faust     // Inherited methods overridden:
82*c217d954SCole Faust     void run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) override;
83*c217d954SCole Faust 
84*c217d954SCole Faust public:
85*c217d954SCole Faust     DataLayout    _data_layout{};
86*c217d954SCole Faust     PadStrideInfo _conv_info{};
87*c217d954SCole Faust     bool          _export_weights_to_cl_image{ false };
88*c217d954SCole Faust     bool          _export_output_to_cl_image{ false };
89*c217d954SCole Faust     bool          _export_input_to_cl_image{ false };
90*c217d954SCole Faust };
91*c217d954SCole Faust } // namespace kernels
92*c217d954SCole Faust } // namespace opencl
93*c217d954SCole Faust } // namespace arm_compute
94*c217d954SCole Faust #endif /* ARM_COMPUTE_CL_DIRECT_CONV2D_KERNEL_H */
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