xref: /aosp_15_r20/external/ComputeLibrary/src/cpu/kernels/CpuDirectConv2dKernel.h (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1*c217d954SCole Faust /*
2*c217d954SCole Faust  * Copyright (c) 2017-2022 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_CPU_DIRECT_CONV2D_KERNEL_H
25*c217d954SCole Faust #define ARM_COMPUTE_CPU_DIRECT_CONV2D_KERNEL_H
26*c217d954SCole Faust 
27*c217d954SCole Faust #include "src/core/common/Macros.h"
28*c217d954SCole Faust #include "src/cpu/ICpuKernel.h"
29*c217d954SCole Faust 
30*c217d954SCole Faust namespace arm_compute
31*c217d954SCole Faust {
32*c217d954SCole Faust namespace cpu
33*c217d954SCole Faust {
34*c217d954SCole Faust namespace kernels
35*c217d954SCole Faust {
36*c217d954SCole Faust /** Interface for the kernel to perform Direct Convolution Layer. */
37*c217d954SCole Faust class CpuDirectConv2dKernel : public ICpuKernel<CpuDirectConv2dKernel>
38*c217d954SCole Faust {
39*c217d954SCole Faust private:
40*c217d954SCole Faust     using DirectConv2dKernel_Ptr = std::add_pointer<void(const Window &, const ITensor *, const ITensor *, ITensor *, const PadStrideInfo &)>::type;
41*c217d954SCole Faust 
42*c217d954SCole Faust public:
43*c217d954SCole Faust     CpuDirectConv2dKernel() = default;
44*c217d954SCole Faust     ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuDirectConv2dKernel);
45*c217d954SCole Faust     /** Set the src, weights, and dst tensors.
46*c217d954SCole Faust      *
47*c217d954SCole Faust      * @note: DirectConvolution only works in the following configurations:
48*c217d954SCole Faust      *        1x1 convolution with stride_x = 1/2/3, stride_y = 1/2/3
49*c217d954SCole Faust      *        3x3 convolution with stride_x = 1/2/3, stride_y = 1/2/3
50*c217d954SCole Faust      *
51*c217d954SCole Faust      * @param[in]  src       The input tensor to convolve. 3 lower dimensions represent a single input [width, height, IFM],
52*c217d954SCole Faust      *                       while every optional dimension from 4 and above represent a batch of inputs. Data types supported: F16/F32.
53*c217d954SCole Faust      * @param[in]  weights   Weights tensor. Weights are 4D tensor with dimensions [kernel_x, kernel_y, IFM, OFM].
54*c217d954SCole Faust      *                       The 3rd dimension must be the same as the input's volume 3rd dimension.
55*c217d954SCole Faust      *                       Data type supported:Same as @p input.
56*c217d954SCole Faust      * @param[out] dst       Output tensor.
57*c217d954SCole Faust      *                       The 3rd dimensions must be equal to the 4th dimension of the @p kernels tensor. Data types supported: F16/F32
58*c217d954SCole Faust      * @param[in]  conv_info Contains padding and stride information described in @ref PadStrideInfo.
59*c217d954SCole Faust      */
60*c217d954SCole Faust     void configure(ITensorInfo *src, ITensorInfo *weights, ITensorInfo *dst, const PadStrideInfo &conv_info);
61*c217d954SCole Faust     /** Static function to check if given info will lead to a valid configuration
62*c217d954SCole Faust      *
63*c217d954SCole Faust      * Similar to CpuDirectConv2dKernel::configure()
64*c217d954SCole Faust      *
65*c217d954SCole Faust      * @return a status
66*c217d954SCole Faust      */
67*c217d954SCole Faust     static Status validate(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *dst, const PadStrideInfo &conv_info);
68*c217d954SCole Faust 
69*c217d954SCole Faust     // Inherited methods overridden:
70*c217d954SCole Faust     void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override;
71*c217d954SCole Faust     const char *name() const override;
72*c217d954SCole Faust 
73*c217d954SCole Faust     struct DirectConv2dKernel
74*c217d954SCole Faust     {
75*c217d954SCole Faust         const char                         *name;
76*c217d954SCole Faust         const DataTypeDataLayoutSelectorPtr is_selected;
77*c217d954SCole Faust         DirectConv2dKernel_Ptr              ukernel;
78*c217d954SCole Faust     };
79*c217d954SCole Faust 
80*c217d954SCole Faust     static const std::vector<DirectConv2dKernel> &get_available_kernels();
81*c217d954SCole Faust 
82*c217d954SCole Faust private:
83*c217d954SCole Faust     PadStrideInfo _conv_info{};
84*c217d954SCole Faust     unsigned int  _kernel_size{ 0 };
85*c217d954SCole Faust     DataLayout    _data_layout{ DataLayout::UNKNOWN };
86*c217d954SCole Faust };
87*c217d954SCole Faust } // namespace kernels
88*c217d954SCole Faust } // namespace cpu
89*c217d954SCole Faust } // namespace arm_compute
90*c217d954SCole Faust #endif /*ARM_COMPUTE_CPU_DIRECTCONV2D_KERNEL_H */
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