xref: /aosp_15_r20/external/ComputeLibrary/src/cpu/operators/CpuGemmDirectConv2d.h (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1*c217d954SCole Faust /*
2*c217d954SCole Faust  * Copyright (c) 2021 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_GEMM_DIRECT_CONV_2D_H
25*c217d954SCole Faust #define ARM_COMPUTE_CPU_GEMM_DIRECT_CONV_2D_H
26*c217d954SCole Faust 
27*c217d954SCole Faust #include "arm_compute/core/TensorInfo.h"
28*c217d954SCole Faust #include "src/core/common/Macros.h"
29*c217d954SCole Faust #include "src/cpu/ICpuOperator.h"
30*c217d954SCole Faust #include "src/cpu/operators/CpuActivation.h"
31*c217d954SCole Faust #include "src/cpu/operators/CpuPermute.h"
32*c217d954SCole Faust #include "src/cpu/operators/internal/CpuGemmAssemblyDispatch.h"
33*c217d954SCole Faust 
34*c217d954SCole Faust namespace arm_compute
35*c217d954SCole Faust {
36*c217d954SCole Faust // Forward declarations
37*c217d954SCole Faust class ITensor;
38*c217d954SCole Faust struct Conv2dInfo;
39*c217d954SCole Faust namespace cpu
40*c217d954SCole Faust {
41*c217d954SCole Faust class CpuGemmDirectConv2d : public ICpuOperator
42*c217d954SCole Faust {
43*c217d954SCole Faust public:
44*c217d954SCole Faust     CpuGemmDirectConv2d();
45*c217d954SCole Faust     ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuGemmDirectConv2d);
46*c217d954SCole Faust     ~CpuGemmDirectConv2d();
47*c217d954SCole Faust     /** Set the input and output tensors.
48*c217d954SCole Faust      *
49*c217d954SCole Faust      * Valid data layouts:
50*c217d954SCole Faust      * - All
51*c217d954SCole Faust      *
52*c217d954SCole Faust      * Valid data type configurations:
53*c217d954SCole Faust      * |src0           |src1           |src2           |dst            |
54*c217d954SCole Faust      * |:--------------|:--------------|:--------------|:--------------|
55*c217d954SCole Faust      * |QASYMM8        |QASYMM8        |S32            |QASYMM8        |
56*c217d954SCole Faust      * |QASYMM8_SIGNED |QASYMM8_SIGNED |S32            |QASYMM8_SIGNED |
57*c217d954SCole Faust      * |F16            |F16            |F16            |F16            |
58*c217d954SCole Faust      * |F32            |F32            |F32            |F32            |
59*c217d954SCole Faust      * |BFLOAT16       |BFLOAT16       |BFLOAT16       |BFLOAT16       |
60*c217d954SCole Faust      *
61*c217d954SCole Faust      * @param[in] src     Source tensor info. 3 lower dimensions represent a single input [width, height, IFM],
62*c217d954SCole Faust      *                    while every optional dimension from 4 and above represent a batch of inputs.
63*c217d954SCole Faust      *                    Data types supported: QASYMM8/QASYMM8_SIGNED/BFLOAT16/F16/F32.
64*c217d954SCole Faust      * @param[in] weights Weights tensor info. Weights are 4D tensor with dimensions [kernel_x, kernel_y, IFM, OFM].
65*c217d954SCole Faust      *                    Data type supported: QASYMM8/QASYMM8_SIGNED/QSYMM8_PER_CHANNEL/BFLOAT16/F16/F32.
66*c217d954SCole Faust      * @param[in] biases  Biases tensor info. Shared biases supported. Biases are 1D tensor with dimensions [OFM].
67*c217d954SCole Faust      *                    Data type supported: Should match @p input data type, except for input of QASYMM8/QASYMM8_SIGNED type where biases should be of S32 type.
68*c217d954SCole Faust      * @param[in] dst     Destination tensor info. 3 lower dimensions represent a single output [width, height, OFM], while the rest represent batch of outputs.
69*c217d954SCole Faust      *                    Data types supported: Same as @p input.
70*c217d954SCole Faust      * @param[in] info    Contains padding and stride information described in @ref PadStrideInfo.
71*c217d954SCole Faust      */
72*c217d954SCole Faust     void configure(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *biases, ITensorInfo *dst, const Conv2dInfo &info);
73*c217d954SCole Faust     /** Static function to check if given info will lead to a valid configuration of @ref CpuGemmDirectConv2d
74*c217d954SCole Faust      *
75*c217d954SCole Faust      * Similar to CpuGemmDirectConv2d::configure()
76*c217d954SCole Faust      *
77*c217d954SCole Faust      * @return a status
78*c217d954SCole Faust      */
79*c217d954SCole Faust     static Status validate(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *dst, const Conv2dInfo &info);
80*c217d954SCole Faust 
81*c217d954SCole Faust     // Inherited methods overridden:
82*c217d954SCole Faust     void run(ITensorPack &tensors) override;
83*c217d954SCole Faust     void prepare(ITensorPack &constants) override;
84*c217d954SCole Faust     experimental::MemoryRequirements workspace() const override;
85*c217d954SCole Faust 
86*c217d954SCole Faust private:
87*c217d954SCole Faust     enum AuxTensorIdx
88*c217d954SCole Faust     {
89*c217d954SCole Faust         AsmGemmWorkspace = 0,
90*c217d954SCole Faust         Pretranspose,
91*c217d954SCole Faust         PermutedWeights,
92*c217d954SCole Faust         Count
93*c217d954SCole Faust     };
94*c217d954SCole Faust 
95*c217d954SCole Faust     std::unique_ptr<CpuGemmAssemblyDispatch> _gemm_asm_func;
96*c217d954SCole Faust     std::unique_ptr<CpuActivation>           _activation_func;
97*c217d954SCole Faust     std::unique_ptr<CpuPermute>              _weights_permute_func;
98*c217d954SCole Faust     experimental::MemoryRequirements         _aux_mem;
99*c217d954SCole Faust     TensorInfo                               _perm_weights;
100*c217d954SCole Faust     bool                                     _run_activation;
101*c217d954SCole Faust     bool                                     _is_prepared;
102*c217d954SCole Faust };
103*c217d954SCole Faust } // namespace cpu
104*c217d954SCole Faust } // namespace arm_compute
105*c217d954SCole Faust 
106*c217d954SCole Faust #endif /* ARM_COMPUTE_CPU_GEMM_DIRECT_CONV_2D_H */
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