xref: /aosp_15_r20/external/ComputeLibrary/src/cpu/kernels/CpuSoftmaxKernel.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_SOFTMAX_KERNEL_H
25*c217d954SCole Faust #define ARM_COMPUTE_CPU_SOFTMAX_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 identifying the max value of 1D Logits */
37*c217d954SCole Faust class CpuLogits1DMaxKernel : public ICpuKernel<CpuLogits1DMaxKernel>
38*c217d954SCole Faust {
39*c217d954SCole Faust private:
40*c217d954SCole Faust     using SoftmaxLogits1DMaxKernelPtr = std::add_pointer<void(const ITensor *, ITensor *, const Window &)>::type;
41*c217d954SCole Faust 
42*c217d954SCole Faust public:
43*c217d954SCole Faust     CpuLogits1DMaxKernel() = default;
44*c217d954SCole Faust     ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuLogits1DMaxKernel);
45*c217d954SCole Faust     /** Set the input and output tensors.
46*c217d954SCole Faust      *
47*c217d954SCole Faust      * @param[in]  src Source tensor info. Data types supported: QASYMM8/QASYMM8_SIGNED/F16/F32.
48*c217d954SCole Faust      * @param[out] dst Destination tensor info. Data types supported: same as @p input
49*c217d954SCole Faust      */
50*c217d954SCole Faust     void configure(const ITensorInfo *src, ITensorInfo *dst);
51*c217d954SCole Faust     /** Static function to check if given info will lead to a valid configuration
52*c217d954SCole Faust      *
53*c217d954SCole Faust      * Similar to CpuLogits1DMaxKernel::configure()
54*c217d954SCole Faust      *
55*c217d954SCole Faust      * @return a status
56*c217d954SCole Faust      */
57*c217d954SCole Faust     static Status validate(const ITensorInfo *src, const ITensorInfo *dst);
58*c217d954SCole Faust 
59*c217d954SCole Faust     // Inherited methods overridden:
60*c217d954SCole Faust     void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override;
61*c217d954SCole Faust     const char *name() const override;
62*c217d954SCole Faust 
63*c217d954SCole Faust     struct SoftmaxLogits1DMaxKernel
64*c217d954SCole Faust     {
65*c217d954SCole Faust         const char                  *name;
66*c217d954SCole Faust         const DataTypeISASelectorPtr is_selected;
67*c217d954SCole Faust         SoftmaxLogits1DMaxKernelPtr  ukernel;
68*c217d954SCole Faust     };
69*c217d954SCole Faust 
70*c217d954SCole Faust     static const std::vector<SoftmaxLogits1DMaxKernel> &get_available_kernels();
71*c217d954SCole Faust 
72*c217d954SCole Faust private:
73*c217d954SCole Faust     SoftmaxLogits1DMaxKernelPtr _run_method{ nullptr };
74*c217d954SCole Faust     std::string                 _name{};
75*c217d954SCole Faust };
76*c217d954SCole Faust 
77*c217d954SCole Faust /** Interface for softmax computation for QASYMM8 with pre-computed max. */
78*c217d954SCole Faust template <bool IS_LOG = false>
79*c217d954SCole Faust class CpuLogits1DSoftmaxKernel : public ICpuKernel<CpuLogits1DSoftmaxKernel<IS_LOG>>
80*c217d954SCole Faust {
81*c217d954SCole Faust private:
82*c217d954SCole Faust     using SoftmaxLogits1DKernelPtr = std::add_pointer<void(const ITensor *, const ITensor *, void *const, ITensor *, float, bool, const Window &)>::type;
83*c217d954SCole Faust 
84*c217d954SCole Faust public:
85*c217d954SCole Faust     CpuLogits1DSoftmaxKernel() = default;
86*c217d954SCole Faust     ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuLogits1DSoftmaxKernel);
87*c217d954SCole Faust 
88*c217d954SCole Faust     /** Set the input and output tensors.
89*c217d954SCole Faust      *
90*c217d954SCole Faust      * @param[in]  src  Source tensor info. Data types supported: QASYMM8/QASYMM8_SIGNED/F16/F32.
91*c217d954SCole Faust      * @param[in]  max  Max values tensor info. Same shape as input with dimension 0 set to 1.
92*c217d954SCole Faust      *                  Data types supported: same as @p input.
93*c217d954SCole Faust      * @param[out] dst  Destination tensor info. Data types supported: same as @p input.
94*c217d954SCole Faust      * @param[in]  beta A scaling factor for the exponent.
95*c217d954SCole Faust      *
96*c217d954SCole Faust      * @param      tmp    Auxiliary tensor info. Must be type F32 and same shape as the input.
97*c217d954SCole Faust      */
98*c217d954SCole Faust     void configure(const ITensorInfo *src, const ITensorInfo *max, ITensorInfo *dst, const float beta, ITensorInfo *tmp);
99*c217d954SCole Faust     /** Static function to check if given info will lead to a valid configuration
100*c217d954SCole Faust      *
101*c217d954SCole Faust      * Similar to CpuLogits1DSoftmaxKernel::configure()
102*c217d954SCole Faust      *
103*c217d954SCole Faust      * @return a status
104*c217d954SCole Faust      */
105*c217d954SCole Faust     static Status validate(const ITensorInfo *src, const ITensorInfo *max,
106*c217d954SCole Faust                            const ITensorInfo *dst, const float beta, const ITensorInfo *tmp);
107*c217d954SCole Faust 
108*c217d954SCole Faust     // Inherited methods overridden:
109*c217d954SCole Faust     void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override;
110*c217d954SCole Faust     const char *name() const override;
111*c217d954SCole Faust 
112*c217d954SCole Faust     struct SoftmaxLogits1DKernel
113*c217d954SCole Faust     {
114*c217d954SCole Faust         const char                  *name;
115*c217d954SCole Faust         const DataTypeISASelectorPtr is_selected;
116*c217d954SCole Faust         SoftmaxLogits1DKernelPtr     ukernel;
117*c217d954SCole Faust     };
118*c217d954SCole Faust 
119*c217d954SCole Faust     static const std::vector<SoftmaxLogits1DKernel> &get_available_kernels();
120*c217d954SCole Faust 
121*c217d954SCole Faust private:
122*c217d954SCole Faust     float                    _beta{ 1.0f };
123*c217d954SCole Faust     SoftmaxLogits1DKernelPtr _run_method{ nullptr };
124*c217d954SCole Faust     std::string              _name{};
125*c217d954SCole Faust };
126*c217d954SCole Faust } // namespace kernels
127*c217d954SCole Faust } // namespace cpu
128*c217d954SCole Faust } // namespace arm_compute
129*c217d954SCole Faust #endif /* ARM_COMPUTE_CPU_SOFTMAX_KERNEL_H */
130