blob: 2c276028a01760165f05719cbcced0c3ba90bcaa [file] [log] [blame]
Michalis Spyrouaa51a5b2020-11-22 00:49:42 +00001/*
2 * Copyright (c) 2020 Arm Limited.
3 *
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 */
24#include "arm_compute/core/Helpers.h"
25#include "arm_compute/core/ITensorPack.h"
26#include "arm_compute/core/Window.h"
27#include "src/core/NEON/SVEMath.h"
28#include "src/core/common/StdTypes.h"
29#include "src/core/common/Validate.h"
30
31#include <cmath>
32#include <cstddef>
33
34#if defined(__ARM_FEATURE_SVE)
35#include <arm_sve.h>
36
37namespace arm_compute
38{
39namespace cpu
40{
41void fp32_sve_activation(const ITensor *src, ITensor *dst, const ActivationLayerInfo &act_info, const Window &window)
42{
43 const auto window_start_x = static_cast<int>(window.x().start());
44 const auto window_end_x = static_cast<int>(window.x().end());
45 const ActivationLayerInfo::ActivationFunction act = act_info.activation();
46
47 Window win_collapsed = window.collapse_if_possible(window, Window::DimZ);
48 win_collapsed.set(Window::DimX, Window::Dimension(0, 1, 1));
49
50 Iterator input(src, win_collapsed);
51 Iterator output(dst, win_collapsed);
52
53 const auto const_1 = svdup_n_f32(1.f);
54 const auto const_0 = svdup_n_f32(0.f);
55 const auto const_6 = svdup_n_f32(6.f);
56 const auto const_3 = svdup_n_f32(3.f);
57 const auto const_inv_6 = svdup_n_f32(0.166666667f);
58
59 const auto va = svdup_n_f32(act_info.a());
60 const auto vb = svdup_n_f32(act_info.b());
61 execute_window_loop(win_collapsed, [&](const Coordinates &)
62 {
63 const auto input_ptr = reinterpret_cast<const float *>(input.ptr());
64 const auto output_ptr = reinterpret_cast<float *>(output.ptr());
65
66 svfloat32_t tmp;
67
68 // Compute S elements per iteration
69 int x = window_start_x;
70 svbool_t pg = svwhilelt_b32(x, window_end_x);
71 do
72 {
73 const auto vin = svld1_f32(pg, input_ptr + x);
74 switch(act)
75 {
76 case ActivationLayerInfo::ActivationFunction::ABS:
77 tmp = svabs_f32_z(pg, vin);
78 break;
79 case ActivationLayerInfo::ActivationFunction::LINEAR:
80 tmp = svmla_f32_z(pg, vb, va, vin);
81 break;
82 case ActivationLayerInfo::ActivationFunction::LOGISTIC:
83 tmp = svinv_f32_z(pg, svadd_f32_z(pg, const_1, svexp_f32_z(pg, svneg_f32_z(pg, vin))));
84 break;
85 case ActivationLayerInfo::ActivationFunction::RELU:
86 tmp = svmax_f32_z(pg, const_0, vin);
87 break;
88 case ActivationLayerInfo::ActivationFunction::BOUNDED_RELU:
89 tmp = svmin_f32_z(pg, va, svmax_f32_z(pg, const_0, vin));
90 break;
91 case ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU:
92 tmp = svmin_f32_z(pg, va, svmax_f32_z(pg, vb, vin));
93 break;
94 case ActivationLayerInfo::ActivationFunction::LEAKY_RELU:
95 tmp = svadd_f32_z(pg, svmul_f32_z(pg, svmin_f32_z(pg, vin, const_0), va), svmax_f32_z(pg, vin, const_0));
96 break;
97 case ActivationLayerInfo::ActivationFunction::SOFT_RELU:
98 tmp = svlog_f32_z(pg, svadd_f32_z(pg, const_1, svexp_f32_z(pg, vin)));
99 break;
100 case ActivationLayerInfo::ActivationFunction::ELU:
101 tmp = svsel_f32(svcmpgt_f32(pg, vin, const_0), vin, svmul_f32_z(pg, va, svsub_f32_z(pg, svexp_f32_z(pg, vin), const_1)));
102 break;
103 case ActivationLayerInfo::ActivationFunction::SQRT:
104 tmp = svsqrt_f32_z(pg, vin);
105 break;
106 case ActivationLayerInfo::ActivationFunction::SQUARE:
107 tmp = svmul_f32_z(pg, vin, vin);
108 break;
109 case ActivationLayerInfo::ActivationFunction::TANH:
110 tmp = svmul_f32_z(pg, va, svtanh_f32_z(pg, svmul_f32_z(pg, vb, vin)));
111 break;
112 case ActivationLayerInfo::ActivationFunction::IDENTITY:
113 tmp = vin;
114 break;
115 case ActivationLayerInfo::ActivationFunction::HARD_SWISH:
116 tmp = svmul_f32_z(pg, vin, svmul_f32_z(pg, const_inv_6, svmin_f32_z(pg, const_6, svmax_f32_z(pg, const_0, svadd_f32_z(pg, vin, const_3)))));
117 break;
118 default:
119 ARM_COMPUTE_ERROR("Unsupported activation function");
120 }
121 svst1_f32(pg, output_ptr + x, tmp);
122
123 x += svcntw();
124 pg = svwhilelt_b32(x, window_end_x);
125
126 }
127 while(svptest_any(svptrue_b32(), pg));
128 },
129 input, output);
130}
131} // namespace cpu
132} // namespace arm_compute
133#endif // __ARM_FEATURE_SVE