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Anthony Barbier6ff3b192017-09-04 18:44:23 +01001/*
2 * Copyright (c) 2016, 2017 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/NEON/kernels/NEGEMMMatrixAdditionKernel.h"
25
26#include "arm_compute/core/Error.h"
27#include "arm_compute/core/Helpers.h"
28#include "arm_compute/core/NEON/NEFixedPoint.h"
29#include "arm_compute/core/Types.h"
30#include "arm_compute/core/Validate.h"
31
32#include <arm_neon.h>
33
34using namespace arm_compute;
35
36namespace arm_compute
37{
38class Coordinates;
39} // namespace arm_compute
40
41namespace
42{
43void matrix_addition_f32(const ITensor *input, ITensor *output, const Window &window, float beta)
44{
45 const float32x4_t beta_f32 = vdupq_n_f32(beta);
46
47 Iterator in(input, window);
48 Iterator out(output, window);
49
50 execute_window_loop(window, [&](const Coordinates & id)
51 {
52 const auto in_ptr = reinterpret_cast<const float *>(in.ptr());
53 const auto out_ptr = reinterpret_cast<float *>(out.ptr());
54
Pablo Tello221f3812017-06-28 17:27:56 +010055 float32x4x4_t alpha_ab = vld4q_f32(out_ptr);
56 const float32x4x4_t c = vld4q_f32(in_ptr);
Anthony Barbier6ff3b192017-09-04 18:44:23 +010057
58 // Multiply matrix C by its weight and accumulate
59 alpha_ab.val[0] = vmlaq_f32(alpha_ab.val[0], c.val[0], beta_f32);
60 alpha_ab.val[1] = vmlaq_f32(alpha_ab.val[1], c.val[1], beta_f32);
61 alpha_ab.val[2] = vmlaq_f32(alpha_ab.val[2], c.val[2], beta_f32);
62 alpha_ab.val[3] = vmlaq_f32(alpha_ab.val[3], c.val[3], beta_f32);
63
Pablo Tello221f3812017-06-28 17:27:56 +010064 vst4q_f32(out_ptr, alpha_ab);
Anthony Barbier6ff3b192017-09-04 18:44:23 +010065 },
66 in, out);
67}
68
Ioan-Cristian Szabo5edbd1c2017-11-13 13:34:08 +000069#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
Anthony Barbier6ff3b192017-09-04 18:44:23 +010070void matrix_addition_f16(const ITensor *input, ITensor *output, const Window &window, float beta)
71{
72 const float16x8_t beta_f16 = vdupq_n_f16(beta);
73
74 Iterator in(input, window);
75 Iterator out(output, window);
76
77 execute_window_loop(window, [&](const Coordinates & id)
78 {
79 const auto in_ptr = reinterpret_cast<const float16_t *>(in.ptr());
80 const auto out_ptr = reinterpret_cast<float16_t *>(out.ptr());
81
Pablo Tello221f3812017-06-28 17:27:56 +010082 float16x8x2_t alpha_ab = vld2q_f16(out_ptr);
83 const float16x8x2_t c = vld2q_f16(in_ptr);
Anthony Barbier6ff3b192017-09-04 18:44:23 +010084 // Multiply matrix C by its weight and accumulate
85 alpha_ab.val[0] = vaddq_f16(alpha_ab.val[0], vmulq_f16(c.val[0], beta_f16));
86 alpha_ab.val[1] = vaddq_f16(alpha_ab.val[1], vmulq_f16(c.val[1], beta_f16));
87
Pablo Tello221f3812017-06-28 17:27:56 +010088 vst2q_f16(out_ptr + 0, alpha_ab);
Anthony Barbier6ff3b192017-09-04 18:44:23 +010089 },
90 in, out);
91}
Ioan-Cristian Szabo5edbd1c2017-11-13 13:34:08 +000092#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
Anthony Barbier6ff3b192017-09-04 18:44:23 +010093
94void matrix_addition_qs8(const ITensor *input, ITensor *output, const Window &window, float beta)
95{
96 const int fixed_point_position = input->info()->fixed_point_position();
Georgios Pinitas21efeb42017-07-04 12:47:17 +010097 const qint8x16_t beta_qs8 = vdupq_n_qs8(sqcvt_qs8_f32(beta, fixed_point_position));
Anthony Barbier6ff3b192017-09-04 18:44:23 +010098
99 Iterator in(input, window);
100 Iterator out(output, window);
101
102 execute_window_loop(window, [&](const Coordinates & id)
103 {
104 const auto in_ptr = reinterpret_cast<const qint8_t *>(in.ptr());
105 const auto out_ptr = reinterpret_cast<qint8_t *>(out.ptr());
106
107 qint8x16_t alpha_ab = vld1q_qs8(out_ptr);
108 const qint8x16_t c = vld1q_qs8(in_ptr);
109
110 // Multiply matrix C by its weight and accumulate
111 alpha_ab = vqmlaq_qs8(alpha_ab, c, beta_qs8, fixed_point_position);
112
113 vst1q_qs8(out_ptr, alpha_ab);
114 },
115 in, out);
116}
Gian Marco Iodicebdb6b0b2017-06-30 12:21:00 +0100117
118void matrix_addition_qs16(const ITensor *input, ITensor *output, const Window &window, float beta)
119{
120 const int fixed_point_position = input->info()->fixed_point_position();
Georgios Pinitas21efeb42017-07-04 12:47:17 +0100121 const qint16x8_t beta_qs16 = vdupq_n_qs16(sqcvt_qs16_f32(beta, fixed_point_position));
Gian Marco Iodicebdb6b0b2017-06-30 12:21:00 +0100122
123 Iterator in(input, window);
124 Iterator out(output, window);
125
126 execute_window_loop(window, [&](const Coordinates & id)
127 {
128 const auto in_ptr = reinterpret_cast<const qint16_t *>(in.ptr());
129 const auto out_ptr = reinterpret_cast<qint16_t *>(out.ptr());
130
131 qint16x8x2_t alpha_ab = vld2q_s16(out_ptr);
132 const qint16x8x2_t c = vld2q_s16(in_ptr);
133
134 // Multiply matrix C by its weight and accumulate
135 alpha_ab.val[0] = vqmlaq_qs16(alpha_ab.val[0], c.val[0], beta_qs16, fixed_point_position);
136 alpha_ab.val[1] = vqmlaq_qs16(alpha_ab.val[1], c.val[1], beta_qs16, fixed_point_position);
137
138 vst2q_s16(out_ptr, alpha_ab);
139 },
140 in, out);
141}
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100142} // namespace
143
144NEGEMMMatrixAdditionKernel::NEGEMMMatrixAdditionKernel()
145 : INESimpleKernel(), _func(nullptr), _beta(0.0f)
146{
147}
148
149void NEGEMMMatrixAdditionKernel::configure(const ITensor *input, ITensor *output, float beta)
150{
Gian Marco Iodicebdb6b0b2017-06-30 12:21:00 +0100151 ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::QS8, DataType::QS16, DataType::F16, DataType::F32);
152 ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output, 1, DataType::QS8, DataType::QS16, DataType::F16, DataType::F32);
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100153 ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
154 ARM_COMPUTE_ERROR_ON_MISMATCHING_FIXED_POINT(input, output);
155 ARM_COMPUTE_ERROR_ON(input->info()->dimension(0) != output->info()->dimension(0));
156 ARM_COMPUTE_ERROR_ON(input->info()->dimension(1) != output->info()->dimension(1));
157
158 switch(input->info()->data_type())
159 {
160 case DataType::F32:
161 _func = &matrix_addition_f32;
162 break;
163 case DataType::QS8:
164 _func = &matrix_addition_qs8;
165 break;
Gian Marco Iodicebdb6b0b2017-06-30 12:21:00 +0100166 case DataType::QS16:
167 _func = &matrix_addition_qs16;
168 break;
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100169 case DataType::F16:
Ioan-Cristian Szabo5edbd1c2017-11-13 13:34:08 +0000170#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100171 _func = &matrix_addition_f16;
172 break;
Ioan-Cristian Szabo5edbd1c2017-11-13 13:34:08 +0000173#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100174 default:
175 ARM_COMPUTE_ERROR("Data type not supported");
176 break;
177 }
178
179 constexpr unsigned int num_elems_processed_per_iteration = 16;
180
181 INESimpleKernel::configure(input, output, num_elems_processed_per_iteration);
182
183 _beta = beta;
184}
185
Moritz Pflanzerc186b572017-09-07 09:48:04 +0100186void NEGEMMMatrixAdditionKernel::run(const Window &window, const ThreadInfo &info)
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100187{
Moritz Pflanzerc186b572017-09-07 09:48:04 +0100188 ARM_COMPUTE_UNUSED(info);
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100189 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
190 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(INESimpleKernel::window(), window);
191
192 if(_beta != 0.0f)
193 {
194 (*_func)(_input, _output, window, _beta);
195 }
196}