Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1 | /* |
SiCongLi | b88272e | 2021-02-24 15:40:57 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 Arm Limited. |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 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 | */ |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 24 | #include "src/core/cpu/kernels/CpuGemmMatrixMultiplyKernel.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 25 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/Helpers.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 27 | #include "arm_compute/core/TensorInfo.h" |
| 28 | #include "arm_compute/core/Types.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 29 | #include "arm_compute/core/Validate.h" |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 30 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 31 | #include "src/core/CPP/Validate.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 32 | #include "src/core/helpers/AutoConfiguration.h" |
| 33 | #include "src/core/helpers/WindowHelpers.h" |
| 34 | #include "src/core/utils/helpers/float_ops.h" |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 35 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 36 | #include <arm_neon.h> |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 37 | |
| 38 | namespace arm_compute |
| 39 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 40 | namespace cpu |
| 41 | { |
| 42 | namespace kernels |
| 43 | { |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 44 | namespace |
| 45 | { |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 46 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 47 | void vector_matrix_multiply_f16(const ITensor *lhs, const ITensor *rhs, ITensor *dst, const Window &window, const ThreadInfo &info, float alpha) |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 48 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 49 | const auto width_matrix_b = static_cast<int>(dst->info()->dimension(0)); |
| 50 | const auto in_b_stride = static_cast<int>(rhs->info()->strides_in_bytes()[1] / rhs->info()->element_size()); |
| 51 | const auto num_elems_vec_a = static_cast<int>(lhs->info()->dimension(0)); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 52 | |
| 53 | // The implementation computes 32 elements per iteration |
Moritz Pflanzer | c186b57 | 2017-09-07 09:48:04 +0100 | [diff] [blame] | 54 | const int window_start_x = 32 * info.thread_id; |
| 55 | const int window_step_x = 32 * info.num_threads; |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 56 | const int window_end_x = ceil_to_multiple(width_matrix_b - window_start_x, window_step_x) + window_start_x; |
| 57 | ARM_COMPUTE_ERROR_ON_MSG((window_end_x - window_start_x) % window_step_x, " (window_end_x - window_start_x) must be multiple of window_step_x"); |
| 58 | |
| 59 | Window win_out(window); |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 60 | win_out.set(Window::DimX, Window::Dimension(0, 1, 1)); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 61 | win_out.set(Window::DimY, Window::Dimension(0, 1, 1)); |
| 62 | |
| 63 | Window win_a(window); |
| 64 | win_a.set(Window::DimX, Window::Dimension(0, 0, 0)); |
| 65 | win_a.set(Window::DimY, Window::Dimension(0, 0, 0)); |
| 66 | |
| 67 | Window win_b; |
| 68 | // Don't slice matrix B along the z dimension if matrix B has just 2 dimensions and matrix A more than 2 |
| 69 | // This scenario can happen when the the matrix multiplication is used to perform a convolution operation |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 70 | if(rhs->info()->num_dimensions() >= 3) |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 71 | { |
| 72 | win_b = window; |
| 73 | } |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 74 | win_b.set(Window::DimX, Window::Dimension(0, 1, 1)); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 75 | win_b.set(Window::DimY, Window::Dimension(0, 1, 1)); |
| 76 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 77 | Iterator ina(lhs, win_a); |
| 78 | Iterator inb(rhs, win_b); |
| 79 | Iterator out(dst, win_out); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 80 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 81 | const bool multiply_alpha = !(helpers::float_ops::is_one(alpha)); |
| 82 | |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 83 | const float16x8_t alpha_f16 = vdupq_n_f16(alpha); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 84 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 85 | execute_window_loop(win_out, [&](const Coordinates &) |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 86 | { |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 87 | int x = window_start_x; |
| 88 | // Here we don't check for x lower equal than (window_end_x - window_step_x) because of |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 89 | // window_end_x is computed above which may cause out-of-bound writes to the dst. |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 90 | for(; x < (window_end_x - window_step_x); x += window_step_x) |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 91 | { |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 92 | if(x > width_matrix_b) |
| 93 | { |
| 94 | return; |
| 95 | } |
| 96 | |
| 97 | auto matrix_b = reinterpret_cast<const float16_t *>(inb.ptr()) + x; |
| 98 | |
| 99 | float16x8_t acc0 = vdupq_n_f16(0.f); |
| 100 | float16x8_t acc1 = vdupq_n_f16(0.f); |
| 101 | float16x8_t acc2 = vdupq_n_f16(0.f); |
| 102 | float16x8_t acc3 = vdupq_n_f16(0.f); |
| 103 | |
| 104 | auto vec_a = reinterpret_cast<const float16_t *>(ina.ptr()); |
| 105 | const float16_t *vec_a_end_addr = vec_a + num_elems_vec_a; |
| 106 | for(; vec_a <= (vec_a_end_addr - 4);) |
| 107 | { |
| 108 | const float16x4_t a0l = vld1_f16(vec_a); |
| 109 | |
| 110 | float16x8_t b00 = vld1q_f16(matrix_b + 0 + 0 * in_b_stride); |
| 111 | float16x8_t b01 = vld1q_f16(matrix_b + 8 + 0 * in_b_stride); |
| 112 | float16x8_t b02 = vld1q_f16(matrix_b + 16 + 0 * in_b_stride); |
| 113 | float16x8_t b03 = vld1q_f16(matrix_b + 24 + 0 * in_b_stride); |
| 114 | float16x8_t b10 = vld1q_f16(matrix_b + 0 + 1 * in_b_stride); |
| 115 | float16x8_t b11 = vld1q_f16(matrix_b + 8 + 1 * in_b_stride); |
| 116 | float16x8_t b12 = vld1q_f16(matrix_b + 16 + 1 * in_b_stride); |
| 117 | float16x8_t b13 = vld1q_f16(matrix_b + 24 + 1 * in_b_stride); |
| 118 | |
| 119 | acc0 = vaddq_f16(acc0, vmulq_lane_f16(b00, a0l, 0)); |
| 120 | acc1 = vaddq_f16(acc1, vmulq_lane_f16(b01, a0l, 0)); |
| 121 | acc2 = vaddq_f16(acc2, vmulq_lane_f16(b02, a0l, 0)); |
| 122 | acc3 = vaddq_f16(acc3, vmulq_lane_f16(b03, a0l, 0)); |
| 123 | acc0 = vaddq_f16(acc0, vmulq_lane_f16(b10, a0l, 1)); |
| 124 | acc1 = vaddq_f16(acc1, vmulq_lane_f16(b11, a0l, 1)); |
| 125 | acc2 = vaddq_f16(acc2, vmulq_lane_f16(b12, a0l, 1)); |
| 126 | acc3 = vaddq_f16(acc3, vmulq_lane_f16(b13, a0l, 1)); |
| 127 | |
| 128 | matrix_b += 2 * in_b_stride; |
| 129 | |
| 130 | b00 = vld1q_f16(matrix_b + 0 + 0 * in_b_stride); |
| 131 | b01 = vld1q_f16(matrix_b + 8 + 0 * in_b_stride); |
| 132 | b02 = vld1q_f16(matrix_b + 16 + 0 * in_b_stride); |
| 133 | b03 = vld1q_f16(matrix_b + 24 + 0 * in_b_stride); |
| 134 | b10 = vld1q_f16(matrix_b + 0 + 1 * in_b_stride); |
| 135 | b11 = vld1q_f16(matrix_b + 8 + 1 * in_b_stride); |
| 136 | b12 = vld1q_f16(matrix_b + 16 + 1 * in_b_stride); |
| 137 | b13 = vld1q_f16(matrix_b + 24 + 1 * in_b_stride); |
| 138 | |
| 139 | acc0 = vaddq_f16(acc0, vmulq_lane_f16(b00, a0l, 2)); |
| 140 | acc1 = vaddq_f16(acc1, vmulq_lane_f16(b01, a0l, 2)); |
| 141 | acc2 = vaddq_f16(acc2, vmulq_lane_f16(b02, a0l, 2)); |
| 142 | acc3 = vaddq_f16(acc3, vmulq_lane_f16(b03, a0l, 2)); |
| 143 | acc0 = vaddq_f16(acc0, vmulq_lane_f16(b10, a0l, 3)); |
| 144 | acc1 = vaddq_f16(acc1, vmulq_lane_f16(b11, a0l, 3)); |
| 145 | acc2 = vaddq_f16(acc2, vmulq_lane_f16(b12, a0l, 3)); |
| 146 | acc3 = vaddq_f16(acc3, vmulq_lane_f16(b13, a0l, 3)); |
| 147 | |
| 148 | vec_a += 4; |
| 149 | matrix_b += 2 * in_b_stride; |
| 150 | } |
| 151 | |
| 152 | for(; vec_a < vec_a_end_addr; ++vec_a) |
| 153 | { |
| 154 | const float16_t a0 = *vec_a; |
| 155 | const float16x8_t b00 = vld1q_f16(matrix_b + 0 + 0 * in_b_stride); |
| 156 | const float16x8_t b01 = vld1q_f16(matrix_b + 8 + 0 * in_b_stride); |
| 157 | const float16x8_t b02 = vld1q_f16(matrix_b + 16 + 0 * in_b_stride); |
| 158 | const float16x8_t b03 = vld1q_f16(matrix_b + 24 + 0 * in_b_stride); |
| 159 | |
| 160 | acc0 = vaddq_f16(acc0, vmulq_n_f16(b00, a0)); |
| 161 | acc1 = vaddq_f16(acc1, vmulq_n_f16(b01, a0)); |
| 162 | acc2 = vaddq_f16(acc2, vmulq_n_f16(b02, a0)); |
| 163 | acc3 = vaddq_f16(acc3, vmulq_n_f16(b03, a0)); |
| 164 | |
| 165 | matrix_b += in_b_stride; |
| 166 | } |
| 167 | |
| 168 | // Multiply by the weight of matrix product (alpha) |
| 169 | if(multiply_alpha) |
| 170 | { |
| 171 | acc0 = vmulq_f16(acc0, alpha_f16); |
| 172 | acc1 = vmulq_f16(acc1, alpha_f16); |
| 173 | acc2 = vmulq_f16(acc2, alpha_f16); |
| 174 | acc3 = vmulq_f16(acc3, alpha_f16); |
| 175 | } |
| 176 | |
| 177 | auto vec_out = reinterpret_cast<float16_t *>(out.ptr()) + x; |
| 178 | |
| 179 | vst1q_f16(vec_out + 0, acc0); |
| 180 | vst1q_f16(vec_out + 8, acc1); |
| 181 | vst1q_f16(vec_out + 16, acc2); |
| 182 | vst1q_f16(vec_out + 24, acc3); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 183 | } |
| 184 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 185 | for(; x < window_end_x; ++x) |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 186 | { |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 187 | if(x > width_matrix_b) |
| 188 | { |
| 189 | return; |
| 190 | } |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 191 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 192 | auto matrix_b = reinterpret_cast<const float16_t *>(inb.ptr()) + x; |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 193 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 194 | float16x4_t vacc = vdup_n_f16(0.f); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 195 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 196 | auto vec_a = reinterpret_cast<const float16_t *>(ina.ptr()); |
| 197 | const float16_t *vec_a_end_addr = vec_a + num_elems_vec_a; |
| 198 | for(; vec_a <= (vec_a_end_addr - 4); vec_a += 4) |
| 199 | { |
| 200 | const float16x4_t a0l = vld1_f16(vec_a); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 201 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 202 | const float16x4_t b_col = |
| 203 | { |
| 204 | *(matrix_b + 0 * in_b_stride), |
| 205 | *(matrix_b + 1 * in_b_stride), |
| 206 | *(matrix_b + 2 * in_b_stride), |
| 207 | *(matrix_b + 3 * in_b_stride), |
| 208 | }; |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 209 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 210 | vacc = vadd_f16(vacc, vmul_f16(a0l, b_col)); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 211 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 212 | matrix_b += 4 * in_b_stride; |
| 213 | } |
| 214 | |
| 215 | float16_t acc = vget_lane_f16(vacc, 0) + vget_lane_f16(vacc, 1) + vget_lane_f16(vacc, 2) + vget_lane_f16(vacc, 3); |
| 216 | |
| 217 | for(; vec_a < vec_a_end_addr; ++vec_a) |
| 218 | { |
| 219 | const float16_t a0 = *vec_a; |
| 220 | const float16_t b00 = *matrix_b; |
| 221 | |
| 222 | acc += b00 * a0; |
| 223 | |
| 224 | matrix_b += in_b_stride; |
| 225 | } |
| 226 | |
| 227 | // Multiply by the weight of matrix product (alpha) |
| 228 | if(multiply_alpha) |
| 229 | { |
| 230 | acc *= static_cast<float16_t>(alpha); |
| 231 | } |
| 232 | |
| 233 | auto vec_out = reinterpret_cast<float16_t *>(out.ptr()) + x; |
| 234 | |
| 235 | *(vec_out) = acc; |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 236 | } |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 237 | }, |
| 238 | ina, inb, out); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 239 | } |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 240 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 241 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 242 | void vector_matrix_multiply_f32(const ITensor *lhs, const ITensor *rhs, ITensor *dst, const Window &window, const ThreadInfo &info, float alpha) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 243 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 244 | const auto width_matrix_b = static_cast<int>(dst->info()->dimension(0)); |
| 245 | const auto in_b_stride = static_cast<int>(rhs->info()->strides_in_bytes()[1] / data_size_from_type(rhs->info()->data_type())); |
| 246 | const auto num_elems_vec_a = static_cast<int>(lhs->info()->dimension(0)); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 247 | |
| 248 | // The implementation computes 16 elements per iteration |
Moritz Pflanzer | c186b57 | 2017-09-07 09:48:04 +0100 | [diff] [blame] | 249 | const int window_start_x = 16 * info.thread_id; |
| 250 | const int window_step_x = 16 * info.num_threads; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 251 | // Make sure (window_end_x - window_start_x) is a multiple of window_step_x |
| 252 | const int window_end_x = ceil_to_multiple(width_matrix_b - window_start_x, window_step_x) + window_start_x; |
| 253 | |
| 254 | Window win_out(window); |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 255 | win_out.set(Window::DimX, Window::Dimension(0, 1, 1)); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 256 | win_out.set(Window::DimY, Window::Dimension(0, 1, 1)); |
| 257 | |
| 258 | Window win_a(window); |
| 259 | win_a.set(Window::DimX, Window::Dimension(0, 0, 0)); |
| 260 | win_a.set(Window::DimY, Window::Dimension(0, 0, 0)); |
| 261 | |
| 262 | Window win_b; |
| 263 | // Don't slice matrix B along the z dimension if matrix B has just 2 dimensions and matrix A more than 2 |
| 264 | // This scenario can happen when the the matrix multiplication is used to perform a convolution operation |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 265 | if(rhs->info()->num_dimensions() >= 3) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 266 | { |
| 267 | win_b = window; |
| 268 | } |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 269 | win_b.set(Window::DimX, Window::Dimension(0, 1, 1)); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 270 | win_b.set(Window::DimY, Window::Dimension(0, 1, 1)); |
| 271 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 272 | Iterator ina(lhs, win_a); |
| 273 | Iterator inb(rhs, win_b); |
| 274 | Iterator out(dst, win_out); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 275 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 276 | const bool multiply_alpha = !(helpers::float_ops::is_one(alpha)); |
| 277 | |
| 278 | const float32x4_t alpha_f32 = vdupq_n_f32(alpha); |
| 279 | |
| 280 | execute_window_loop(win_out, [&](const Coordinates &) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 281 | { |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 282 | int x = window_start_x; |
| 283 | // Here we don't check for x lower equal than (window_end_x - window_step_x) because of |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 284 | // window_end_x is computed above which may cause out-of-bound writes to the dst. |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 285 | for(; x < (window_end_x - window_step_x); x += window_step_x) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 286 | { |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 287 | if(x > width_matrix_b) |
| 288 | { |
| 289 | return; |
| 290 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 291 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 292 | float32x4_t acc0 = vdupq_n_f32(0.f); |
| 293 | float32x4_t acc1 = vdupq_n_f32(0.f); |
| 294 | float32x4_t acc2 = vdupq_n_f32(0.f); |
| 295 | float32x4_t acc3 = vdupq_n_f32(0.f); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 296 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 297 | auto vec_a = reinterpret_cast<const float *>(ina.ptr()); |
| 298 | auto matrix_b = reinterpret_cast<const float *>(inb.ptr()) + x; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 299 | |
| 300 | #if __arm__ |
| 301 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(vec_a))); |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 302 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b))); |
| 303 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b + in_b_stride))); |
Anthony Barbier | ac69aa1 | 2017-07-03 17:39:37 +0100 | [diff] [blame] | 304 | #endif /* __arm__ */ |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 305 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 306 | auto vec_a_end_addr = vec_a + num_elems_vec_a; |
| 307 | for(; vec_a <= (vec_a_end_addr - 4);) |
| 308 | { |
| 309 | float32x2_t a0l = vld1_f32(vec_a); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 310 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 311 | float32x4_t b00 = vld1q_f32(matrix_b + 0 + 0 * in_b_stride); |
| 312 | float32x4_t b01 = vld1q_f32(matrix_b + 4 + 0 * in_b_stride); |
| 313 | float32x4_t b02 = vld1q_f32(matrix_b + 8 + 0 * in_b_stride); |
| 314 | float32x4_t b03 = vld1q_f32(matrix_b + 12 + 0 * in_b_stride); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 315 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 316 | float32x4_t b10 = vld1q_f32(matrix_b + 0 + 1 * in_b_stride); |
| 317 | float32x4_t b11 = vld1q_f32(matrix_b + 4 + 1 * in_b_stride); |
| 318 | float32x4_t b12 = vld1q_f32(matrix_b + 8 + 1 * in_b_stride); |
| 319 | float32x4_t b13 = vld1q_f32(matrix_b + 12 + 1 * in_b_stride); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 320 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 321 | #if __arm__ |
| 322 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(vec_a))); |
| 323 | asm volatile("PLD [%0, #128*1]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b + 1 * in_b_stride))); |
| 324 | asm volatile("PLD [%0, #128*1]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b + 2 * in_b_stride))); |
| 325 | asm volatile("PLD [%0, #128*1]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b + 3 * in_b_stride))); |
| 326 | asm volatile("PLD [%0, #128*1]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b + 4 * in_b_stride))); |
| 327 | #endif /* __arm__ */ |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 328 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 329 | acc0 = vmlaq_lane_f32(acc0, b00, a0l, 0); |
| 330 | acc1 = vmlaq_lane_f32(acc1, b01, a0l, 0); |
| 331 | acc2 = vmlaq_lane_f32(acc2, b02, a0l, 0); |
| 332 | acc3 = vmlaq_lane_f32(acc3, b03, a0l, 0); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 333 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 334 | acc0 = vmlaq_lane_f32(acc0, b10, a0l, 1); |
| 335 | acc1 = vmlaq_lane_f32(acc1, b11, a0l, 1); |
| 336 | acc2 = vmlaq_lane_f32(acc2, b12, a0l, 1); |
| 337 | acc3 = vmlaq_lane_f32(acc3, b13, a0l, 1); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 338 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 339 | vec_a += 2; |
| 340 | matrix_b += 2 * in_b_stride; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 341 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 342 | a0l = vld1_f32(vec_a); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 343 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 344 | b00 = vld1q_f32(matrix_b + 0 + 0 * in_b_stride); |
| 345 | b01 = vld1q_f32(matrix_b + 4 + 0 * in_b_stride); |
| 346 | b02 = vld1q_f32(matrix_b + 8 + 0 * in_b_stride); |
| 347 | b03 = vld1q_f32(matrix_b + 12 + 0 * in_b_stride); |
| 348 | |
| 349 | b10 = vld1q_f32(matrix_b + 0 + 1 * in_b_stride); |
| 350 | b11 = vld1q_f32(matrix_b + 4 + 1 * in_b_stride); |
| 351 | b12 = vld1q_f32(matrix_b + 8 + 1 * in_b_stride); |
| 352 | b13 = vld1q_f32(matrix_b + 12 + 1 * in_b_stride); |
| 353 | |
| 354 | acc0 = vmlaq_lane_f32(acc0, b00, a0l, 0); |
| 355 | acc1 = vmlaq_lane_f32(acc1, b01, a0l, 0); |
| 356 | acc2 = vmlaq_lane_f32(acc2, b02, a0l, 0); |
| 357 | acc3 = vmlaq_lane_f32(acc3, b03, a0l, 0); |
| 358 | |
| 359 | acc0 = vmlaq_lane_f32(acc0, b10, a0l, 1); |
| 360 | acc1 = vmlaq_lane_f32(acc1, b11, a0l, 1); |
| 361 | acc2 = vmlaq_lane_f32(acc2, b12, a0l, 1); |
| 362 | acc3 = vmlaq_lane_f32(acc3, b13, a0l, 1); |
| 363 | |
| 364 | vec_a += 2; |
| 365 | matrix_b += 2 * in_b_stride; |
| 366 | } |
| 367 | |
| 368 | for(; vec_a < vec_a_end_addr; ++vec_a) |
| 369 | { |
| 370 | const float a0 = *vec_a; |
| 371 | |
| 372 | const float32x4_t b00 = vld1q_f32(matrix_b + 0 + 0 * in_b_stride); |
| 373 | const float32x4_t b01 = vld1q_f32(matrix_b + 4 + 0 * in_b_stride); |
| 374 | const float32x4_t b02 = vld1q_f32(matrix_b + 8 + 0 * in_b_stride); |
| 375 | const float32x4_t b03 = vld1q_f32(matrix_b + 12 + 0 * in_b_stride); |
| 376 | |
| 377 | acc0 = vmlaq_n_f32(acc0, b00, a0); |
| 378 | acc1 = vmlaq_n_f32(acc1, b01, a0); |
| 379 | acc2 = vmlaq_n_f32(acc2, b02, a0); |
| 380 | acc3 = vmlaq_n_f32(acc3, b03, a0); |
| 381 | |
| 382 | matrix_b += in_b_stride; |
| 383 | } |
| 384 | |
| 385 | // Multiply by the weight of matrix product (alpha) |
| 386 | if(multiply_alpha) |
| 387 | { |
| 388 | acc0 = vmulq_f32(acc0, alpha_f32); |
| 389 | acc1 = vmulq_f32(acc1, alpha_f32); |
| 390 | acc2 = vmulq_f32(acc2, alpha_f32); |
| 391 | acc3 = vmulq_f32(acc3, alpha_f32); |
| 392 | } |
| 393 | |
| 394 | const auto vec_out = reinterpret_cast<float *>(out.ptr()) + x; |
| 395 | |
| 396 | vst1q_f32(vec_out + 0, acc0); |
| 397 | vst1q_f32(vec_out + 4, acc1); |
| 398 | vst1q_f32(vec_out + 8, acc2); |
| 399 | vst1q_f32(vec_out + 12, acc3); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 400 | } |
| 401 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 402 | // Left-over loop |
| 403 | for(; x < window_end_x; ++x) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 404 | { |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 405 | if(x > width_matrix_b) |
| 406 | { |
| 407 | return; |
| 408 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 409 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 410 | float32x4_t vacc = vdupq_n_f32(0.f); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 411 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 412 | auto vec_a = reinterpret_cast<const float *>(ina.ptr()); |
| 413 | auto matrix_b = reinterpret_cast<const float *>(inb.ptr()) + x; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 414 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 415 | #if __arm__ |
| 416 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(vec_a))); |
| 417 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b))); |
| 418 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b + in_b_stride))); |
| 419 | #endif /* __arm__ */ |
| 420 | |
| 421 | auto vec_a_end_addr = vec_a + num_elems_vec_a; |
| 422 | for(; vec_a <= (vec_a_end_addr - 4); vec_a += 4) |
| 423 | { |
| 424 | const float32x4_t a0l = vld1q_f32(vec_a); |
| 425 | |
| 426 | const float32x4_t b_col = |
| 427 | { |
| 428 | *(matrix_b + 0 * in_b_stride), |
| 429 | *(matrix_b + 1 * in_b_stride), |
| 430 | *(matrix_b + 2 * in_b_stride), |
| 431 | *(matrix_b + 3 * in_b_stride), |
| 432 | }; |
| 433 | |
| 434 | #if __arm__ |
| 435 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(vec_a))); |
| 436 | asm volatile("PLD [%0, #128*1]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b + 1 * in_b_stride))); |
| 437 | asm volatile("PLD [%0, #128*1]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b + 2 * in_b_stride))); |
| 438 | asm volatile("PLD [%0, #128*1]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b + 3 * in_b_stride))); |
| 439 | asm volatile("PLD [%0, #128*1]" ::"r"(reinterpret_cast<const uint8_t *>(matrix_b + 4 * in_b_stride))); |
| 440 | #endif /* __arm__ */ |
| 441 | |
| 442 | vacc = vmlaq_f32(vacc, b_col, a0l); |
| 443 | |
| 444 | matrix_b += 4 * in_b_stride; |
| 445 | } |
| 446 | |
| 447 | float acc = vgetq_lane_f32(vacc, 0) + vgetq_lane_f32(vacc, 1) + vgetq_lane_f32(vacc, 2) + vgetq_lane_f32(vacc, 3); |
| 448 | |
| 449 | for(; vec_a < vec_a_end_addr; ++vec_a) |
| 450 | { |
| 451 | const float a0 = *vec_a; |
| 452 | |
| 453 | const float b00 = *matrix_b; |
| 454 | |
| 455 | acc += b00 * a0; |
| 456 | |
| 457 | matrix_b += in_b_stride; |
| 458 | } |
| 459 | |
| 460 | // Multiply by the weight of matrix product (alpha) |
| 461 | if(multiply_alpha) |
| 462 | { |
| 463 | acc *= alpha; |
| 464 | } |
| 465 | |
| 466 | const auto vec_out = reinterpret_cast<float *>(out.ptr()) + x; |
| 467 | |
| 468 | *vec_out = acc; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 469 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 470 | }, |
| 471 | ina, inb, out); |
| 472 | } |
| 473 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 474 | void matrix_matrix_multiply_f32(const ITensor *lhs, const ITensor *rhs, ITensor *dst, const Window &window, const ThreadInfo &info, float alpha) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 475 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 476 | ARM_COMPUTE_UNUSED(info); |
| 477 | const int out_width = static_cast<int>(dst->info()->dimension(0)); |
| 478 | const int out_height = static_cast<int>(dst->info()->dimension(1)); |
| 479 | const size_t in_b_stride = rhs->info()->strides_in_bytes()[1] / data_size_from_type(rhs->info()->data_type()); |
| 480 | const size_t out_stride1 = dst->info()->strides_in_bytes()[1] / data_size_from_type(dst->info()->data_type()); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 481 | const size_t out_stride2 = out_stride1 * 2; |
| 482 | const size_t out_stride3 = out_stride1 * 3; |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 483 | const int num_elems_matrix_b_x = rhs->info()->dimension(0); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 484 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 485 | // Set step_x and step_y for matrix A. Scale by a factor of 4 the Y range as the input interleaved matrix A has 4 times less the rows of the dst matrix |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 486 | Window win_a(window); |
| 487 | win_a.set(Window::DimX, Window::Dimension(0, 0, 0)); |
| 488 | win_a.set(Window::DimY, Window::Dimension(window.y().start() / 4, std::max(window.y().end() / 4, 1), 1)); |
| 489 | |
| 490 | Window win_b; |
| 491 | // Don't slice matrix B along the z dimension if matrix B has just 2 dimensions and matrix A more than 2 |
| 492 | // This scenario can happen when the the matrix multiplication is used to perform a convolution operation |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 493 | if(rhs->info()->num_dimensions() >= 3) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 494 | { |
| 495 | win_b = window; |
| 496 | } |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 497 | // Set step_x and step_y for matrix B. Scale by a factor of 4 the X range as the input transposed matrix A has 4 times less the cols of the dst matrix |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 498 | // The step along the x direction is 2 times the in_b_stride because for each iteration we compute 2 blocks of size 4x4 |
| 499 | win_b.set(Window::DimX, Window::Dimension(window.x().start() / 4, window.x().end() / 4, 2 * in_b_stride)); |
| 500 | win_b.set(Window::DimY, Window::Dimension(0, 0, 0)); |
| 501 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 502 | Iterator ina(lhs, win_a); |
| 503 | Iterator inb(rhs, win_b); |
| 504 | Iterator out(dst, window); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 505 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 506 | const bool multiply_alpha = !(helpers::float_ops::is_one(alpha)); |
| 507 | |
| 508 | const float32x4_t alpha_f32 = vdupq_n_f32(alpha); |
| 509 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 510 | // The implementation assumes that the matrix A and Matrix B have been reshaped respectively with CpuGemmInterleave4x4 and CpuGemmTranspose1xW |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 511 | // The reshaping of the matrices helps to have a cache friendly implementation and helps to avoid the data re-arrangements needed for computing 16x4 elements per iteration |
| 512 | // All the values needed for computing a single 4x4 block will be read from consecutive memory positions |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 513 | execute_window_loop(window, [&](const Coordinates & id) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 514 | { |
| 515 | auto mtx_a0 = reinterpret_cast<const float *>(ina.ptr()); |
| 516 | auto mtx_b0 = reinterpret_cast<const float *>(inb.ptr()); |
| 517 | auto mtx_b1 = mtx_b0 + in_b_stride; |
| 518 | |
| 519 | float32x4_t acc00 = vdupq_n_f32(0.f); |
| 520 | float32x4_t acc10 = vdupq_n_f32(0.f); |
| 521 | float32x4_t acc20 = vdupq_n_f32(0.f); |
| 522 | float32x4_t acc30 = vdupq_n_f32(0.f); |
| 523 | |
| 524 | float32x4_t acc01 = vdupq_n_f32(0.f); |
| 525 | float32x4_t acc11 = vdupq_n_f32(0.f); |
| 526 | float32x4_t acc21 = vdupq_n_f32(0.f); |
| 527 | float32x4_t acc31 = vdupq_n_f32(0.f); |
| 528 | |
| 529 | #if __arm__ |
| 530 | asm volatile("PLD [%0, #128*1]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_a0))); |
| 531 | asm volatile("PLD [%0, #128*1]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_b0))); |
| 532 | asm volatile("PLD [%0, #128*1]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_b1))); |
Anthony Barbier | ac69aa1 | 2017-07-03 17:39:37 +0100 | [diff] [blame] | 533 | #endif /* __arm__ */ |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 534 | |
| 535 | auto mtx_b0_end_addr = mtx_b0 + num_elems_matrix_b_x; |
| 536 | for(; mtx_b0 <= (mtx_b0_end_addr - 32);) |
| 537 | { |
| 538 | float32x4_t a0 = vld1q_dup_f32(mtx_a0 + 0); |
| 539 | float32x4_t a1 = vld1q_dup_f32(mtx_a0 + 1); |
| 540 | float32x4_t a2 = vld1q_dup_f32(mtx_a0 + 2); |
| 541 | float32x4_t a3 = vld1q_dup_f32(mtx_a0 + 3); |
| 542 | |
| 543 | float32x4_t b00 = vld1q_f32(mtx_b0); |
| 544 | float32x4_t b10 = vld1q_f32(mtx_b1); |
| 545 | float32x4_t b01 = vld1q_f32(mtx_b0 + 4); |
| 546 | float32x4_t b11 = vld1q_f32(mtx_b1 + 4); |
| 547 | |
| 548 | #if __arm__ |
| 549 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_a0))); |
| 550 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_b0))); |
| 551 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_b1))); |
Anthony Barbier | ac69aa1 | 2017-07-03 17:39:37 +0100 | [diff] [blame] | 552 | #endif /* __arm__ */ |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 553 | |
| 554 | // 4x4 block 0 |
| 555 | acc00 = vmlaq_f32(acc00, b00, a0); |
| 556 | acc10 = vmlaq_f32(acc10, b00, a1); |
| 557 | acc20 = vmlaq_f32(acc20, b00, a2); |
| 558 | acc30 = vmlaq_f32(acc30, b00, a3); |
| 559 | |
| 560 | float32x4_t a4 = vld1q_dup_f32(mtx_a0 + 4); |
| 561 | float32x4_t a5 = vld1q_dup_f32(mtx_a0 + 5); |
| 562 | float32x4_t a6 = vld1q_dup_f32(mtx_a0 + 6); |
| 563 | float32x4_t a7 = vld1q_dup_f32(mtx_a0 + 7); |
| 564 | |
| 565 | // 4x4 block 1 |
| 566 | acc01 = vmlaq_f32(acc01, b10, a0); |
| 567 | acc11 = vmlaq_f32(acc11, b10, a1); |
| 568 | acc21 = vmlaq_f32(acc21, b10, a2); |
| 569 | acc31 = vmlaq_f32(acc31, b10, a3); |
| 570 | |
| 571 | // 4x4 block 0 |
| 572 | acc00 = vmlaq_f32(acc00, b01, a4); |
| 573 | acc10 = vmlaq_f32(acc10, b01, a5); |
| 574 | acc20 = vmlaq_f32(acc20, b01, a6); |
| 575 | acc30 = vmlaq_f32(acc30, b01, a7); |
| 576 | |
| 577 | // 4x4 block 1 |
| 578 | acc01 = vmlaq_f32(acc01, b11, a4); |
| 579 | acc11 = vmlaq_f32(acc11, b11, a5); |
| 580 | acc21 = vmlaq_f32(acc21, b11, a6); |
| 581 | acc31 = vmlaq_f32(acc31, b11, a7); |
| 582 | |
| 583 | mtx_a0 += 8; |
| 584 | mtx_b0 += 8; |
| 585 | mtx_b1 += 8; |
| 586 | |
| 587 | a0 = vld1q_dup_f32(mtx_a0 + 0); |
| 588 | a1 = vld1q_dup_f32(mtx_a0 + 1); |
| 589 | a2 = vld1q_dup_f32(mtx_a0 + 2); |
| 590 | a3 = vld1q_dup_f32(mtx_a0 + 3); |
| 591 | |
| 592 | b00 = vld1q_f32(mtx_b0); |
| 593 | b10 = vld1q_f32(mtx_b1); |
| 594 | b01 = vld1q_f32(mtx_b0 + 4); |
| 595 | b11 = vld1q_f32(mtx_b1 + 4); |
| 596 | |
| 597 | // 4x4 block 0 |
| 598 | acc00 = vmlaq_f32(acc00, b00, a0); |
| 599 | acc10 = vmlaq_f32(acc10, b00, a1); |
| 600 | acc20 = vmlaq_f32(acc20, b00, a2); |
| 601 | acc30 = vmlaq_f32(acc30, b00, a3); |
| 602 | |
| 603 | a4 = vld1q_dup_f32(mtx_a0 + 4); |
| 604 | a5 = vld1q_dup_f32(mtx_a0 + 5); |
| 605 | a6 = vld1q_dup_f32(mtx_a0 + 6); |
| 606 | a7 = vld1q_dup_f32(mtx_a0 + 7); |
| 607 | |
| 608 | // 4x4 block 1 |
| 609 | acc01 = vmlaq_f32(acc01, b10, a0); |
| 610 | acc11 = vmlaq_f32(acc11, b10, a1); |
| 611 | acc21 = vmlaq_f32(acc21, b10, a2); |
| 612 | acc31 = vmlaq_f32(acc31, b10, a3); |
| 613 | |
| 614 | // 4x4 block 0 |
| 615 | acc00 = vmlaq_f32(acc00, b01, a4); |
| 616 | acc10 = vmlaq_f32(acc10, b01, a5); |
| 617 | acc20 = vmlaq_f32(acc20, b01, a6); |
| 618 | acc30 = vmlaq_f32(acc30, b01, a7); |
| 619 | |
| 620 | // 4x4 block 1 |
| 621 | acc01 = vmlaq_f32(acc01, b11, a4); |
| 622 | acc11 = vmlaq_f32(acc11, b11, a5); |
| 623 | acc21 = vmlaq_f32(acc21, b11, a6); |
| 624 | acc31 = vmlaq_f32(acc31, b11, a7); |
| 625 | |
| 626 | mtx_a0 += 8; |
| 627 | mtx_b0 += 8; |
| 628 | mtx_b1 += 8; |
| 629 | |
| 630 | a0 = vld1q_dup_f32(mtx_a0 + 0); |
| 631 | a1 = vld1q_dup_f32(mtx_a0 + 1); |
| 632 | a2 = vld1q_dup_f32(mtx_a0 + 2); |
| 633 | a3 = vld1q_dup_f32(mtx_a0 + 3); |
| 634 | b00 = vld1q_f32(mtx_b0); |
| 635 | b10 = vld1q_f32(mtx_b1); |
| 636 | b01 = vld1q_f32(mtx_b0 + 4); |
| 637 | b11 = vld1q_f32(mtx_b1 + 4); |
| 638 | |
| 639 | #if __arm__ |
| 640 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_a0))); |
| 641 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_b0))); |
| 642 | asm volatile("PLD [%0, #128*4]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_b1))); |
Anthony Barbier | ac69aa1 | 2017-07-03 17:39:37 +0100 | [diff] [blame] | 643 | #endif /* __arm__ */ |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 644 | |
| 645 | // 4x4 block 0 |
| 646 | acc00 = vmlaq_f32(acc00, b00, a0); |
| 647 | acc10 = vmlaq_f32(acc10, b00, a1); |
| 648 | acc20 = vmlaq_f32(acc20, b00, a2); |
| 649 | acc30 = vmlaq_f32(acc30, b00, a3); |
| 650 | |
| 651 | a4 = vld1q_dup_f32(mtx_a0 + 4); |
| 652 | a5 = vld1q_dup_f32(mtx_a0 + 5); |
| 653 | a6 = vld1q_dup_f32(mtx_a0 + 6); |
| 654 | a7 = vld1q_dup_f32(mtx_a0 + 7); |
| 655 | |
| 656 | // 4x4 block 1 |
| 657 | acc01 = vmlaq_f32(acc01, b10, a0); |
| 658 | acc11 = vmlaq_f32(acc11, b10, a1); |
| 659 | acc21 = vmlaq_f32(acc21, b10, a2); |
| 660 | acc31 = vmlaq_f32(acc31, b10, a3); |
| 661 | |
| 662 | // 4x4 block 0 |
| 663 | acc00 = vmlaq_f32(acc00, b01, a4); |
| 664 | acc10 = vmlaq_f32(acc10, b01, a5); |
| 665 | acc20 = vmlaq_f32(acc20, b01, a6); |
| 666 | acc30 = vmlaq_f32(acc30, b01, a7); |
| 667 | |
| 668 | // 4x4 block 1 |
| 669 | acc01 = vmlaq_f32(acc01, b11, a4); |
| 670 | acc11 = vmlaq_f32(acc11, b11, a5); |
| 671 | acc21 = vmlaq_f32(acc21, b11, a6); |
| 672 | acc31 = vmlaq_f32(acc31, b11, a7); |
| 673 | |
| 674 | mtx_a0 += 8; |
| 675 | mtx_b0 += 8; |
| 676 | mtx_b1 += 8; |
| 677 | |
| 678 | a0 = vld1q_dup_f32(mtx_a0 + 0); |
| 679 | a1 = vld1q_dup_f32(mtx_a0 + 1); |
| 680 | a2 = vld1q_dup_f32(mtx_a0 + 2); |
| 681 | a3 = vld1q_dup_f32(mtx_a0 + 3); |
| 682 | b00 = vld1q_f32(mtx_b0); |
| 683 | b10 = vld1q_f32(mtx_b1); |
| 684 | b01 = vld1q_f32(mtx_b0 + 4); |
| 685 | b11 = vld1q_f32(mtx_b1 + 4); |
| 686 | |
| 687 | // 4x4 block 0 |
| 688 | acc00 = vmlaq_f32(acc00, b00, a0); |
| 689 | acc10 = vmlaq_f32(acc10, b00, a1); |
| 690 | acc20 = vmlaq_f32(acc20, b00, a2); |
| 691 | acc30 = vmlaq_f32(acc30, b00, a3); |
| 692 | |
| 693 | a4 = vld1q_dup_f32(mtx_a0 + 4); |
| 694 | a5 = vld1q_dup_f32(mtx_a0 + 5); |
| 695 | a6 = vld1q_dup_f32(mtx_a0 + 6); |
| 696 | a7 = vld1q_dup_f32(mtx_a0 + 7); |
| 697 | |
| 698 | // 4x4 block 1 |
| 699 | acc01 = vmlaq_f32(acc01, b10, a0); |
| 700 | acc11 = vmlaq_f32(acc11, b10, a1); |
| 701 | acc21 = vmlaq_f32(acc21, b10, a2); |
| 702 | acc31 = vmlaq_f32(acc31, b10, a3); |
| 703 | |
| 704 | // 4x4 block 0 |
| 705 | acc00 = vmlaq_f32(acc00, b01, a4); |
| 706 | acc10 = vmlaq_f32(acc10, b01, a5); |
| 707 | acc20 = vmlaq_f32(acc20, b01, a6); |
| 708 | acc30 = vmlaq_f32(acc30, b01, a7); |
| 709 | |
| 710 | // 4x4 block 1 |
| 711 | acc01 = vmlaq_f32(acc01, b11, a4); |
| 712 | acc11 = vmlaq_f32(acc11, b11, a5); |
| 713 | acc21 = vmlaq_f32(acc21, b11, a6); |
| 714 | acc31 = vmlaq_f32(acc31, b11, a7); |
| 715 | |
| 716 | mtx_a0 += 8; |
| 717 | mtx_b0 += 8; |
| 718 | mtx_b1 += 8; |
| 719 | } |
| 720 | |
| 721 | for(; mtx_b0 < mtx_b0_end_addr;) |
| 722 | { |
| 723 | float32x4_t a0 = vld1q_dup_f32(mtx_a0 + 0); |
| 724 | float32x4_t a1 = vld1q_dup_f32(mtx_a0 + 1); |
| 725 | float32x4_t a2 = vld1q_dup_f32(mtx_a0 + 2); |
| 726 | float32x4_t a3 = vld1q_dup_f32(mtx_a0 + 3); |
| 727 | float32x4_t b00 = vld1q_f32(mtx_b0); |
| 728 | float32x4_t b10 = vld1q_f32(mtx_b1); |
| 729 | |
| 730 | #if __arm__ |
| 731 | asm volatile("PLD [%0, #128*2]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_a0))); |
| 732 | asm volatile("PLD [%0, #128*2]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_b0))); |
| 733 | asm volatile("PLD [%0, #128*2]" ::"r"(reinterpret_cast<const uint8_t *>(mtx_b1))); |
Anthony Barbier | ac69aa1 | 2017-07-03 17:39:37 +0100 | [diff] [blame] | 734 | #endif /* __arm__ */ |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 735 | // 4x4 block 0 |
| 736 | acc00 = vmlaq_f32(acc00, b00, a0); |
| 737 | acc10 = vmlaq_f32(acc10, b00, a1); |
| 738 | acc20 = vmlaq_f32(acc20, b00, a2); |
| 739 | acc30 = vmlaq_f32(acc30, b00, a3); |
| 740 | |
| 741 | // 4x4 block 1 |
| 742 | acc01 = vmlaq_f32(acc01, b10, a0); |
| 743 | acc11 = vmlaq_f32(acc11, b10, a1); |
| 744 | acc21 = vmlaq_f32(acc21, b10, a2); |
| 745 | acc31 = vmlaq_f32(acc31, b10, a3); |
| 746 | |
| 747 | mtx_a0 += 4; |
| 748 | mtx_b0 += 4; |
| 749 | mtx_b1 += 4; |
| 750 | } |
| 751 | |
| 752 | // Multiply by the weight of matrix product (alpha) |
| 753 | if(multiply_alpha) |
| 754 | { |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 755 | acc00 = vmulq_f32(acc00, alpha_f32); |
| 756 | acc10 = vmulq_f32(acc10, alpha_f32); |
| 757 | acc20 = vmulq_f32(acc20, alpha_f32); |
| 758 | acc30 = vmulq_f32(acc30, alpha_f32); |
| 759 | acc01 = vmulq_f32(acc01, alpha_f32); |
| 760 | acc11 = vmulq_f32(acc11, alpha_f32); |
| 761 | acc21 = vmulq_f32(acc21, alpha_f32); |
| 762 | acc31 = vmulq_f32(acc31, alpha_f32); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 763 | } |
| 764 | |
| 765 | const auto mtx_out0 = reinterpret_cast<float *>(out.ptr()); |
| 766 | const auto mtx_out1 = mtx_out0 + 4; |
| 767 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 768 | if(id.x() < (out_width - 8)) |
| 769 | { |
| 770 | vst1q_f32(mtx_out0, acc00); |
| 771 | vst1q_f32(mtx_out1, acc01); |
| 772 | if(id.y() + 1 < out_height) |
| 773 | { |
| 774 | vst1q_f32(mtx_out0 + out_stride1, acc10); |
| 775 | vst1q_f32(mtx_out1 + out_stride1, acc11); |
| 776 | if(id.y() + 2 < out_height) |
| 777 | { |
| 778 | vst1q_f32(mtx_out0 + out_stride2, acc20); |
| 779 | vst1q_f32(mtx_out1 + out_stride2, acc21); |
| 780 | if(id.y() + 3 < out_height) |
| 781 | { |
| 782 | vst1q_f32(mtx_out0 + out_stride3, acc30); |
| 783 | vst1q_f32(mtx_out1 + out_stride3, acc31); |
| 784 | } |
| 785 | } |
| 786 | } |
| 787 | } |
| 788 | else if(id.x() < (out_width - 4)) |
| 789 | { |
| 790 | vst1q_f32(mtx_out0, acc00); |
| 791 | if(id.y() + 1 < out_height) |
| 792 | { |
| 793 | vst1q_f32(mtx_out0 + out_stride1, acc10); |
| 794 | if(id.y() + 2 < out_height) |
| 795 | { |
| 796 | vst1q_f32(mtx_out0 + out_stride2, acc20); |
| 797 | if(id.y() + 3 < out_height) |
| 798 | { |
| 799 | vst1q_f32(mtx_out0 + out_stride3, acc30); |
| 800 | } |
| 801 | } |
| 802 | } |
| 803 | // Left-over columns |
| 804 | const int columns_left = out_width - id.x() - 4; |
| 805 | for(auto x = 0; x < columns_left; ++x) |
| 806 | { |
| 807 | *(mtx_out1 + x) = acc01[x]; |
| 808 | if(id.y() + 1 < out_height) |
| 809 | { |
| 810 | *(mtx_out1 + x + out_stride1) = acc11[x]; |
| 811 | if(id.y() + 2 < out_height) |
| 812 | { |
| 813 | *(mtx_out1 + x + out_stride2) = acc21[x]; |
| 814 | if(id.y() + 3 < out_height) |
| 815 | { |
| 816 | *(mtx_out1 + x + out_stride3) = acc31[x]; |
| 817 | } |
| 818 | } |
| 819 | } |
| 820 | } |
| 821 | } |
| 822 | else |
| 823 | { |
| 824 | // Left-over columns |
| 825 | const int columns_left = out_width - id.x(); |
| 826 | for(int x = 0; x < columns_left; ++x) |
| 827 | { |
| 828 | *(mtx_out0 + x) = acc00[x]; |
| 829 | if(id.y() + 1 < out_height) |
| 830 | { |
| 831 | *(mtx_out0 + x + out_stride1) = acc10[x]; |
| 832 | if(id.y() + 2 < out_height) |
| 833 | { |
| 834 | *(mtx_out0 + x + out_stride2) = acc20[x]; |
| 835 | if(id.y() + 3 < out_height) |
| 836 | { |
| 837 | *(mtx_out0 + x + out_stride3) = acc30[x]; |
| 838 | } |
| 839 | } |
| 840 | } |
| 841 | } |
| 842 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 843 | }, |
| 844 | ina, inb, out); |
| 845 | } |
| 846 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 847 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 848 | void matrix_matrix_multiply_f16(const ITensor *lhs, const ITensor *rhs, ITensor *dst, const Window &window, const ThreadInfo &info, float alpha) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 849 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 850 | ARM_COMPUTE_UNUSED(info); |
| 851 | const int out_width = static_cast<int>(dst->info()->dimension(0)); |
| 852 | const int out_height = static_cast<int>(dst->info()->dimension(1)); |
| 853 | const size_t in_b_stride = rhs->info()->strides_in_bytes()[1] / data_size_from_type(rhs->info()->data_type()); |
| 854 | const size_t out_stride = dst->info()->strides_in_bytes()[1] / data_size_from_type(dst->info()->data_type()); |
| 855 | const int num_elems_matrix_b_x = rhs->info()->dimension(0); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 856 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 857 | // Set step_x and step_y for matrix A. Scale by a factor of 4 the Y range as the input interleaved matrix A has 4 times less the rows of the dst matrix |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 858 | Window win_a(window); |
| 859 | win_a.set(Window::DimX, Window::Dimension(0, 0, 0)); |
| 860 | win_a.set(Window::DimY, Window::Dimension(window.y().start() / 4, std::max(window.y().end() / 4, 1), 1)); |
| 861 | |
| 862 | Window win_b; |
| 863 | // Don't slice matrix B along the z dimension if matrix B has just 2 dimensions and matrix A more than 2 |
| 864 | // This scenario can happen when the the matrix multiplication is used to perform a convolution operation |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 865 | if(rhs->info()->num_dimensions() >= 3) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 866 | { |
| 867 | win_b = window; |
| 868 | } |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 869 | // Set step_x and step_y for matrix B. Scale by a factor of 8 the X range as the input transposed matrix A has 8 times less the cols of the dst matrix |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 870 | win_b.set(Window::DimX, Window::Dimension(window.x().start() / 8, window.x().end() / 8, in_b_stride)); |
| 871 | win_b.set(Window::DimY, Window::Dimension(0, 1, 0)); |
| 872 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 873 | Iterator ina(lhs, win_a); |
| 874 | Iterator inb(rhs, win_b); |
| 875 | Iterator out(dst, window); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 876 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 877 | const bool multiply_alpha = !(helpers::float_ops::is_one(alpha)); |
| 878 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 879 | const float16x8_t alpha_f16 = vdupq_n_f16(alpha); |
| 880 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 881 | execute_window_loop(window, [&](const Coordinates & id) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 882 | { |
| 883 | const auto *mtx_a0 = reinterpret_cast<const float16_t *>(ina.ptr()); |
| 884 | const auto *mtx_b0 = reinterpret_cast<const float16_t *>(inb.ptr()); |
| 885 | auto *mtx_out = reinterpret_cast<float16_t *>(out.ptr()); |
| 886 | float16x8x4_t c = |
| 887 | { |
| 888 | { |
| 889 | vdupq_n_f16(0.f), |
| 890 | vdupq_n_f16(0.f), |
| 891 | vdupq_n_f16(0.f), |
| 892 | vdupq_n_f16(0.f) |
| 893 | } |
| 894 | }; |
| 895 | |
| 896 | /* |
| 897 | This kernel puts the values in a 4x4 block of Matrix A on the same row (Interleaved values) |
| 898 | |a00 a01 a02 a03 | a04 a05 a06 a07| |
| 899 | |a10 a11 a12 a13 | a14 a15 a16 a17| |
| 900 | |a20 a21 a22 a23 | a24 a25 a26 a27| = | a00 a10 a20 a30 || a01 a11 a21 a31 || a02 a12 a22 a32 || a03 a13 a23 a33 | a40 a50 a60 a70 | ... |
| 901 | |a30 a31 a32 a33 | a34 a35 a36 a37| | a04 a14 a24 a34 || a05 a15 a25 a35 || a06 a15 a26 a36 || a07 a17 a27 a37 | a44 a54 a64 a74 | ... |
| 902 | |a40 a41 a42 a43 | a44 a45 a46 a47| |
| 903 | |a50 a51 a52 a53 | a54 a55 a56 a57| |
| 904 | |a60 a61 a62 a63 | a64 a65 a66 a67| |
| 905 | |a70 a71 a72 a73 | a74 a75 a76 a77| |
| 906 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 907 | After this operation, the dst matrix will have the following shape: [ height * 4, width / 4 ] |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 908 | |
| 909 | B Matrix has been transposed as shown below |
| 910 | |
| 911 | |b00 b01 b02 b03 b04 b05 b06 b07| |
| 912 | |b10 b11 b12 b13 b14 b15 b16 b17| |
| 913 | |b20 b21 b22 b23 b24 b25 b26 b27| |
| 914 | |b30 b31 b32 b33 b34 b35 b36 b37| |
| 915 | -------------------> |
| 916 | |
| 917 | |b00 b01 b02 b03 b04 b05 b06 b07||b10 b11 b12 b13 b14 b15 b16 b17||b20 b21 b22 b23 b24 b25 b26 b27||b30 b31 b32 b33 b34 b35 b36 b37| |
| 918 | |
| 919 | c.val[0][0] = a00*b00 + a01*b10 + a02*b20 + a03*b30 |
| 920 | c.val[0][1] = a00*b01 + a01*b11 + a02*b21 + a03*b31 |
| 921 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 922 | The size of the dst tensor's XY-plane must be the following shape [ width * 8, height / 8 ]. All other dimensions must have the same size. |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 923 | */ |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 924 | const float16_t *mtx_b0_end_addr = mtx_b0 + num_elems_matrix_b_x; |
| 925 | |
| 926 | for(; mtx_b0 <= (mtx_b0_end_addr - 32);) |
| 927 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 928 | { |
| 929 | const float16x8_t p00 = vld1q_f16(mtx_a0); |
| 930 | const float16x8_t p02 = vld1q_f16(mtx_a0 + 8); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 931 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 932 | const float16x8_t q00 = vld1q_f16(mtx_b0); |
| 933 | const float16x8_t q02 = vld1q_f16(mtx_b0 + 8); |
| 934 | const float16x8_t q04 = vld1q_f16(mtx_b0 + 16); |
| 935 | const float16x8_t q06 = vld1q_f16(mtx_b0 + 24); |
| 936 | |
| 937 | c.val[0] = vaddq_f16(c.val[0], vmulq_n_f16(q00, vgetq_lane_f16(p00, 0))); |
| 938 | c.val[1] = vaddq_f16(c.val[1], vmulq_n_f16(q00, vgetq_lane_f16(p00, 1))); |
| 939 | c.val[2] = vaddq_f16(c.val[2], vmulq_n_f16(q00, vgetq_lane_f16(p00, 2))); |
| 940 | c.val[3] = vaddq_f16(c.val[3], vmulq_n_f16(q00, vgetq_lane_f16(p00, 3))); |
| 941 | |
| 942 | c.val[0] = vaddq_f16(c.val[0], vmulq_n_f16(q02, vgetq_lane_f16(p00, 4))); |
| 943 | c.val[1] = vaddq_f16(c.val[1], vmulq_n_f16(q02, vgetq_lane_f16(p00, 5))); |
| 944 | c.val[2] = vaddq_f16(c.val[2], vmulq_n_f16(q02, vgetq_lane_f16(p00, 6))); |
| 945 | c.val[3] = vaddq_f16(c.val[3], vmulq_n_f16(q02, vgetq_lane_f16(p00, 7))); |
| 946 | |
| 947 | c.val[0] = vaddq_f16(c.val[0], vmulq_n_f16(q04, vgetq_lane_f16(p02, 0))); |
| 948 | c.val[1] = vaddq_f16(c.val[1], vmulq_n_f16(q04, vgetq_lane_f16(p02, 1))); |
| 949 | c.val[2] = vaddq_f16(c.val[2], vmulq_n_f16(q04, vgetq_lane_f16(p02, 2))); |
| 950 | c.val[3] = vaddq_f16(c.val[3], vmulq_n_f16(q04, vgetq_lane_f16(p02, 3))); |
| 951 | |
| 952 | c.val[0] = vaddq_f16(c.val[0], vmulq_n_f16(q06, vgetq_lane_f16(p02, 4))); |
| 953 | c.val[1] = vaddq_f16(c.val[1], vmulq_n_f16(q06, vgetq_lane_f16(p02, 5))); |
| 954 | c.val[2] = vaddq_f16(c.val[2], vmulq_n_f16(q06, vgetq_lane_f16(p02, 6))); |
| 955 | c.val[3] = vaddq_f16(c.val[3], vmulq_n_f16(q06, vgetq_lane_f16(p02, 7))); |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 956 | |
| 957 | mtx_a0 += 16; |
| 958 | mtx_b0 += 32; |
| 959 | } |
| 960 | |
| 961 | for(; mtx_b0 < mtx_b0_end_addr;) |
| 962 | |
| 963 | { |
| 964 | const float16x4_t p00 = vld1_f16(mtx_a0); |
| 965 | const float16x8_t q00 = vld1q_f16(mtx_b0); |
| 966 | |
| 967 | c.val[0] = vaddq_f16(c.val[0], vmulq_n_f16(q00, vget_lane_f16(p00, 0))); |
| 968 | c.val[1] = vaddq_f16(c.val[1], vmulq_n_f16(q00, vget_lane_f16(p00, 1))); |
| 969 | c.val[2] = vaddq_f16(c.val[2], vmulq_n_f16(q00, vget_lane_f16(p00, 2))); |
| 970 | c.val[3] = vaddq_f16(c.val[3], vmulq_n_f16(q00, vget_lane_f16(p00, 3))); |
| 971 | |
| 972 | mtx_a0 += 4; |
| 973 | mtx_b0 += 8; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 974 | } |
| 975 | |
| 976 | if(multiply_alpha) |
| 977 | { |
| 978 | c.val[0] = vmulq_f16(c.val[0], alpha_f16); |
| 979 | c.val[1] = vmulq_f16(c.val[1], alpha_f16); |
| 980 | c.val[2] = vmulq_f16(c.val[2], alpha_f16); |
| 981 | c.val[3] = vmulq_f16(c.val[3], alpha_f16); |
| 982 | } |
| 983 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 984 | if(id.x() < (out_width - 8)) |
| 985 | { |
| 986 | vst1q_f16(mtx_out, c.val[0]); |
| 987 | if(id.y() + 1 < out_height) |
| 988 | { |
| 989 | vst1q_f16(mtx_out + 1 * out_stride, c.val[1]); |
| 990 | if(id.y() + 2 < out_height) |
| 991 | { |
| 992 | vst1q_f16(mtx_out + 2 * out_stride, c.val[2]); |
| 993 | if(id.y() + 3 < out_height) |
| 994 | { |
| 995 | vst1q_f16(mtx_out + 3 * out_stride, c.val[3]); |
| 996 | } |
| 997 | } |
| 998 | } |
| 999 | } |
| 1000 | else |
| 1001 | { |
| 1002 | // Left-over columns |
| 1003 | const int columns_left = out_width - id.x(); |
| 1004 | for(int x = 0; x < columns_left; ++x) |
| 1005 | { |
| 1006 | *(mtx_out + x) = c.val[0][x]; |
| 1007 | if(id.y() + 1 < out_height) |
| 1008 | { |
| 1009 | *(mtx_out + x + 1 * out_stride) = c.val[1][x]; |
| 1010 | if(id.y() + 2 < out_height) |
| 1011 | { |
| 1012 | *(mtx_out + x + 2 * out_stride) = c.val[2][x]; |
| 1013 | if(id.y() + 3 < out_height) |
| 1014 | { |
| 1015 | *(mtx_out + x + 3 * out_stride) = c.val[3][x]; |
| 1016 | } |
| 1017 | } |
| 1018 | } |
| 1019 | } |
| 1020 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1021 | }, |
| 1022 | ina, inb, out); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1023 | } |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1024 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1025 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1026 | inline Status validate_arguments(const ITensorInfo *lhs, const ITensorInfo *rhs, const ITensorInfo *dst, float alpha, bool is_interleaved, const GEMMReshapeInfo &reshape_info) |
Giorgio Arena | 7c23ad0 | 2017-11-30 15:08:38 +0000 | [diff] [blame] | 1027 | { |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1028 | ARM_COMPUTE_UNUSED(alpha); |
| 1029 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1030 | ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(lhs); |
| 1031 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(lhs, 1, DataType::F16, DataType::F32); |
| 1032 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(lhs, rhs, dst); |
Giorgio Arena | 7c23ad0 | 2017-11-30 15:08:38 +0000 | [diff] [blame] | 1033 | |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1034 | if(!is_interleaved) |
Giorgio Arena | 7c23ad0 | 2017-11-30 15:08:38 +0000 | [diff] [blame] | 1035 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1036 | ARM_COMPUTE_RETURN_ERROR_ON(lhs->dimension(0) != rhs->dimension(1)); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1037 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1038 | if(dst->total_size() != 0) |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1039 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1040 | ARM_COMPUTE_RETURN_ERROR_ON(rhs->dimension(0) != dst->dimension(0)); |
| 1041 | ARM_COMPUTE_RETURN_ERROR_ON(lhs->dimension(1) != dst->dimension(1)); |
| 1042 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(lhs, dst); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1043 | } |
| 1044 | } |
| 1045 | else |
| 1046 | { |
| 1047 | const int m = reshape_info.m(); |
| 1048 | const int n = reshape_info.n(); |
| 1049 | const int k = reshape_info.k(); |
| 1050 | const int mult_transpose1xW_width = reshape_info.mult_transpose1xW_width(); |
| 1051 | const int mult_interleave4x4_height = reshape_info.mult_interleave4x4_height(); |
| 1052 | |
| 1053 | /* Interleave */ |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1054 | TensorShape tensor_shape0{ lhs->tensor_shape() }; |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1055 | tensor_shape0.set(0, k); |
| 1056 | tensor_shape0.set(1, m); |
| 1057 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1058 | const TensorInfo tensor_info0 = lhs->clone()->set_tensor_shape(tensor_shape0); |
| 1059 | const TensorInfo tensor_info_reshaped0 = lhs->clone()->set_tensor_shape(misc::shape_calculator::compute_interleaved_shape(tensor_info0, mult_interleave4x4_height)); |
| 1060 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(lhs, &tensor_info_reshaped0); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1061 | |
| 1062 | if(n != 0) /* Transpose */ |
| 1063 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1064 | TensorShape tensor_shape1{ rhs->tensor_shape() }; |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1065 | tensor_shape1.set(0, n); |
| 1066 | tensor_shape1.set(1, k); |
| 1067 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1068 | const TensorInfo tensor_info1 = rhs->clone()->set_tensor_shape(tensor_shape1); |
| 1069 | const TensorInfo tensor_info_reshaped1 = rhs->clone()->set_tensor_shape(misc::shape_calculator::compute_transpose1xW_with_element_size_shape(tensor_info1, mult_transpose1xW_width)); |
| 1070 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(rhs, &tensor_info_reshaped1); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1071 | } |
| 1072 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1073 | if(dst->total_size() != 0) |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1074 | { |
| 1075 | if(n != 0) |
| 1076 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1077 | ARM_COMPUTE_RETURN_ERROR_ON(dst->dimension(0) != static_cast<size_t>(n)); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1078 | } |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1079 | ARM_COMPUTE_RETURN_ERROR_ON(dst->dimension(1) != static_cast<size_t>(m)); |
| 1080 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(lhs, dst); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1081 | } |
Giorgio Arena | 7c23ad0 | 2017-11-30 15:08:38 +0000 | [diff] [blame] | 1082 | } |
| 1083 | |
| 1084 | return Status{}; |
| 1085 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1086 | } // namespace |
| 1087 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1088 | void CpuGemmMatrixMultiplyKernel::configure(const ITensorInfo *lhs, const ITensorInfo *rhs, ITensorInfo *dst, float alpha, bool is_interleaved, const GEMMReshapeInfo &reshape_info) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1089 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1090 | ARM_COMPUTE_ERROR_ON_NULLPTR(lhs, rhs, dst); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1091 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1092 | // dst tensor auto inizialitation if not yet initialized |
| 1093 | TensorShape tensor_shape{ lhs->tensor_shape() }; |
| 1094 | tensor_shape.set(0, is_interleaved ? reshape_info.n() : rhs->dimension(0)); |
| 1095 | tensor_shape.set(1, is_interleaved ? reshape_info.m() : lhs->dimension(1)); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1096 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1097 | auto_init_if_empty(*dst, lhs->clone()->set_tensor_shape(tensor_shape)); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 1098 | |
| 1099 | // Perform validate step |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1100 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(lhs, rhs, dst, alpha, is_interleaved, reshape_info)); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1101 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1102 | _alpha = alpha; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1103 | |
Giorgio Arena | 7c23ad0 | 2017-11-30 15:08:38 +0000 | [diff] [blame] | 1104 | // Configure kernel window |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1105 | Window win{}; |
| 1106 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1107 | // Check if the dst tensor is a vector. If so,the kernel runs the vector-matrix multiplication |
| 1108 | const bool is_dst_vector = (dst->dimension(1) == 1); |
| 1109 | if(is_dst_vector) |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1110 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1111 | const unsigned int num_elems_processed_per_iteration_x = (lhs->data_type() == DataType::F32) ? 16 : 32; |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1112 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1113 | win = calculate_max_window(*dst, Steps(num_elems_processed_per_iteration_x)); |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1114 | } |
| 1115 | else |
| 1116 | { |
| 1117 | constexpr unsigned int num_elems_processed_per_iteration_x = 8; |
| 1118 | constexpr unsigned int num_elems_processed_per_iteration_y = 4; |
| 1119 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1120 | win = calculate_max_window(*dst, Steps(num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y)); |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1121 | } |
| 1122 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1123 | switch(lhs->data_type()) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1124 | { |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1125 | case DataType::F32: |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1126 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1127 | _func = (is_dst_vector) ? vector_matrix_multiply_f32 : matrix_matrix_multiply_f32; |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1128 | break; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1129 | } |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 1130 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1131 | case DataType::F16: |
| 1132 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1133 | _func = (is_dst_vector) ? vector_matrix_multiply_f16 : matrix_matrix_multiply_f16; |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1134 | break; |
| 1135 | } |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 1136 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1137 | default: |
| 1138 | { |
| 1139 | ARM_COMPUTE_ERROR("Data type not supported"); |
| 1140 | break; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1141 | } |
| 1142 | } |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1143 | ICPPKernel::configure(win); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1144 | } |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame^] | 1145 | |
| 1146 | Status CpuGemmMatrixMultiplyKernel::validate(const ITensorInfo *lhs, const ITensorInfo *rhs, const ITensorInfo *dst, float alpha, bool is_interleaved, |
| 1147 | const GEMMReshapeInfo &reshape_info) |
| 1148 | { |
| 1149 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(lhs, rhs, dst, alpha, is_interleaved, reshape_info)); |
| 1150 | |
| 1151 | return Status{}; |
| 1152 | } |
| 1153 | |
| 1154 | void CpuGemmMatrixMultiplyKernel::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) |
| 1155 | { |
| 1156 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 1157 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window); |
| 1158 | ARM_COMPUTE_ERROR_ON(tensors.empty()); |
| 1159 | ARM_COMPUTE_ERROR_ON(_func == nullptr); |
| 1160 | |
| 1161 | const ITensor *lhs = tensors.get_const_tensor(TensorType::ACL_SRC_0); |
| 1162 | const ITensor *rhs = tensors.get_const_tensor(TensorType::ACL_SRC_1); |
| 1163 | ITensor *dst = tensors.get_tensor(TensorType::ACL_DST); |
| 1164 | |
| 1165 | (*_func)(lhs, rhs, dst, window, info, _alpha); |
| 1166 | } |
| 1167 | |
| 1168 | const char *CpuGemmMatrixMultiplyKernel::name() const |
| 1169 | { |
| 1170 | return "CpuGemmMatrixMultiplyKernel"; |
| 1171 | } |
| 1172 | } // namespace kernels |
| 1173 | } // namespace cpu |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 1174 | } // namespace arm_compute |