Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 1 | /* |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 Arm Limited. |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [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 | */ |
| 24 | #pragma once |
| 25 | |
| 26 | #include <stdio.h> |
| 27 | |
| 28 | #include "arm_gemm.hpp" |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 29 | #include "bias_adder.hpp" |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 30 | #include "mergeresults.hpp" |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 31 | #include "transform.hpp" |
| 32 | |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 33 | #ifdef CYCLE_PROFILING |
| 34 | #include "profiler.hpp" |
| 35 | #endif |
| 36 | |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 37 | namespace arm_gemm { |
| 38 | |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 39 | namespace { |
| 40 | |
| 41 | template<typename OutputStage> |
| 42 | class run_gemv_kernel { |
| 43 | public: |
| 44 | template<typename strategy, typename To, typename Tr> |
| 45 | static void run ( |
| 46 | const strategy &strat, |
| 47 | const To *A_ptr, const To *B_ptr, Tr *c_ptr, |
| 48 | size_t N, size_t K, |
| 49 | const Tr *bias, const Activation &act, bool Accumulate, |
| 50 | const OutputStage &os, const int32_t *col_bias, unsigned int col_base |
| 51 | ); |
| 52 | }; |
| 53 | |
| 54 | template<> |
| 55 | template<typename strategy, typename To, typename Tr> |
| 56 | void run_gemv_kernel<Nothing>::run( |
| 57 | const strategy &strat, |
| 58 | const To *A_ptr, const To *B_ptr, Tr *C_ptr, |
| 59 | size_t N, size_t K, |
| 60 | const Tr *bias, const Activation &act, bool Accumulate, |
| 61 | const Nothing &, const int32_t *, unsigned int |
| 62 | ) { |
| 63 | |
| 64 | strat.kernel(A_ptr, B_ptr, C_ptr, N, K, bias, act, Accumulate); |
| 65 | } |
| 66 | |
| 67 | template<> |
| 68 | template<typename strategy, typename To, typename Tr> |
| 69 | void run_gemv_kernel<Requantize32>::run( |
| 70 | const strategy &strat, |
| 71 | const To *A_ptr, const To *B_ptr, Tr *C_ptr, |
| 72 | size_t N, size_t K, |
| 73 | const Tr *, const Activation &, bool, |
| 74 | const Requantize32 &qp, const int32_t *col_bias, unsigned int col_base |
| 75 | ) { |
| 76 | |
| 77 | strat.kernel(A_ptr, B_ptr, C_ptr, N, K, &qp, col_bias + col_base, col_base); |
| 78 | } |
| 79 | |
| 80 | } // anonymous namespace |
| 81 | |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 82 | // Implementation of the GemmCommon abstract class. |
| 83 | // |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 84 | // This is implementation is for GEMV with pretransposition. |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 85 | // |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 86 | // batches are not supported as a batched GEMV makes no sense (can be converted to a GEMM). |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 87 | template<typename strategy, typename To, typename Tr, typename OutputStage=Nothing> |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 88 | class GemvPretransposed : public GemmCommon<To, Tr> { |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 89 | typedef typename strategy::operand_type Toi; |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 90 | typedef typename strategy::result_type Tri; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 91 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 92 | const GemmArgs _args; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 93 | |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 94 | const unsigned int _buffer_per_multi; |
| 95 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 96 | unsigned int k_block=0; |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 97 | unsigned int n_block=0; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 98 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 99 | const Toi *_B_pretransposed = nullptr; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 100 | |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 101 | OutputStage _os; |
| 102 | |
| 103 | // Pointer to the column sums (for quantized cases) |
| 104 | int32_t *col_bias = nullptr; |
| 105 | |
| 106 | // Get size of the column sums |
| 107 | unsigned int get_col_sum_size() const { |
| 108 | if(std::is_same<OutputStage, Requantize32>::value) { |
| 109 | return _args._Nsize * _args._nmulti * sizeof(int32_t); |
| 110 | } else { |
| 111 | return 0; |
| 112 | } |
| 113 | } |
| 114 | |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 115 | public: |
| 116 | GemvPretransposed(GemvPretransposed &) = delete; |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 117 | GemvPretransposed & operator= (GemvPretransposed &) = delete; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 118 | |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 119 | GemvPretransposed(const GemmArgs &args, const OutputStage &os = {}) |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 120 | : _args(args), |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 121 | _buffer_per_multi(roundup(args._Ksize, strategy::k_unroll()) * roundup(args._Nsize, strategy::out_width())), |
| 122 | _os(os) { |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 123 | /* For now don't do any blocking. TODO: figure out if we should. */ |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 124 | if (strategy::supports_accumulate() && args._cfg && args._cfg->inner_block_size) { |
| 125 | k_block = args._cfg->inner_block_size; |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 126 | } else { |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 127 | k_block = args._Ksize; |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 128 | } |
| 129 | |
| 130 | if (args._cfg && args._cfg->outer_block_size) { |
| 131 | n_block = args._cfg->outer_block_size; |
| 132 | } else { |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 133 | n_block = args._Nsize; |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 134 | } |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 135 | } |
| 136 | |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 137 | // Window is number of out_width blocks, times number of multis. |
Joseph Dobson | 6f8b17d | 2020-02-11 19:32:11 +0000 | [diff] [blame] | 138 | ndrange_t get_window_size() const override { |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 139 | return { iceildiv(_args._Nsize, strategy::out_width()) * _args._nmulti }; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 140 | } |
| 141 | |
| 142 | // Actually execute the GEMV. |
Georgios Pinitas | 5aa1a0b | 2020-07-02 20:02:20 +0100 | [diff] [blame] | 143 | void execute(const ndcoord_t &work_range, const ndcoord_t &, int) override { |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 144 | #ifdef CYCLE_PROFILING |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 145 | profiler prof; |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 146 | #endif |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 147 | strategy strat(_args._ci); |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 148 | |
Georgios Pinitas | 5aa1a0b | 2020-07-02 20:02:20 +0100 | [diff] [blame] | 149 | const auto start = work_range.get_position(0); |
| 150 | const auto end = work_range.get_position_end(0); |
| 151 | |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 152 | /* Break the window values down into multis of interest... */ |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 153 | const unsigned int window_per_multi = iceildiv(_args._Nsize, strategy::out_width()); |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 154 | const unsigned int multi_0 = start / window_per_multi; |
| 155 | const unsigned int multi_end = end / window_per_multi; |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 156 | |
| 157 | /* ... and figure out where we start and end in the first and last multi. */ |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 158 | const unsigned int n_0 = (start - (multi_0 * window_per_multi)) * strategy::out_width(); |
| 159 | const unsigned int n_max = (end - (multi_end * window_per_multi)) * strategy::out_width(); |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 160 | |
| 161 | static_assert(std::is_same<Tr, Tri>::value, "GemvPretransposed: Result types must be the same."); |
| 162 | |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 163 | for (unsigned int multi=multi_0; multi<=multi_end; multi++) { |
| 164 | const unsigned int n_start = (multi==multi_0) ? n_0 : 0; |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 165 | const unsigned int n_end = (multi==multi_end) ? n_max : _args._Nsize; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 166 | |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 167 | if (n_end <= n_start) |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 168 | continue; |
| 169 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 170 | for (unsigned int k0=0; k0<_args._Ksize; k0+=k_block) { |
| 171 | unsigned int kmax = std::min(k0 + k_block, _args._Ksize); |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 172 | |
| 173 | for (unsigned int n=n_start; n<n_end; n+=n_block) { |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 174 | unsigned int nmax = std::min(n + n_block, n_end); |
| 175 | #ifdef CYCLE_PROFILING |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 176 | auto p = prof.ScopedProfiler(PROFILE_KERNEL, (kmax-k0) * (nmax-n)); |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 177 | #endif |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 178 | run_gemv_kernel<OutputStage>::run(strat, this->_Aptr + (multi * this->_A_multi_stride) + k0, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 179 | _B_pretransposed + (multi * _buffer_per_multi) + (n * roundup(_args._Ksize, strategy::k_unroll())) + (k0 * strategy::out_width()), |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 180 | this->_Cptr + (multi * this->_C_multi_stride) + n, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 181 | (nmax - n), (kmax-k0), |
| 182 | this->_bias ? this->_bias + (multi * this->_bias_multi_stride) + n : nullptr, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 183 | _args._act, (k0 != 0), |
| 184 | _os, col_bias, n + (_args._Nsize * multi)); |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 185 | } |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 186 | } |
| 187 | } |
| 188 | } |
| 189 | |
| 190 | /* Pretransposed interface implementation */ |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 191 | bool B_is_pretransposed() const override { |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 192 | return true; |
| 193 | } |
| 194 | |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 195 | bool B_pretranspose_required() const override { |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 196 | /* Transpose is required if _B_pretransposed is still nullptr */ |
| 197 | return (_B_pretransposed == nullptr); |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 198 | } |
| 199 | |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 200 | size_t get_B_pretransposed_array_size() const override { |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 201 | return _buffer_per_multi * _args._nmulti * sizeof(To) + get_col_sum_size(); |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 202 | } |
| 203 | |
Pablo Marquez Tello | 9ac7b99 | 2021-09-15 10:14:20 +0100 | [diff] [blame^] | 204 | void pretranspose_B_array(void *buffer, const To *B, const int ldb, const int B_multi_stride) override { |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 205 | // Column sums go on the front of the pretransposed buffer in requantized cases. |
| 206 | // We could optimize here in case we don't actually need to sum the columns, but this code is only run on setup. |
| 207 | if (std::is_same<OutputStage, Requantize32>::value) { |
Pablo Marquez Tello | 9ac7b99 | 2021-09-15 10:14:20 +0100 | [diff] [blame^] | 208 | col_bias = reinterpret_cast<int32_t *>(buffer); |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 209 | |
| 210 | Requantize32 *qp_ptr = reinterpret_cast<Requantize32 *>(&_os); |
| 211 | |
| 212 | for (unsigned int i=0; i<_args._nmulti; i++) { |
| 213 | compute_col_sums(*qp_ptr, _args._Nsize, _args._Ksize, B + (i * B_multi_stride), ldb, col_bias + (i * _args._Nsize), _args._Ksize, i, 0); |
| 214 | } |
| 215 | } |
| 216 | |
| 217 | // The actual transposed buffer goes after the column sums (if any) |
| 218 | uintptr_t buffer_int = reinterpret_cast<uintptr_t>(buffer); |
| 219 | Toi *B_buffer = reinterpret_cast<Toi *>(buffer_int + get_col_sum_size()); |
| 220 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 221 | strategy strat(_args._ci); |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 222 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 223 | for (unsigned int multi=0; multi<_args._nmulti; multi++) { |
| 224 | strat.transforms.PrepareB(B_buffer + (multi * _buffer_per_multi), B + (multi * B_multi_stride), ldb, 0, _args._Nsize, 0, _args._Ksize); |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 225 | } |
| 226 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 227 | _B_pretransposed = B_buffer; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 228 | } |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 229 | |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 230 | void set_pretransposed_B_data(void *buffer) override { |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 231 | _B_pretransposed = reinterpret_cast<Toi *>(buffer); |
Michalis Spyrou | e7e96e0 | 2018-04-13 13:44:10 +0100 | [diff] [blame] | 232 | } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 233 | |
| 234 | GemmConfig get_config() override { |
| 235 | GemmConfig c; |
| 236 | |
| 237 | c.method = GemmMethod::GEMV_PRETRANSPOSED; |
| 238 | c.inner_block_size = k_block; |
| 239 | c.outer_block_size = n_block; |
| 240 | c.filter = get_type_name<strategy>(); |
| 241 | |
| 242 | return c; |
| 243 | } |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 244 | }; |
| 245 | |
| 246 | } // namespace arm_gemm |