Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 1 | /* |
Pablo Marquez Tello | 62a3b0c | 2021-12-06 12:15:00 +0000 | [diff] [blame] | 2 | * Copyright (c) 2021-2022 Arm Limited. |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +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 | |
| 25 | #pragma once |
| 26 | |
| 27 | #include "arm_gemm.hpp" |
| 28 | #include "arm_gemm_local.hpp" |
| 29 | #include "depthwise_common.hpp" |
| 30 | |
| 31 | namespace arm_conv |
| 32 | { |
| 33 | namespace depthwise |
| 34 | { |
| 35 | struct DepthwiseConfig |
| 36 | { |
| 37 | DepthwiseMethod method = DepthwiseMethod::DEFAULT; |
| 38 | std::string filter = ""; |
| 39 | |
| 40 | DepthwiseConfig(DepthwiseMethod method) |
| 41 | : method(method) {}; |
| 42 | DepthwiseConfig() {}; |
| 43 | }; |
| 44 | |
| 45 | struct DepthwiseArgs |
| 46 | { |
| 47 | const CPUInfo *cpu_info; |
| 48 | |
| 49 | unsigned int kernel_rows, kernel_cols; |
| 50 | unsigned int stride_rows, stride_cols; |
| 51 | |
| 52 | unsigned int n_batches, input_rows, input_cols, input_channels; |
| 53 | unsigned int output_rows, output_cols; |
| 54 | unsigned int channel_multiplier; |
| 55 | |
| 56 | PaddingValues padding; |
| 57 | |
| 58 | arm_gemm::Activation activation; |
| 59 | |
| 60 | const DepthwiseConfig *config; |
| 61 | |
ramelg01 | 8a16488 | 2022-04-07 02:42:52 +0100 | [diff] [blame] | 62 | bool fast_mode = false; |
| 63 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 64 | DepthwiseArgs( |
| 65 | const CPUInfo *cpu_info, |
| 66 | unsigned int kernel_rows, unsigned int kernel_cols, |
| 67 | unsigned int stride_rows, unsigned int stride_cols, |
| 68 | unsigned int n_batches, unsigned int input_rows, unsigned int input_cols, |
| 69 | unsigned int input_channels, |
| 70 | unsigned int output_rows, unsigned int output_cols, |
| 71 | unsigned int channel_multiplier, |
| 72 | PaddingValues padding, arm_gemm::Activation activation, |
| 73 | const DepthwiseConfig *config) |
| 74 | : cpu_info(cpu_info), kernel_rows(kernel_rows), kernel_cols(kernel_cols), stride_rows(stride_rows), stride_cols(stride_cols), n_batches(n_batches), input_rows(input_rows), input_cols(input_cols), |
| 75 | input_channels(input_channels), output_rows(output_rows), output_cols(output_cols), channel_multiplier(channel_multiplier), padding(padding), activation(activation), config(config) |
| 76 | { |
| 77 | } |
| 78 | }; |
| 79 | |
| 80 | template <typename TInput, typename TWeight, typename TOutput> |
| 81 | class DepthwiseCommon : public IDepthwiseCommon |
| 82 | { |
Pablo Marquez Tello | 62a3b0c | 2021-12-06 12:15:00 +0000 | [diff] [blame] | 83 | private: |
| 84 | std::string _name{}; |
| 85 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 86 | protected: |
| 87 | const DepthwiseArgs m_args; // Copy of arguments |
ramelg01 | 8a16488 | 2022-04-07 02:42:52 +0100 | [diff] [blame] | 88 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 89 | public: |
Pablo Marquez Tello | 62a3b0c | 2021-12-06 12:15:00 +0000 | [diff] [blame] | 90 | std::string name() const |
| 91 | { |
| 92 | return _name; |
| 93 | } |
ramelg01 | 8a16488 | 2022-04-07 02:42:52 +0100 | [diff] [blame] | 94 | |
Pablo Marquez Tello | 62a3b0c | 2021-12-06 12:15:00 +0000 | [diff] [blame] | 95 | void set_name(const std::string &n) |
| 96 | { |
| 97 | _name = n; |
| 98 | } |
ramelg01 | 8a16488 | 2022-04-07 02:42:52 +0100 | [diff] [blame] | 99 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 100 | DepthwiseCommon(const DepthwiseArgs &args) |
| 101 | : m_args(args) {}; |
| 102 | DepthwiseCommon(DepthwiseCommon &) = delete; |
| 103 | DepthwiseCommon &operator=(DepthwiseCommon &) = delete; |
| 104 | |
| 105 | void execute( |
| 106 | const void *const input, |
| 107 | const void *const parameters, |
| 108 | void *const output, |
| 109 | void *const working_space, |
| 110 | const unsigned int thread_id, |
ramelg01 | 8a16488 | 2022-04-07 02:42:52 +0100 | [diff] [blame] | 111 | const unsigned int n_threads) const override final |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 112 | { |
| 113 | const size_t ld_input_col = m_args.input_channels; |
| 114 | const size_t ld_input_row = ld_input_col * m_args.input_cols; |
| 115 | const size_t ld_input_batch = ld_input_row * m_args.input_rows; |
| 116 | const size_t ld_output_col = m_args.input_channels * m_args.channel_multiplier; |
| 117 | const size_t ld_output_row = ld_output_col * m_args.output_cols; |
| 118 | const size_t ld_output_batch = ld_output_row * m_args.output_rows; |
| 119 | |
| 120 | execute( |
| 121 | input, ld_input_col, ld_input_row, ld_input_batch, |
| 122 | parameters, output, ld_output_col, ld_output_row, ld_output_batch, |
| 123 | working_space, thread_id, n_threads); |
| 124 | } |
| 125 | |
| 126 | void execute( |
| 127 | const void *const input, |
| 128 | size_t ld_input_col, |
| 129 | size_t ld_input_row, |
| 130 | size_t ld_input_batch, |
| 131 | const void *const parameters, |
| 132 | void *const output, |
| 133 | size_t ld_output_col, |
| 134 | size_t ld_output_row, |
| 135 | size_t ld_output_batch, |
| 136 | void *const working_space, |
| 137 | const unsigned int thread_id, |
ramelg01 | 8a16488 | 2022-04-07 02:42:52 +0100 | [diff] [blame] | 138 | const unsigned int n_threads) const override final |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 139 | { |
| 140 | execute( |
| 141 | m_args.n_batches, m_args.input_rows, m_args.input_cols, |
| 142 | m_args.input_channels, m_args.padding, |
| 143 | input, ld_input_col, ld_input_row, ld_input_batch, |
| 144 | parameters, |
| 145 | m_args.output_rows, m_args.output_cols, |
| 146 | output, ld_output_col, ld_output_row, ld_output_batch, |
| 147 | working_space, thread_id, n_threads); |
| 148 | } |
| 149 | |
ramelg01 | 8a16488 | 2022-04-07 02:42:52 +0100 | [diff] [blame] | 150 | void execute( |
| 151 | unsigned int batches, |
| 152 | unsigned int input_height, |
| 153 | unsigned int input_width, |
| 154 | unsigned int channels, |
| 155 | const PaddingValues &padding, |
| 156 | const void *input, |
| 157 | size_t ld_input_col, |
| 158 | size_t ld_input_row, |
| 159 | size_t ld_input_batch, |
| 160 | const void *parameters, |
| 161 | unsigned int output_height, |
| 162 | unsigned int output_width, |
| 163 | void *output, |
| 164 | size_t ld_output_col, |
| 165 | size_t ld_output_row, |
| 166 | size_t ld_output_batch, |
| 167 | void *working_space, |
| 168 | unsigned int thread_id, |
| 169 | unsigned int n_threads) const override final |
| 170 | { |
| 171 | this->execute_internal( |
| 172 | batches, input_height, input_width, channels, padding, input, |
| 173 | ld_input_col, ld_input_row, ld_input_batch, parameters, output_height, |
| 174 | output_width, output, ld_output_col, ld_output_row, ld_output_batch, |
| 175 | working_space, thread_id, n_threads); |
| 176 | } |
| 177 | |
| 178 | protected: |
| 179 | virtual void execute_internal( |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 180 | unsigned int batches, |
| 181 | unsigned int input_height, |
| 182 | unsigned int input_width, |
| 183 | unsigned int channels, |
| 184 | const PaddingValues &, |
| 185 | const void *input, |
| 186 | size_t ld_input_col, |
| 187 | size_t ld_input_row, |
| 188 | size_t ld_input_batch, |
| 189 | const void *parameters, |
| 190 | unsigned int output_height, |
| 191 | unsigned int output_width, |
| 192 | void *output, |
| 193 | size_t ld_output_col, |
| 194 | size_t ld_output_row, |
| 195 | size_t ld_output_batch, |
| 196 | void *working_space, |
| 197 | unsigned int thread_id, |
ramelg01 | 8a16488 | 2022-04-07 02:42:52 +0100 | [diff] [blame] | 198 | unsigned int n_threads) const = 0; |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 199 | }; |
| 200 | |
| 201 | template <typename TInput, typename TWeight = TInput, typename TOutput = TInput> |
| 202 | using UniqueDepthwiseCommon = std::unique_ptr<DepthwiseCommon<TInput, TWeight, TOutput>>; |
| 203 | |
| 204 | template <typename TInput, typename TWeight = TInput, typename TOutput = TInput, class OutputStage = Nothing> |
| 205 | KernelDescription get_depthwise_method(const DepthwiseArgs &, const OutputStage & = {}); |
| 206 | |
| 207 | template <typename TInput, typename TWeight = TInput, typename TOutput = TInput, class OutputStage = Nothing> |
| 208 | UniqueDepthwiseCommon<TInput, TWeight, TOutput> depthwise(const DepthwiseArgs &, const OutputStage & = {}); |
| 209 | |
| 210 | template <typename TInput, typename TWeight = TInput, typename TOutput = TInput, class OutputStage = Nothing> |
| 211 | std::vector<KernelDescription> get_compatible_kernels(const DepthwiseArgs &, const OutputStage & = {}); |
| 212 | |
| 213 | } // namespace depthwise |
| 214 | } // namespace arm_conv |