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Diffstat (limited to 'src/core/NEON/kernels/assembly/depthwise.hpp')
| -rw-r--r-- | src/core/NEON/kernels/assembly/depthwise.hpp | 170 |
1 files changed, 170 insertions, 0 deletions
diff --git a/src/core/NEON/kernels/assembly/depthwise.hpp b/src/core/NEON/kernels/assembly/depthwise.hpp new file mode 100644 index 0000000000..eadf48d003 --- /dev/null +++ b/src/core/NEON/kernels/assembly/depthwise.hpp @@ -0,0 +1,170 @@ +/* + * Copyright (c) 2021 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ + +#pragma once + +#include "arm_gemm.hpp" +#include "arm_gemm_local.hpp" +#include "depthwise_common.hpp" + +namespace arm_conv +{ +namespace depthwise +{ +struct DepthwiseConfig +{ + DepthwiseMethod method = DepthwiseMethod::DEFAULT; + std::string filter = ""; + + DepthwiseConfig(DepthwiseMethod method) + : method(method) {}; + DepthwiseConfig() {}; +}; + +struct DepthwiseArgs +{ + const CPUInfo *cpu_info; + + unsigned int kernel_rows, kernel_cols; + unsigned int stride_rows, stride_cols; + + unsigned int n_batches, input_rows, input_cols, input_channels; + unsigned int output_rows, output_cols; + unsigned int channel_multiplier; + + PaddingValues padding; + + arm_gemm::Activation activation; + + const DepthwiseConfig *config; + + DepthwiseArgs( + const CPUInfo *cpu_info, + unsigned int kernel_rows, unsigned int kernel_cols, + unsigned int stride_rows, unsigned int stride_cols, + unsigned int n_batches, unsigned int input_rows, unsigned int input_cols, + unsigned int input_channels, + unsigned int output_rows, unsigned int output_cols, + unsigned int channel_multiplier, + PaddingValues padding, arm_gemm::Activation activation, + const DepthwiseConfig *config) + : 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), + input_channels(input_channels), output_rows(output_rows), output_cols(output_cols), channel_multiplier(channel_multiplier), padding(padding), activation(activation), config(config) + { + } +}; + +template <typename TInput, typename TWeight, typename TOutput> +class DepthwiseCommon : public IDepthwiseCommon +{ +protected: + const DepthwiseArgs m_args; // Copy of arguments + +public: + DepthwiseCommon(const DepthwiseArgs &args) + : m_args(args) {}; + DepthwiseCommon(DepthwiseCommon &) = delete; + DepthwiseCommon &operator=(DepthwiseCommon &) = delete; + + void execute( + const void *const input, + const void *const parameters, + void *const output, + void *const working_space, + const unsigned int thread_id, + const unsigned int n_threads) const override + { + const size_t ld_input_col = m_args.input_channels; + const size_t ld_input_row = ld_input_col * m_args.input_cols; + const size_t ld_input_batch = ld_input_row * m_args.input_rows; + const size_t ld_output_col = m_args.input_channels * m_args.channel_multiplier; + const size_t ld_output_row = ld_output_col * m_args.output_cols; + const size_t ld_output_batch = ld_output_row * m_args.output_rows; + + execute( + input, ld_input_col, ld_input_row, ld_input_batch, + parameters, output, ld_output_col, ld_output_row, ld_output_batch, + working_space, thread_id, n_threads); + } + + void execute( + const void *const input, + size_t ld_input_col, + size_t ld_input_row, + size_t ld_input_batch, + const void *const parameters, + void *const output, + size_t ld_output_col, + size_t ld_output_row, + size_t ld_output_batch, + void *const working_space, + const unsigned int thread_id, + const unsigned int n_threads) const override + { + execute( + m_args.n_batches, m_args.input_rows, m_args.input_cols, + m_args.input_channels, m_args.padding, + input, ld_input_col, ld_input_row, ld_input_batch, + parameters, + m_args.output_rows, m_args.output_cols, + output, ld_output_col, ld_output_row, ld_output_batch, + working_space, thread_id, n_threads); + } + + virtual void execute( + unsigned int batches, + unsigned int input_height, + unsigned int input_width, + unsigned int channels, + const PaddingValues &, + const void *input, + size_t ld_input_col, + size_t ld_input_row, + size_t ld_input_batch, + const void *parameters, + unsigned int output_height, + unsigned int output_width, + void *output, + size_t ld_output_col, + size_t ld_output_row, + size_t ld_output_batch, + void *working_space, + unsigned int thread_id, + unsigned int n_threads) const override = 0; +}; + +template <typename TInput, typename TWeight = TInput, typename TOutput = TInput> +using UniqueDepthwiseCommon = std::unique_ptr<DepthwiseCommon<TInput, TWeight, TOutput>>; + +template <typename TInput, typename TWeight = TInput, typename TOutput = TInput, class OutputStage = Nothing> +KernelDescription get_depthwise_method(const DepthwiseArgs &, const OutputStage & = {}); + +template <typename TInput, typename TWeight = TInput, typename TOutput = TInput, class OutputStage = Nothing> +UniqueDepthwiseCommon<TInput, TWeight, TOutput> depthwise(const DepthwiseArgs &, const OutputStage & = {}); + +template <typename TInput, typename TWeight = TInput, typename TOutput = TInput, class OutputStage = Nothing> +std::vector<KernelDescription> get_compatible_kernels(const DepthwiseArgs &, const OutputStage & = {}); + +} // namespace depthwise +} // namespace arm_conv |