/* * Copyright (c) 2017-2021 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. */ #ifndef ARM_COMPUTE_CPU_POOLING_KERNEL_H #define ARM_COMPUTE_CPU_POOLING_KERNEL_H #include "arm_compute/core/Types.h" #include "src/core/common/Macros.h" #include "src/core/cpu/ICpuKernel.h" namespace arm_compute { namespace cpu { namespace kernels { /** Interface for the pooling layer kernel */ class CpuPoolingKernel : public ICpuKernel { public: const char *name() const override { return "CpuPoolingKernel"; } /** Default constructor */ CpuPoolingKernel() = default; ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuPoolingKernel); /** Configure kernel for a given list of arguments * * @note F16 are supported for pool sizes 2 and 3 only * * @param[in] src Source tensor info. Data types supported: QASYMM8/QASYMM8_SIGNED/F16/F32. * @param[out] dst Destination tensor info. Data types supported: Same as @p src. * @param[in] pool_info Contains pooling operation information described in @ref PoolingLayerInfo. * @param[out] indices (optional) The indices of the maximal values. Data type supported: U32. */ void configure(ITensorInfo *src, ITensorInfo *dst, const PoolingLayerInfo &pool_info, ITensorInfo *indices = nullptr); /** Static function to check if given info will lead to a valid configuration of @ref CpuPoolingKernel * * @note F16 are supported for pool sizes 2 and 3 only * * @param[in] src Source tensor info. Data types supported: QASYMM8/QASYMM8_SIGNED/F16/F32. * @param[in] dst Destination tensor info. Data types supported: Same as @p src. * @param[in] pool_info Contains pooling operation information described in @ref PoolingLayerInfo. * @param[in] indices (optional) The indices of the maximal values. Data type supported: U32. * * @return a status */ static Status validate(const ITensorInfo *src, const ITensorInfo *dst, const PoolingLayerInfo &pool_info, const ITensorInfo *indices = nullptr); // Inherited methods overridden: void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override; BorderSize border_size() const override; private: /** Function to perform 2x2 pooling. * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ void pooling2_f32_nchw(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform 2x2 pooling and compute the pooling indices. The indices can be used for max unpool. * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. */ void pooling2_f32_nhwc_maxpool_indices(const Window &window_src, const Window &window); /** Function to perform MxN pooling for 32-bit floating point values. * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ void poolingMxN_f32_nchw(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform MxN pooling for 32-bit floating point values (NHWC). * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ void poolingMxN_f32_nhwc(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform 7x7 pooling. * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ void pooling7_f32_nchw(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform 3x3 pooling. * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ void pooling3_f32_nchw(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform 2x2 pooling for float16_t. * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ void pooling2_f16_nchw(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform 2x2 pooling and compute the pooling indices for FP32/FP16. The indices can be used for max unpool. * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. */ template void pooling2_nchw_maxpool_indices(const Window &window_src, const Window &window); /** Function to perform 2x2 pooling and compute the pooling indices. The indices can be used for max unpool. * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. */ void pooling2_f16_nhwc_maxpool_indices(const Window &window_src, const Window &window); /** Function to perform 3x3 pooling. * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ void pooling3_f16_nchw(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform MxN pooling for 16-bit floating point values. * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ void poolingMxN_f16_nchw(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform MxN pooling for 16-bit floating point values. (NHWC) * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ void poolingMxN_f16_nhwc(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Template function to perform 2x2 pooling for 8bit quantized fixed point. (NCHW) * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ template void pooling2_q8_nchw(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Template function to perform 3x3 pooling for 8bit quantized fixed point. (NCHW) * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ template void pooling3_q8_nchw(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Template function to perform MxN pooling for 8-bit quantized. (NCHW) * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ template void poolingMxN_q8_nchw(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Template function to perform MxN pooling for 8-bit quantized. (NHWC) * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ template void poolingMxN_q8_nhwc(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Common signature for all the specialised Pooling functions * * @param[in] window_src src region on which to execute the kernel. * @param[in] window dst region on which to execute the kernel. * @param[in] pooling_type Pooling operation to be computed. * @param[in] exclude_padding Flag to specify exclusion of padding from the operation. */ using PoolingFunction = void (CpuPoolingKernel::*)(const Window &window_src, const Window &window, PoolingType pooling_type, bool exclude_padding); private: PoolingFunction _func{ nullptr }; const ITensor *_src{ nullptr }; ITensor *_dst{ nullptr }; ITensor *_indices{ nullptr }; PoolingLayerInfo _pool_info{}; DataLayout _data_layout{ DataLayout::UNKNOWN }; unsigned int _num_elems_processed_per_iteration{ 0 }; BorderSize _border_size{ 0 }; bool _is_square{ false }; }; } // namespace kernels } // namespace cpu } // namespace arm_compute #endif /*ARM_COMPUTE_CPU_POOLING_KERNEL_H */