/* * Copyright (c) 2017-2018 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_NEPOOLINGLAYERKERNEL_H__ #define __ARM_COMPUTE_NEPOOLINGLAYERKERNEL_H__ #include "arm_compute/core/NEON/INEKernel.h" namespace arm_compute { class ITensor; /** Interface for the pooling layer kernel */ class NEPoolingLayerKernel : public INEKernel { public: const char *name() const override { return "NEPoolingLayerKernel"; } /** Default constructor */ NEPoolingLayerKernel(); /** Prevent instances of this class from being copied (As this class contains pointers) */ NEPoolingLayerKernel(const NEPoolingLayerKernel &) = delete; /** Prevent instances of this class from being copied (As this class contains pointers) */ NEPoolingLayerKernel &operator=(const NEPoolingLayerKernel &) = delete; /** Allow instances of this class to be moved */ NEPoolingLayerKernel(NEPoolingLayerKernel &&) = default; /** Allow instances of this class to be moved */ NEPoolingLayerKernel &operator=(NEPoolingLayerKernel &&) = default; /** Default destructor */ ~NEPoolingLayerKernel() = default; /** Set the input and output tensors. * * @note F16 are supported for pool sizes 2 and 3 only * * @param[in] input Source tensor. Data types supported: QASYMM8/F16/F32. * @param[out] output Destination tensor. Data types supported: Same as @p input. * @param[in] pool_info Contains pooling operation information described in @ref PoolingLayerInfo. */ void configure(const ITensor *input, ITensor *output, const PoolingLayerInfo &pool_info); /** Static function to check if given info will lead to a valid configuration of @ref NEPoolingLayerKernel * * @note F16 are supported for pool sizes 2 and 3 only * * @param[in] input Source tensor. Data types supported: QASYMM8/F16/F32. * @param[in] output Destination tensor. Data types supported: Same as @p input. * @param[in] pool_info Contains pooling operation information described in @ref PoolingLayerInfo. * * @return a status */ static Status validate(const ITensorInfo *input, const ITensorInfo *output, const PoolingLayerInfo &pool_info); // Inherited methods overridden: void run(const Window &window, const ThreadInfo &info) override; BorderSize border_size() const override; private: /** Function to perform 2x2 pooling. * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform MxN pooling for 32-bit floating point values. * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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_input, 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_input Input region on which to execute the kernel. * @param[in] window Output 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_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform 7x7 pooling. * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform 3x3 pooling. * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform 2x2 pooling for float16_t. * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform 3x3 pooling. * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform MxN pooling for 16-bit floating point values. * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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_input, 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_input Input region on which to execute the kernel. * @param[in] window Output 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_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform 2x2 pooling for 8bit asymmetric fixed point. * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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_qasymm8_nchw(const Window &window_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform 3x3 pooling for 8bit quantized fixed point. * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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_qasymm8_nchw(const Window &window_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform MxN pooling for 8-bit quantized. * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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_qasymm8_nchw(const Window &window_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Function to perform MxN pooling for 8-bit quantized. (NHWC) * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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_qasymm8_nhwc(const Window &window_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false); /** Common signature for all the specialised Pooling functions * * @param[in] window_input Input region on which to execute the kernel. * @param[in] window Output 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 (NEPoolingLayerKernel::*)(const Window &window_input, const Window &window, PoolingType pooling_type, bool exclude_padding); private: PoolingFunction _func; const ITensor *_input; ITensor *_output; PoolingLayerInfo _pool_info; unsigned int _num_elems_processed_per_iteration; BorderSize _border_size; bool _is_square; }; } // namespace arm_compute #endif /*__ARM_COMPUTE_NEPOOLINGLAYERKERNEL_H__ */