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authorMichalis Spyrou <michalis.spyrou@arm.com>2020-10-21 00:04:14 +0100
committerMichalis Spyrou <michalis.spyrou@arm.com>2020-11-03 15:10:47 +0000
commitebcebf1dee7f8314976b1e0cabd62b4cf893d765 (patch)
tree95d3e691a0e88a3e213a1d30446a9224497f2055 /arm_compute/core/NEON/kernels/NEPoolingLayerKernel.h
parentda4b1b2055d96aaf73704eb9b0b82d74dc2d699c (diff)
downloadComputeLibrary-ebcebf1dee7f8314976b1e0cabd62b4cf893d765.tar.gz
COMPMID-3638: Move NEON kernels
Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Change-Id: Ieed3e4bc8be7fef80c90c5094599b477a56fc473 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4285 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
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diff --git a/arm_compute/core/NEON/kernels/NEPoolingLayerKernel.h b/arm_compute/core/NEON/kernels/NEPoolingLayerKernel.h
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-/*
- * Copyright (c) 2017-2020 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/QASYMM8_SIGNED/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.
- * @param[out] indices (optional) The indices of the maximal values. Data type supported: U32.
- */
- void configure(const ITensor *input, ITensor *output, const PoolingLayerInfo &pool_info, ITensor *indices = nullptr);
- /** 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/QASYMM8_SIGNED/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.
- * @param[in] indices (optional) The indices of the maximal values. Data type supported: U32.
- *
- * @return a status
- */
- static Status validate(const ITensorInfo *input, const ITensorInfo *output, const PoolingLayerInfo &pool_info, const ITensorInfo *indices = nullptr);
-
- // 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 2x2 pooling and compute the pooling indices. The indices can be used for max unpool.
- *
- * @param[in] window_input Input region on which to execute the kernel.
- * @param[in] window Output region on which to execute the kernel.
- */
- void pooling2_f32_nhwc_maxpool_indices(const Window &window_input, const Window &window);
- /** 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 2x2 pooling and compute the pooling indices for FP32/FP16. The indices can be used for max unpool.
- *
- * @param[in] window_input Input region on which to execute the kernel.
- * @param[in] window Output region on which to execute the kernel.
- */
- template <typename T>
- void pooling2_nchw_maxpool_indices(const Window &window_input, const Window &window);
- /** Function to perform 2x2 pooling and compute the pooling indices. The indices can be used for max unpool.
- *
- * @param[in] window_input Input region on which to execute the kernel.
- * @param[in] window Output region on which to execute the kernel.
- */
- void pooling2_f16_nhwc_maxpool_indices(const Window &window_input, const Window &window);
- /** 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);
- /** Template function to perform 2x2 pooling for 8bit quantized fixed point. (NCHW)
- *
- * @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.
- */
- template <typename T>
- void pooling2_q8_nchw(const Window &window_input, 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_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.
- */
- template <typename T>
- void pooling3_q8_nchw(const Window &window_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false);
- /** Template function to perform MxN pooling for 8-bit quantized. (NCHW)
- *
- * @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.
- */
- template <typename T>
- void poolingMxN_q8_nchw(const Window &window_input, const Window &window, PoolingType pooling_type, bool exclude_padding = false);
- /** Template 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.
- */
- template <typename T>
- void poolingMxN_q8_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;
- ITensor *_indices;
- PoolingLayerInfo _pool_info;
- DataLayout _data_layout;
- unsigned int _num_elems_processed_per_iteration;
- BorderSize _border_size;
- bool _is_square;
-};
-} // namespace arm_compute
-#endif /*ARM_COMPUTE_NEPOOLINGLAYERKERNEL_H */