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Anthony Barbier6ff3b192017-09-04 18:44:23 +01001/*
Michele Di Giorgiod556d7b2020-10-27 10:56:31 +00002 * Copyright (c) 2017-2021 Arm Limited.
Anthony Barbier6ff3b192017-09-04 18:44:23 +01003 *
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 */
Michalis Spyrouf4643372019-11-29 16:17:13 +000024#ifndef ARM_COMPUTE_NEPOOLINGLAYER_H
25#define ARM_COMPUTE_NEPOOLINGLAYER_H
Anthony Barbier6ff3b192017-09-04 18:44:23 +010026
Anthony Barbier6ff3b192017-09-04 18:44:23 +010027#include "arm_compute/core/Types.h"
Michele Di Giorgiod556d7b2020-10-27 10:56:31 +000028#include "arm_compute/runtime/IFunction.h"
29#include "arm_compute/runtime/IMemoryManager.h"
Michele Di Giorgio0c19cbd2021-05-11 17:41:32 +010030#include "arm_compute/runtime/MemoryGroup.h"
Michele Di Giorgiod556d7b2020-10-27 10:56:31 +000031
Michalis Spyrouebcebf12020-10-21 00:04:14 +010032#include <memory>
Anthony Barbier6ff3b192017-09-04 18:44:23 +010033
34namespace arm_compute
35{
Michele Di Giorgio19289042021-02-03 16:05:00 +000036// Forward declarations
Anthony Barbier6ff3b192017-09-04 18:44:23 +010037class ITensor;
Michalis Spyrouebcebf12020-10-21 00:04:14 +010038class ITensorInfo;
Anthony Barbier6ff3b192017-09-04 18:44:23 +010039
Michele Di Giorgio33f41fa2021-03-09 14:09:08 +000040/** Basic function to simulate a pooling layer with the specified pooling operation. This function calls the following kernels:
Anthony Barbier6ff3b192017-09-04 18:44:23 +010041 *
Manuel Bottinib4bb6a02021-05-24 16:01:32 +010042 * -# @ref cpu::CpuPool2d
Anthony Barbier6ff3b192017-09-04 18:44:23 +010043 */
Gian Marco Iodice16824302017-09-28 15:41:37 +010044class NEPoolingLayer : public IFunction
Anthony Barbier6ff3b192017-09-04 18:44:23 +010045{
46public:
Gian Marco Iodice16824302017-09-28 15:41:37 +010047 /** Constructor */
Michele Di Giorgiod556d7b2020-10-27 10:56:31 +000048 NEPoolingLayer(std::shared_ptr<IMemoryManager> memory_manager = nullptr);
Michalis Spyrouebcebf12020-10-21 00:04:14 +010049 /** Prevent instances of this class from being copied (As this class contains pointers) */
50 NEPoolingLayer(const NEPoolingLayer &) = delete;
51 /** Prevent instances of this class from being copied (As this class contains pointers) */
52 NEPoolingLayer &operator=(const NEPoolingLayer &) = delete;
53 /** Prevent instances of this class from being moved (As this class contains non movable objects) */
54 NEPoolingLayer(NEPoolingLayer &&) = delete;
55 /** Prevent instances of this class from being moved (As this class contains non movable objects) */
56 NEPoolingLayer &operator=(NEPoolingLayer &&) = delete;
57 /** Default destructor */
58 ~NEPoolingLayer();
Anthony Barbier6ff3b192017-09-04 18:44:23 +010059 /** Set the input and output tensors.
60 *
Sheri Zhanga47dcc22021-04-22 14:41:12 +010061 * Valid data layouts:
62 * - NHWC
63 * - NCHW
64 *
65 * Valid data type configurations:
66 * |src |dst |
67 * |:--------------|:--------------|
68 * |QASYMM8 |QASYMM8 |
69 * |QASYMM8_SIGNED |QASYMM8_SIGNED |
70 * |F16 |F16 |
71 * |F32 |F32 |
72 *
Vidhya Sudhan Loganathan7485d5a2018-07-04 09:34:00 +010073 * @note F16 is supported for pool sizes 2 and 3 only
SiCongLic4270cf2021-12-22 11:22:40 +000074 * @note Source tensor is padded with -inf for MAX pooling and 0 otherwise
75 * Cases where pooling region is completely outside input tensor are only supported for floating point data type
Gian Marco Iodice16824302017-09-28 15:41:37 +010076 *
Manuel Bottinib4bb8272019-12-18 18:01:27 +000077 * @param[in, out] input Source tensor. (Written to only when padding != 0) Data types supported: QASYMM8/QASYMM8_SIGNED/F16/F32.
Anthony Barbier6ff3b192017-09-04 18:44:23 +010078 * @param[out] output Destination tensor. Data types supported: Same as @p input.
79 * @param[in] pool_info Contains pooling operation information described in @ref PoolingLayerInfo.
morgolockcc1f6c92020-03-24 09:26:48 +000080 * @param[out] indices (optional) The indices of the maximal values. Data type supported: U32.
Anthony Barbier6ff3b192017-09-04 18:44:23 +010081 */
morgolockcc1f6c92020-03-24 09:26:48 +000082 void configure(ITensor *input, ITensor *output, const PoolingLayerInfo &pool_info, ITensor *indices = nullptr);
Michalis Spyrouafa5d812017-11-30 14:25:57 +000083 /** Static function to check if given info will lead to a valid configuration of @ref NEPoolingLayer
84 *
Vidhya Sudhan Loganathan7485d5a2018-07-04 09:34:00 +010085 * @note F16 is supported for pool sizes 2 and 3 only
Michalis Spyrouafa5d812017-11-30 14:25:57 +000086 *
Michele Di Giorgiof9b595a2020-07-03 13:34:52 +010087 * @param[in] input Source tensor info. (Written to only when padding != 0) Data types supported: QASYMM8/QASYMM8_SIGNED/F16/F32.
88 * @param[in] output Destination tensor info. Data types supported: Same as @p input.
Michalis Spyrouafa5d812017-11-30 14:25:57 +000089 * @param[in] pool_info Contains pooling operation information described in @ref PoolingLayerInfo.
Michele Di Giorgiof9b595a2020-07-03 13:34:52 +010090 * @param[in] indices (optional) Tensor info of the indices of the maximal values. Data type supported: U32.
Michalis Spyrouafa5d812017-11-30 14:25:57 +000091 *
92 * @return a status
93 */
morgolockcc1f6c92020-03-24 09:26:48 +000094 static Status validate(const ITensorInfo *input, const ITensorInfo *output, const PoolingLayerInfo &pool_info, const ITensorInfo *indices = nullptr);
Gian Marco Iodice16824302017-09-28 15:41:37 +010095
96 // Inherited methods overridden:
97 void run() override;
98
99private:
Michele Di Giorgio19289042021-02-03 16:05:00 +0000100 struct Impl;
101 std::unique_ptr<Impl> _impl;
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100102};
103}
Michalis Spyrouf4643372019-11-29 16:17:13 +0000104#endif /* ARM_COMPUTE_NEPOOLINGLAYER_H */