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Georgios Pinitasd9769582017-08-03 10:19:40 +01001/*
Georgios Pinitas16cf3c22020-09-10 20:26:48 +01002 * Copyright (c) 2017-2020 Arm Limited.
Georgios Pinitasd9769582017-08-03 10:19:40 +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_NEL2NORMALIZELAYER_H
25#define ARM_COMPUTE_NEL2NORMALIZELAYER_H
Georgios Pinitasd9769582017-08-03 10:19:40 +010026
Georgios Pinitasd9769582017-08-03 10:19:40 +010027#include "arm_compute/runtime/IFunction.h"
Georgios Pinitas658039b2017-09-15 16:30:50 +010028#include "arm_compute/runtime/IMemoryManager.h"
29#include "arm_compute/runtime/MemoryGroup.h"
Georgios Pinitasd9769582017-08-03 10:19:40 +010030#include "arm_compute/runtime/NEON/functions/NEReductionOperation.h"
31#include "arm_compute/runtime/Tensor.h"
32
Georgios Pinitas658039b2017-09-15 16:30:50 +010033#include <memory>
34
Georgios Pinitasd9769582017-08-03 10:19:40 +010035namespace arm_compute
36{
37class ITensor;
Michalis Spyrouebcebf12020-10-21 00:04:14 +010038class NEL2NormalizeLayerKernel;
Georgios Pinitasd9769582017-08-03 10:19:40 +010039
40/** Basic function to perform a L2 normalization on a given axis.
41 *
42 * This function runs the following kernels:
43 * -# @ref NEReductionOperation
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000044 * -# @ref NEL2NormalizeLayerKernel
Georgios Pinitasd9769582017-08-03 10:19:40 +010045 */
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000046class NEL2NormalizeLayer : public IFunction
Georgios Pinitasd9769582017-08-03 10:19:40 +010047{
48public:
49 /** Constructor */
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000050 NEL2NormalizeLayer(std::shared_ptr<IMemoryManager> memory_manager = nullptr);
Michalis Spyrouebcebf12020-10-21 00:04:14 +010051 /** Prevent instances of this class from being copied (As this class contains pointers) */
52 NEL2NormalizeLayer(const NEL2NormalizeLayer &) = delete;
53 /** Prevent instances of this class from being copied (As this class contains pointers) */
54 NEL2NormalizeLayer &operator=(const NEL2NormalizeLayer &) = delete;
55 /** Prevent instances of this class from being moved (As this class contains non movable objects) */
56 NEL2NormalizeLayer(NEL2NormalizeLayer &&) = delete;
57 /** Prevent instances of this class from being moved (As this class contains non movable objects) */
58 NEL2NormalizeLayer &operator=(NEL2NormalizeLayer &&) = delete;
59 /** Default destructor */
60 ~NEL2NormalizeLayer();
Georgios Pinitasd9769582017-08-03 10:19:40 +010061 /** Set the input and output tensors.
62 *
Michalis Spyrou2897e612018-11-20 18:38:29 +000063 * @param[in, out] input Source tensor. Data types supported: F16/F32. (Written to only for border_size != 0)
John Richardson73d4aef2018-05-08 14:34:33 +010064 * @param[out] output Destination tensor. Data types and data layouts supported: same as @p input.
Manuel Bottini4b5c5882019-05-14 10:38:30 +010065 * @param[in] axis Axis along which to reduce. Negative values wrap around. Maximum supported actual reduction axis : 2
John Richardson73d4aef2018-05-08 14:34:33 +010066 * @param[in] epsilon (Optional) Lower bound value for the normalization.
Georgios Pinitasd9769582017-08-03 10:19:40 +010067 */
Georgios Pinitas16cf3c22020-09-10 20:26:48 +010068 void configure(ITensor *input, ITensor *output, int axis, float epsilon = 1e-6f);
Georgios Pinitasd9769582017-08-03 10:19:40 +010069
John Richardson73d4aef2018-05-08 14:34:33 +010070 /** Static function to check if given info will lead to a valid configuration of @ref NEL2NormalizeLayer.
71 *
Michalis Spyrou2897e612018-11-20 18:38:29 +000072 * @param[in] input Source tensor info. Data types supported: F16/F32. (Written to only for border_size != 0)
John Richardson73d4aef2018-05-08 14:34:33 +010073 * @param[in] output Destination tensor info. Data types and data layouts supported: same as @p input.
Manuel Bottini4b5c5882019-05-14 10:38:30 +010074 * @param[in] axis Axis along which to reduce. Negative values wrap around. Maximum supported actual reduction axis : 2
John Richardson73d4aef2018-05-08 14:34:33 +010075 * @param[in] epsilon (Optional) Lower bound value for the normalization.
76 *
77 * @return a status
78 */
Georgios Pinitas16cf3c22020-09-10 20:26:48 +010079 static Status validate(const ITensorInfo *input, const ITensorInfo *output, int axis, float epsilon = 1e-6f);
John Richardson73d4aef2018-05-08 14:34:33 +010080
Georgios Pinitasd9769582017-08-03 10:19:40 +010081 // Inherited methods overridden:
82 void run() override;
83
84private:
Michalis Spyrouebcebf12020-10-21 00:04:14 +010085 MemoryGroup _memory_group;
86 NEReductionOperation _reduce_func;
87 std::unique_ptr<NEL2NormalizeLayerKernel> _normalize_kernel;
88 Tensor _sumsq;
Georgios Pinitasd9769582017-08-03 10:19:40 +010089};
90}
Michalis Spyrouf4643372019-11-29 16:17:13 +000091#endif /* ARM_COMPUTE_NEL2NORMALIZELAYER_H */