blob: c089856fcd5d6aa658a5295d0ce31a4168c14273 [file] [log] [blame]
Georgios Pinitasd9769582017-08-03 10:19:40 +01001/*
John Richardson73d4aef2018-05-08 14:34:33 +01002 * Copyright (c) 2017-2018 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 */
John Richardson73d4aef2018-05-08 14:34:33 +010024#ifndef __ARM_COMPUTE_NEL2NORMALIZELAYER_H__
25#define __ARM_COMPUTE_NEL2NORMALIZELAYER_H__
Georgios Pinitasd9769582017-08-03 10:19:40 +010026
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000027#include "arm_compute/core/NEON/kernels/NEL2NormalizeLayerKernel.h"
Georgios Pinitasd9769582017-08-03 10:19:40 +010028#include "arm_compute/runtime/IFunction.h"
Georgios Pinitas658039b2017-09-15 16:30:50 +010029#include "arm_compute/runtime/IMemoryManager.h"
30#include "arm_compute/runtime/MemoryGroup.h"
Georgios Pinitasd9769582017-08-03 10:19:40 +010031#include "arm_compute/runtime/NEON/functions/NEReductionOperation.h"
32#include "arm_compute/runtime/Tensor.h"
33
Georgios Pinitas658039b2017-09-15 16:30:50 +010034#include <memory>
35
Georgios Pinitasd9769582017-08-03 10:19:40 +010036namespace arm_compute
37{
38class ITensor;
39
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);
Georgios Pinitasd9769582017-08-03 10:19:40 +010051 /** Set the input and output tensors.
52 *
John Richardson73d4aef2018-05-08 14:34:33 +010053 * @param[in, out] input Source tensor. Data types supported: F32. Data layouts supported: NCHW. (Written to only for border_size != 0)
54 * @param[out] output Destination tensor. Data types and data layouts supported: same as @p input.
Georgios Pinitasd9769582017-08-03 10:19:40 +010055 * @param[in] axis Dimension along which to reduce. Supported reduction axis : 0
John Richardson73d4aef2018-05-08 14:34:33 +010056 * @param[in] epsilon (Optional) Lower bound value for the normalization.
Georgios Pinitasd9769582017-08-03 10:19:40 +010057 */
Michalis Spyrouf8defca2018-11-02 11:34:20 +000058 void configure(ITensor *input, ITensor *output, unsigned int axis, float epsilon = 1e-12f);
Georgios Pinitasd9769582017-08-03 10:19:40 +010059
John Richardson73d4aef2018-05-08 14:34:33 +010060 /** Static function to check if given info will lead to a valid configuration of @ref NEL2NormalizeLayer.
61 *
62 * @param[in] input Source tensor info. Data types supported: F32. Data layouts supported: NCHW. (Written to only for border_size != 0)
63 * @param[in] output Destination tensor info. Data types and data layouts supported: same as @p input.
64 * @param[in] axis Dimension along which to reduce. Supported reduction axis : 0
65 * @param[in] epsilon (Optional) Lower bound value for the normalization.
66 *
67 * @return a status
68 */
Michalis Spyrouf8defca2018-11-02 11:34:20 +000069 static Status validate(const ITensorInfo *input, const ITensorInfo *output, unsigned int axis, float epsilon = 1e-12f);
John Richardson73d4aef2018-05-08 14:34:33 +010070
Georgios Pinitasd9769582017-08-03 10:19:40 +010071 // Inherited methods overridden:
72 void run() override;
73
74private:
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000075 MemoryGroup _memory_group;
76 NEReductionOperation _reduce_func;
77 NEL2NormalizeLayerKernel _normalize_kernel;
78 Tensor _sumsq;
Georgios Pinitasd9769582017-08-03 10:19:40 +010079};
80}
John Richardson73d4aef2018-05-08 14:34:33 +010081#endif /* __ARM_COMPUTE_NEL2NORMALIZELAYER_H__ */