blob: 6519f9b4e6f70e7b8618988d6a8da06c44c6d819 [file] [log] [blame]
Anthony Barbier6ff3b192017-09-04 18:44:23 +01001/*
Michele Di Giorgiod9eaf612020-07-08 11:12:57 +01002 * Copyright (c) 2017-2020 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_NENORMALIZATIONLAYER_H
25#define ARM_COMPUTE_NENORMALIZATIONLAYER_H
Anthony Barbier6ff3b192017-09-04 18:44:23 +010026
27#include "arm_compute/runtime/IFunction.h"
28
Georgios Pinitas658039b2017-09-15 16:30:50 +010029#include "arm_compute/core/Types.h"
30#include "arm_compute/runtime/IMemoryManager.h"
31#include "arm_compute/runtime/MemoryGroup.h"
Michalis Spyrou6eb73452020-07-02 17:39:25 +010032#include "arm_compute/runtime/NEON/functions/NEPixelWiseMultiplication.h"
Anthony Barbier6ff3b192017-09-04 18:44:23 +010033#include "arm_compute/runtime/Tensor.h"
34
Georgios Pinitas658039b2017-09-15 16:30:50 +010035#include <memory>
Anthony Barbier6ff3b192017-09-04 18:44:23 +010036
37namespace arm_compute
38{
39class ITensor;
Michalis Spyrouebcebf12020-10-21 00:04:14 +010040class NENormalizationLayerKernel;
Anthony Barbier6ff3b192017-09-04 18:44:23 +010041
Anthony Barbier7068f992017-10-26 15:23:08 +010042/** Basic function to compute a normalization layer. This function calls the following NEON kernels:
Anthony Barbier6ff3b192017-09-04 18:44:23 +010043 *
Michalis Spyrou6eb73452020-07-02 17:39:25 +010044 * -# @ref NEPixelWiseMultiplication
Anthony Barbier6ff3b192017-09-04 18:44:23 +010045 * -# @ref NEFillBorderKernel
46 * -# @ref NENormalizationLayerKernel
47 *
48 */
49class NENormalizationLayer : public IFunction
50{
51public:
52 /** Default constructor */
Georgios Pinitas658039b2017-09-15 16:30:50 +010053 NENormalizationLayer(std::shared_ptr<IMemoryManager> memory_manager = nullptr);
Michalis Spyrouebcebf12020-10-21 00:04:14 +010054 /** Prevent instances of this class from being copied (As this class contains pointers) */
55 NENormalizationLayer(const NENormalizationLayer &) = delete;
56 /** Prevent instances of this class from being copied (As this class contains pointers) */
57 NENormalizationLayer &operator=(const NENormalizationLayer &) = delete;
58 /** Prevent instances of this class from being moved (As this class contains non movable objects) */
59 NENormalizationLayer(NENormalizationLayer &&) = delete;
60 /** Prevent instances of this class from being moved (As this class contains non movable objects) */
61 NENormalizationLayer &operator=(NENormalizationLayer &&) = delete;
62 /** Default destructor */
63 ~NENormalizationLayer();
Anthony Barbier6ff3b192017-09-04 18:44:23 +010064 /** Set the input and output tensors.
65 *
66 * @param[in] input Source tensor. 3 lower dims represent a single input with dimensions [width, height, IFM],
Michalis Spyrou0c71d0b2018-11-22 11:22:18 +000067 * and an optional 4th dimension for batch of inputs. Data type supported: F16/F32. Data layouts supported: NCHW/NHWC.
68 * @param[out] output Destination with the same dimensions, data type, data layout and number of channels of @p input
Anthony Barbier6ff3b192017-09-04 18:44:23 +010069 * @param[in] norm_info Normalization layer information like the normalization type, normalization size and other parameters.
70 */
Anthony Barbier7068f992017-10-26 15:23:08 +010071 void configure(const ITensor *input, ITensor *output, const NormalizationLayerInfo &norm_info);
Michalis Spyrouafa5d812017-11-30 14:25:57 +000072 /** Static function to check if given info will lead to a valid configuration of @ref NENormalizationLayer
73 *
74 * @param[in] input Source tensor. 3 lower dims represent a single input with dimensions [width, height, IFM],
Michalis Spyrou0c71d0b2018-11-22 11:22:18 +000075 * and an optional 4th dimension for batch of inputs. Data type supported: F16/F32. Data layouts supported: NCHW/NHWC.
76 * @param[in] output Destination with the same dimensions, data type, data layout and number of channels of @p input
Michalis Spyrouafa5d812017-11-30 14:25:57 +000077 * @param[in] norm_info Normalization layer information like the normalization type, normalization size and other parameters.
78 *
79 * @return a status
80 */
81 static Status validate(const ITensorInfo *input, const ITensorInfo *output, const NormalizationLayerInfo &norm_info);
Anthony Barbier6ff3b192017-09-04 18:44:23 +010082
83 // Inherited methods overridden:
84 void run() override;
85
86private:
Michalis Spyrouebcebf12020-10-21 00:04:14 +010087 MemoryGroup _memory_group; /**< Function memory group */
88 std::unique_ptr<NENormalizationLayerKernel> _norm_kernel; /**< Normalization layer kernel */
89 NEPixelWiseMultiplication _multiply_f; /**< Pixel multiplication function */
90 Tensor _input_squared; /**< The intermediate buffer which stores results of squaring input */
Anthony Barbier6ff3b192017-09-04 18:44:23 +010091};
92}
Michalis Spyrouf4643372019-11-29 16:17:13 +000093#endif /* ARM_COMPUTE_NENORMALIZATIONLAYER_H */