blob: a8b356a708cd32e3d99fa9d819615b5ebc68a304 [file] [log] [blame]
Michalis Spyrou04f089c2017-08-08 17:42:38 +01001/*
Teresa Charlin62687422021-04-28 10:58:49 +01002 * Copyright (c) 2017-2021 Arm Limited.
Michalis Spyrou04f089c2017-08-08 17:42:38 +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_CLL2NORMALIZELAYER_H
25#define ARM_COMPUTE_CLL2NORMALIZELAYER_H
Michalis Spyrou04f089c2017-08-08 17:42:38 +010026
Michalis Spyrou04f089c2017-08-08 17:42:38 +010027#include "arm_compute/core/Types.h"
28#include "arm_compute/runtime/CL/CLTensor.h"
Michalis Spyrou04f089c2017-08-08 17:42:38 +010029#include "arm_compute/runtime/CL/functions/CLReductionOperation.h"
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010030#include "arm_compute/runtime/CL/ICLSimpleFunction.h"
Georgios Pinitas8a94e7c2017-09-15 19:06:47 +010031#include "arm_compute/runtime/IMemoryManager.h"
Georgios Pinitas26014cf2019-09-09 19:00:57 +010032#include "arm_compute/runtime/MemoryGroup.h"
Michalis Spyrou04f089c2017-08-08 17:42:38 +010033
34#include <cstdint>
Georgios Pinitas8a94e7c2017-09-15 19:06:47 +010035#include <memory>
Michalis Spyrou04f089c2017-08-08 17:42:38 +010036
37namespace arm_compute
38{
Sang-Hoon Parkbef7fa22020-10-21 15:58:54 +010039class CLCompileContext;
40class CLL2NormalizeLayerKernel;
Michalis Spyrou04f089c2017-08-08 17:42:38 +010041class ICLTensor;
Sang-Hoon Parkbef7fa22020-10-21 15:58:54 +010042class ITensorInfo;
Michalis Spyrou04f089c2017-08-08 17:42:38 +010043
John Richardson62385bc2018-04-20 13:11:36 +010044/** Basic function to perform a L2 normalization on a given axis.
45 *
46 * This function runs the following kernels:
47 * -# @ref CLReductionOperation
48 * -# @ref CLL2NormalizeLayerKernel
Michalis Spyrou04f089c2017-08-08 17:42:38 +010049 */
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000050class CLL2NormalizeLayer : public IFunction
Michalis Spyrou04f089c2017-08-08 17:42:38 +010051{
52public:
53 /** Constructor */
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000054 CLL2NormalizeLayer(std::shared_ptr<IMemoryManager> memory_manager = nullptr);
Sang-Hoon Parkbef7fa22020-10-21 15:58:54 +010055 /** Default Destructor */
56 ~CLL2NormalizeLayer();
57 /** Prevent instances of this class from being copied (As this class contains pointers) */
58 CLL2NormalizeLayer(const CLL2NormalizeLayer &) = delete;
59 /** Default move constructor */
60 CLL2NormalizeLayer(CLL2NormalizeLayer &&) = default;
61 /** Prevent instances of this class from being copied (As this class contains pointers) */
62 CLL2NormalizeLayer &operator=(const CLL2NormalizeLayer &) = delete;
63 /** Default move assignment operator */
64 CLL2NormalizeLayer &operator=(CLL2NormalizeLayer &&) = default;
Michalis Spyrou04f089c2017-08-08 17:42:38 +010065
66 /** Set the input and output tensors.
67 *
Teresa Charlin62687422021-04-28 10:58:49 +010068 * Valid data layouts:
69 * - NHWC
70 * - NCHW
71 *
72 * Valid data type configurations:
73 * |src |dst |
74 * |:--------|:---------|
75 * |F16 |F16 |
76 * |F32 |F32 |
77 *
Michalis Spyrou5538d342018-11-14 08:10:13 +000078 * @param[in] input Source tensor. Data types supported: F16/F32. Data layouts supported: NCHW/NHWC.
John Richardson62385bc2018-04-20 13:11:36 +010079 * @param[out] output Destination tensor. Data types and data layouts supported: Same as @p input.
Manuel Bottini4b5c5882019-05-14 10:38:30 +010080 * @param[in] axis Axis along which to reduce. Negative values wrap around. Maximum supported actual reduction axis : 2
John Richardson62385bc2018-04-20 13:11:36 +010081 * @param[in] epsilon (Optional) Lower bound value for the normalization.
Michalis Spyrou04f089c2017-08-08 17:42:38 +010082 */
Manuel Bottini4b5c5882019-05-14 10:38:30 +010083 void configure(ICLTensor *input, ICLTensor *output, int axis, float epsilon = 1e-12f);
Manuel Bottini2b84be52020-04-08 10:15:51 +010084 /** Set the input and output tensors.
85 *
86 * @param[in] compile_context The compile context to be used.
87 * @param[in] input Source tensor. Data types supported: F16/F32. Data layouts supported: NCHW/NHWC.
88 * @param[out] output Destination tensor. Data types and data layouts supported: Same as @p input.
89 * @param[in] axis Axis along which to reduce. Negative values wrap around. Maximum supported actual reduction axis : 2
90 * @param[in] epsilon (Optional) Lower bound value for the normalization.
91 */
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010092 void configure(
93 const CLCompileContext &compile_context, ICLTensor *input, ICLTensor *output, int axis, float epsilon = 1e-12f);
Michalis Spyrou04f089c2017-08-08 17:42:38 +010094
John Richardson62385bc2018-04-20 13:11:36 +010095 /** Static function to check if given info will lead to a valid configuration of @ref CLL2NormalizeLayer.
96 *
Michalis Spyrou5538d342018-11-14 08:10:13 +000097 * @param[in] input Source tensor info. Data types supported: F16/F32. Data layouts supported: NCHW/NHWC.
John Richardson62385bc2018-04-20 13:11:36 +010098 * @param[in] output Destination tensor info. Data types and data layouts supported: Same as @p input.
Manuel Bottini4b5c5882019-05-14 10:38:30 +010099 * @param[in] axis Axis along which to reduce. Negative values wrap around. Maximum supported actual reduction axis : 2
John Richardson62385bc2018-04-20 13:11:36 +0100100 * @param[in] epsilon (Optional) Lower bound value for the normalization.
101 *
102 * @return a status
103 */
Manuel Bottini4b5c5882019-05-14 10:38:30 +0100104 static Status validate(const ITensorInfo *input, const ITensorInfo *output, int axis, float epsilon = 1e-12f);
John Richardson62385bc2018-04-20 13:11:36 +0100105
Michalis Spyrou04f089c2017-08-08 17:42:38 +0100106 // Inherited methods overridden:
107 void run() override;
108
109private:
Sang-Hoon Parkbef7fa22020-10-21 15:58:54 +0100110 MemoryGroup _memory_group;
111 CLReductionOperation _reduce_func;
112 std::unique_ptr<CLL2NormalizeLayerKernel> _normalize_kernel;
113 CLTensor _sumsq;
Michalis Spyrou04f089c2017-08-08 17:42:38 +0100114};
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100115} // namespace arm_compute
Michalis Spyrouf4643372019-11-29 16:17:13 +0000116#endif /*ARM_COMPUTE_CLL2NORMALIZELAYER_H */