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Manuel Bottini769c6382019-08-22 13:13:48 +01001/*
Dana Zlotnikd7e2ec52022-01-03 10:59:41 +02002 * Copyright (c) 2019-2022 Arm Limited.
Manuel Bottini769c6382019-08-22 13:13:48 +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_NEINSTANCENORMALIZATIONLAYERKERNEL_H
25#define ARM_COMPUTE_NEINSTANCENORMALIZATIONLAYERKERNEL_H
Manuel Bottini769c6382019-08-22 13:13:48 +010026
Michalis Spyrouebcebf12020-10-21 00:04:14 +010027#include "src/core/NEON/INEKernel.h"
Manuel Bottini769c6382019-08-22 13:13:48 +010028
29namespace arm_compute
30{
31class ITensor;
Sang-Hoon Park3351f2a2020-07-16 14:26:16 +010032struct InstanceNormalizationLayerKernelInfo;
Manuel Bottini769c6382019-08-22 13:13:48 +010033
34/** Interface for performing an instance normalization */
35class NEInstanceNormalizationLayerKernel : public INEKernel
36{
37public:
38 const char *name() const override
39 {
40 return "NEInstanceNormalizationLayerKernel";
41 }
42 /** Default constructor */
43 NEInstanceNormalizationLayerKernel();
44 /** Prevent instances of this class from being copied (As this class contains pointers) */
45 NEInstanceNormalizationLayerKernel(const NEInstanceNormalizationLayerKernel &) = delete;
46 /** Prevent instances of this class from being copied (As this class contains pointers) */
47 NEInstanceNormalizationLayerKernel &operator=(const NEInstanceNormalizationLayerKernel &) = delete;
48 /** Allow instances of this class to be moved */
49 NEInstanceNormalizationLayerKernel(NEInstanceNormalizationLayerKernel &&) = default;
50 /** Allow instances of this class to be moved */
51 NEInstanceNormalizationLayerKernel &operator=(NEInstanceNormalizationLayerKernel &&) = default;
52 /** Default destructor */
53 ~NEInstanceNormalizationLayerKernel() = default;
54 /** Set the input and output tensors.
55 *
Sang-Hoon Park3351f2a2020-07-16 14:26:16 +010056 * @param[in, out] input Source tensor. Data types supported: F16/F32. Data layout supported: NCHW
57 * In case of @p output tensor = nullptr this tensor will store the result of the normalization.
58 * @param[out] output Destination tensor. Data types and data layouts supported: same as @p input.
59 * @param[in] info Kernel meta-data descriptor
Manuel Bottini769c6382019-08-22 13:13:48 +010060 */
Sang-Hoon Park3351f2a2020-07-16 14:26:16 +010061 void configure(ITensor *input, ITensor *output, const InstanceNormalizationLayerKernelInfo &info);
Manuel Bottini769c6382019-08-22 13:13:48 +010062
63 /** Static function to check if given info will lead to a valid configuration of @ref NEInstanceNormalizationLayer.
64 *
Sang-Hoon Park3351f2a2020-07-16 14:26:16 +010065 * @param[in] input Source tensor info. Data types supported: F16/F32. Data layout supported: NCHW
66 * @param[in] output Destination tensor info. Data types and data layouts supported: same as @p input.
67 * @param[in] info Kernel meta-data descriptor
Manuel Bottini769c6382019-08-22 13:13:48 +010068 *
69 * @return a status
70 */
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010071 static Status
72 validate(const ITensorInfo *input, const ITensorInfo *output, const InstanceNormalizationLayerKernelInfo &info);
Manuel Bottini769c6382019-08-22 13:13:48 +010073
74 // Inherited methods overridden:
75 void run(const Window &window, const ThreadInfo &info) override;
76
77private:
78 /** Common signature for all the specialized instance normalization functions
79 *
80 * @param[in, out] input An input tensor. In case of @p output tensor = nullptr this tensor will store the result of the normalization.
81 * @param[out] output The output tensor.
82 * @param[in] gamma The scale scalar value applied to the normalized tensor. Defaults to 1.0
83 * @param[in] beta The offset scalar value applied to the normalized tensor. Defaults to 0.0
84 * @param[in] epsilon Lower bound value for the normalization. Defaults to 1e-12
85 */
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010086 using NormalizationFunction =
87 void(ITensor *input, ITensor *output, float gamma, float beta, float epsilon, const Window &window);
Manuel Bottini769c6382019-08-22 13:13:48 +010088
Dana Zlotnikd7e2ec52022-01-03 10:59:41 +020089 ITensor *_input;
90 ITensor *_output;
91 float _gamma;
92 float _beta;
93 float _epsilon;
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010094 bool _use_mixed_precision{true};
Manuel Bottini769c6382019-08-22 13:13:48 +010095};
96} // namespace arm_compute
Michalis Spyrouf4643372019-11-29 16:17:13 +000097#endif /*ARM_COMPUTE_NEINSTANCENORMALIZATIONLAYERKERNEL_H */