blob: d7aa11cbc8847c3bc01a0561dea567d855c8e2fb [file] [log] [blame]
Manuel Bottini79f88e62019-09-18 15:02:53 +01001/*
Michele Di Giorgiod9eaf612020-07-08 11:12:57 +01002 * Copyright (c) 2019-2020 Arm Limited.
Manuel Bottini79f88e62019-09-18 15:02:53 +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_CLINSTANCENORMALIZATIONLAYER_H
25#define ARM_COMPUTE_CLINSTANCENORMALIZATIONLAYER_H
Manuel Bottini79f88e62019-09-18 15:02:53 +010026
27#include "arm_compute/runtime/CL/ICLSimpleFunction.h"
28
29namespace arm_compute
30{
31class ICLTensor;
32
33/** Basic function to perform a Instance normalization.
34 *
35 * This function runs the following kernels:
36 * -# @ref CLInstanceNormalizationLayerKernel
37 */
38class CLInstanceNormalizationLayer : public ICLSimpleFunction
39{
40public:
41 /** Default constructor */
42 CLInstanceNormalizationLayer();
43 /** Set the input and output tensors.
44 *
Georgios Pinitas55a687d2020-01-30 12:00:23 +000045 * @param[in, out] input Source tensor. In case of @p output tensor = nullptr this tensor will store the result of the normalization.
46 * Data types supported: F16/F32. Data layout supported: NHWC, NCHW
47 * @param[out] output Destination tensor. Data types and data layouts supported: same as @p input.
48 * @param[in] gamma (Optional) The scale scalar value applied to the normalized tensor. Defaults to 1.0
49 * @param[in] beta (Optional) The offset scalar value applied to the normalized tensor. Defaults to 0.0
50 * @param[in] epsilon (Optional) Lower bound value for the normalization. Defaults to 1e-12
51 * @param[in] use_mixed_precision (Optional) Use mixed precision in case of FP16 execution
Manuel Bottini79f88e62019-09-18 15:02:53 +010052 */
Georgios Pinitas55a687d2020-01-30 12:00:23 +000053 void configure(ICLTensor *input, ICLTensor *output, float gamma = 1.0f, float beta = 0.0f, float epsilon = 1e-12f, bool use_mixed_precision = true);
Manuel Bottini2b84be52020-04-08 10:15:51 +010054 /** Set the input and output tensors.
55 *
56 * @param[in] compile_context The compile context to be used.
57 * @param[in, out] input Source tensor. In case of @p output tensor = nullptr this tensor will store the result of the normalization.
58 * Data types supported: F16/F32. Data layout supported: NHWC, NCHW
59 * @param[out] output Destination tensor. Data types and data layouts supported: same as @p input.
60 * @param[in] gamma (Optional) The scale scalar value applied to the normalized tensor. Defaults to 1.0
61 * @param[in] beta (Optional) The offset scalar value applied to the normalized tensor. Defaults to 0.0
62 * @param[in] epsilon (Optional) Lower bound value for the normalization. Defaults to 1e-12
63 * @param[in] use_mixed_precision (Optional) Use mixed precision in case of FP16 execution
64 */
65 void configure(const CLCompileContext &compile_context, ICLTensor *input, ICLTensor *output, float gamma = 1.0f, float beta = 0.0f, float epsilon = 1e-12f, bool use_mixed_precision = true);
Manuel Bottini79f88e62019-09-18 15:02:53 +010066
67 /** Static function to check if given info will lead to a valid configuration of @ref CLInstanceNormalizationLayer.
68 *
Georgios Pinitas55a687d2020-01-30 12:00:23 +000069 * @param[in] input Source tensor info. Data types supported: F16/F32. Data layout supported: NHWC, NCHW
70 * @param[in] output Destination tensor info. Data types and data layouts supported: same as @p input.
71 * @param[in] gamma (Optional) The scale scalar value applied to the normalized tensor. Defaults to 1.0
72 * @param[in] beta (Optional) The offset scalar value applied to the normalized tensor. Defaults to 0.0
73 * @param[in] epsilon (Optional) Lower bound value for the normalization. Defaults to 1e-12
74 * @param[in] use_mixed_precision (Optional) Use mixed precision in case of FP16 execution
Manuel Bottini79f88e62019-09-18 15:02:53 +010075 *
76 * @return a status
77 */
Georgios Pinitas55a687d2020-01-30 12:00:23 +000078 static Status validate(const ITensorInfo *input, const ITensorInfo *output, float gamma = 1.0f, float beta = 0.0f, float epsilon = 1e-12f, bool use_mixed_precision = true);
Manuel Bottini79f88e62019-09-18 15:02:53 +010079};
80} // namespace arm_compute
Michalis Spyrouf4643372019-11-29 16:17:13 +000081#endif /* ARM_COMPUTE_CLINSTANCENORMALIZATIONLAYER_H */