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Michele Di Giorgio91753922019-06-13 10:56:59 +01001/*
Dana Zlotnik027bcef2021-12-27 17:35:00 +02002 * Copyright (c) 2019-2022 Arm Limited.
Michele Di Giorgio91753922019-06-13 10:56:59 +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 Spyrouebcebf12020-10-21 00:04:14 +010024#include "src/core/NEON/kernels/NEMeanStdDevNormalizationKernel.h"
Michele Di Giorgio91753922019-06-13 10:56:59 +010025
Michele Di Giorgio91753922019-06-13 10:56:59 +010026#include "arm_compute/core/Helpers.h"
27#include "arm_compute/core/ITensor.h"
Michele Di Giorgio91753922019-06-13 10:56:59 +010028#include "arm_compute/core/TensorInfo.h"
29#include "arm_compute/core/Types.h"
30#include "arm_compute/core/Window.h"
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010031
Dana Zlotnik027bcef2021-12-27 17:35:00 +020032#include "src/core/common/Registrars.h"
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010033#include "src/core/CPP/Validate.h"
Sang-Hoon Park68dd25f2020-10-19 16:00:11 +010034#include "src/core/helpers/AutoConfiguration.h"
35#include "src/core/helpers/WindowHelpers.h"
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010036#include "src/core/NEON/NEMath.h"
37#include "src/core/NEON/wrapper/wrapper.h"
Dana Zlotnik027bcef2021-12-27 17:35:00 +020038#include "src/cpu/kernels/meanstddevnorm/list.h"
Michele Di Giorgio91753922019-06-13 10:56:59 +010039
40namespace arm_compute
41{
42namespace
43{
Dana Zlotnik027bcef2021-12-27 17:35:00 +020044struct MeanStdDevNormSelectorData
45{
46 DataType dt;
47};
48
49using MeanStdDevNormSelctorPtr = std::add_pointer<bool(const MeanStdDevNormSelectorData &data)>::type;
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010050using MeanStdDevNormUKernelPtr =
51 std::add_pointer<void(ITensor *input, ITensor *output, float epsilon, const Window &window)>::type;
Dana Zlotnik027bcef2021-12-27 17:35:00 +020052
53struct MeanStdDevNormKernel
54{
55 const char *name;
56 const MeanStdDevNormSelctorPtr is_selected;
57 MeanStdDevNormUKernelPtr ukernel;
58};
59
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010060static const std::vector<MeanStdDevNormKernel> available_kernels = {
61 {"fp32_neon_meanstddevnorm", [](const MeanStdDevNormSelectorData &data) { return data.dt == DataType::F32; },
62 REGISTER_FP32_NEON(arm_compute::cpu::neon_fp32_meanstddevnorm)},
Dana Zlotnik027bcef2021-12-27 17:35:00 +020063#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010064 {"fp16_neon_meanstddevnorm", [](const MeanStdDevNormSelectorData &data) { return data.dt == DataType::F16; },
65 REGISTER_FP16_NEON(arm_compute::cpu::neon_fp16_meanstddevnorm)},
Dana Zlotnik027bcef2021-12-27 17:35:00 +020066#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010067 {"qasymm8_neon_meanstddevnorm", [](const MeanStdDevNormSelectorData &data) { return data.dt == DataType::QASYMM8; },
68 REGISTER_QASYMM8_NEON(arm_compute::cpu::neon_qasymm8_meanstddevnorm)},
Dana Zlotnik027bcef2021-12-27 17:35:00 +020069};
70
71/** Micro-kernel selector
72 *
73 * @param[in] data Selection data passed to help pick the appropriate micro-kernel
74 *
75 * @return A matching micro-kernel else nullptr
76 */
77const MeanStdDevNormKernel *get_implementation(const MeanStdDevNormSelectorData &data)
78{
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010079 for (const auto &uk : available_kernels)
Dana Zlotnik027bcef2021-12-27 17:35:00 +020080 {
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010081 if (uk.is_selected(data))
Dana Zlotnik027bcef2021-12-27 17:35:00 +020082 {
83 return &uk;
84 }
85 }
86 return nullptr;
87}
88
Michele Di Giorgio91753922019-06-13 10:56:59 +010089Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, float epsilon)
90{
91 ARM_COMPUTE_UNUSED(epsilon);
92 ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(input);
93 ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input);
94 ARM_COMPUTE_RETURN_ERROR_ON_MSG(input->num_dimensions() > 2, "Input tensor cannot have more than 2 dimensions");
Murray Kornelsen6e09e142022-07-13 21:40:26 -040095 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F16, DataType::F32, DataType::QASYMM8);
Michele Di Giorgio91753922019-06-13 10:56:59 +010096
97 // Checks performed when output is configured
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010098 if ((output != nullptr) && (output->total_size() != 0))
Michele Di Giorgio91753922019-06-13 10:56:59 +010099 {
100 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(input, output);
101 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
102 }
103 return Status{};
104}
105
106std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *output)
107{
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100108 if (output != nullptr)
Michele Di Giorgio91753922019-06-13 10:56:59 +0100109 {
110 ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
111 // Output auto inizialitation if not yet initialized
112 auto_init_if_empty(*output, *input);
113 }
114
115 // This kernel doesn't need padding. A left-over for loop on dimension X, we cannot have any read or write out of memory
116 // For this reason num_elems_processed_per_iteration is set to 1
117 Window win = calculate_max_window(*input, Steps());
Michele Di Giorgio91753922019-06-13 10:56:59 +0100118
119 return std::make_pair(Status{}, win);
120}
121} // namespace
122
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100123NEMeanStdDevNormalizationKernel::NEMeanStdDevNormalizationKernel() : _input(nullptr), _output(nullptr), _epsilon(1e-8f)
Michele Di Giorgio91753922019-06-13 10:56:59 +0100124{
125}
126
127void NEMeanStdDevNormalizationKernel::configure(ITensor *input, ITensor *output, float epsilon)
128{
129 ARM_COMPUTE_ERROR_ON_NULLPTR(input);
130
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100131 ARM_COMPUTE_ERROR_THROW_ON(NEMeanStdDevNormalizationKernel::validate(
132 input->info(), (output != nullptr) ? output->info() : nullptr, epsilon));
Michele Di Giorgio91753922019-06-13 10:56:59 +0100133
134 _input = input;
135 _output = (output == nullptr) ? input : output;
136 _epsilon = epsilon;
137
138 // Configure kernel window
139 auto win_config = validate_and_configure_window(input->info(), (output == nullptr) ? nullptr : output->info());
140 ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
141 ICPPKernel::configure(win_config.second);
Michele Di Giorgio91753922019-06-13 10:56:59 +0100142}
143
144Status NEMeanStdDevNormalizationKernel::validate(const ITensorInfo *input, const ITensorInfo *output, float epsilon)
145{
146 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, output, epsilon));
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100147 ARM_COMPUTE_RETURN_ON_ERROR(
148 validate_and_configure_window(input->clone().get(), (output != nullptr) ? output->clone().get() : nullptr)
149 .first);
Michele Di Giorgio91753922019-06-13 10:56:59 +0100150 return Status{};
151}
152
153void NEMeanStdDevNormalizationKernel::run(const Window &window, const ThreadInfo &info)
154{
155 ARM_COMPUTE_UNUSED(info);
156 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
157 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window);
Michele Di Giorgio91753922019-06-13 10:56:59 +0100158
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100159 const auto *uk = get_implementation(MeanStdDevNormSelectorData{_output->info()->data_type()});
Dana Zlotnik027bcef2021-12-27 17:35:00 +0200160 ARM_COMPUTE_ERROR_ON(uk == nullptr || uk->ukernel == nullptr);
161
162 uk->ukernel(_input, _output, _epsilon, window);
Michele Di Giorgio91753922019-06-13 10:56:59 +0100163}
164} // namespace arm_compute