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1 /*
2  * Copyright (c) 2017-2021 Arm Limited.
3  *
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  */
24 #include "arm_compute/core/Types.h"
25 #include "arm_compute/runtime/NEON/functions/NEL2NormalizeLayer.h"
26 #include "arm_compute/runtime/Tensor.h"
27 #include "arm_compute/runtime/TensorAllocator.h"
28 #include "tests/NEON/Accessor.h"
29 #include "tests/PaddingCalculator.h"
30 #include "tests/datasets/ShapeDatasets.h"
31 #include "tests/framework/Asserts.h"
32 #include "tests/framework/Macros.h"
33 #include "tests/framework/datasets/Datasets.h"
34 #include "tests/validation/Validation.h"
35 #include "tests/validation/fixtures/L2NormalizeLayerFixture.h"
36 
37 namespace arm_compute
38 {
39 namespace test
40 {
41 namespace validation
42 {
43 namespace
44 {
45 /** Tolerance for float operations */
46 RelativeTolerance<float> tolerance_f32(0.00001f);
47 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
48 RelativeTolerance<float> tolerance_f16(0.2f);
49 #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
50 } // namespace
51 
52 TEST_SUITE(NEON)
TEST_SUITE(L2NormalizeLayer)53 TEST_SUITE(L2NormalizeLayer)
54 
55 // *INDENT-OFF*
56 // clang-format off
57 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
58     framework::dataset::make("InputInfo",  { TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), // Mismatching data type input/output
59                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), // Mismatching shape input/output
60                                              TensorInfo(TensorShape(128U, 64U), 2, DataType::F32), // Number of Input channels != 1
61                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::S16), // DataType != F32
62                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::F32),
63                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::F32),
64                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::F32),
65                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::F32)
66                                            }),
67     framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(128U, 64U), 1, DataType::F16),
68                                              TensorInfo(TensorShape(256U, 64U), 1, DataType::F32),
69                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::F32),
70                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::S16),
71                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::F32),
72                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::F32),
73                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::F32),
74                                              TensorInfo(TensorShape(128U, 64U), 1, DataType::F32)
75                                            })),
76     framework::dataset::make("Axis",       {
77                                             0,
78                                             0,
79                                             0,
80                                             0,
81                                             static_cast<int>(TensorShape::num_max_dimensions),
82                                             3,
83                                             -2,
84                                             0 })),
85     framework::dataset::make("Expected",   { false, false, false, false, true, true, true, true })),
86     input_info, output_info, axis, expected)
87 {
88     bool is_valid = bool(NEL2NormalizeLayer::validate(&input_info.clone()->set_is_resizable(false),
89                                                       &output_info.clone()->set_is_resizable(false),
90                                                       axis));
91     ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS);
92 }
93 // clang-format on
94 // *INDENT-ON*
95 
96 template <typename T>
97 using NEL2NormalizeLayerFixture = L2NormalizeLayerValidationFixture<Tensor, Accessor, NEL2NormalizeLayer, T>;
98 
99 TEST_SUITE(FP32)
100 FIXTURE_DATA_TEST_CASE(RunSmall, NEL2NormalizeLayerFixture<float>, framework::DatasetMode::PRECOMMIT,
101                        combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
102                                        framework::dataset::make("Axis", { -1, 0, 1, 2 })),
103                                framework::dataset::make("Epsilon", { 1e-6 })))
104 {
105     // Validate output
106     validate(Accessor(_target), _reference, tolerance_f32);
107 }
108 
109 FIXTURE_DATA_TEST_CASE(RunLarge, NEL2NormalizeLayerFixture<float>, framework::DatasetMode::NIGHTLY,
110                        combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
111                                        framework::dataset::make("Axis", { -1, 0, 2 })),
112                                framework::dataset::make("Epsilon", { 1e-6 })))
113 {
114     // Validate output
115     validate(Accessor(_target), _reference, tolerance_f32);
116 }
117 TEST_SUITE_END() // FP32
118 
119 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
TEST_SUITE(FP16)120 TEST_SUITE(FP16)
121 FIXTURE_DATA_TEST_CASE(RunSmall, NEL2NormalizeLayerFixture<half>, framework::DatasetMode::PRECOMMIT,
122                        combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
123                                        framework::dataset::make("Axis", { -1, 0, 1, 2 })),
124                                framework::dataset::make("Epsilon", { 1e-6 })))
125 {
126     // Validate output
127     validate(Accessor(_target), _reference, tolerance_f16);
128 }
129 
130 FIXTURE_DATA_TEST_CASE(RunLarge, NEL2NormalizeLayerFixture<half>, framework::DatasetMode::NIGHTLY,
131                        combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
132                                        framework::dataset::make("Axis", { -1, 0, 2 })),
133                                framework::dataset::make("Epsilon", { 1e-6 })))
134 {
135     // Validate output
136     validate(Accessor(_target), _reference, tolerance_f16);
137 }
138 TEST_SUITE_END() // FP16
139 #endif           // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
140 
141 TEST_SUITE_END() // L2NormalizeLayer
142 TEST_SUITE_END() // Neon
143 } // namespace validation
144 } // namespace test
145 } // namespace arm_compute
146