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/NENormalizationLayer.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/NormalizationTypesDataset.h"
31 #include "tests/datasets/ShapeDatasets.h"
32 #include "tests/framework/Asserts.h"
33 #include "tests/framework/Macros.h"
34 #include "tests/framework/datasets/Datasets.h"
35 #include "tests/validation/Validation.h"
36 #include "tests/validation/fixtures/NormalizationLayerFixture.h"
37
38 namespace arm_compute
39 {
40 namespace test
41 {
42 namespace validation
43 {
44 namespace
45 {
46 /** Tolerance for float operations */
47 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
48 constexpr AbsoluteTolerance<float> tolerance_f16(0.1f);
49 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
50 constexpr AbsoluteTolerance<float> tolerance_f32(0.00001f);
51
52 /** Input data set. */
53 const auto NormalizationDataset = combine(combine(combine(combine(datasets::SmallShapes(), datasets::NormalizationTypes()), framework::dataset::make("NormalizationSize", 3, 9, 2)),
54 framework::dataset::make("Beta", { 0.5f, 1.f, 2.f })),
55 framework::dataset::make("IsScaled", { true }));
56 const auto NormalizationDatasetFP32 = combine(combine(combine(datasets::NormalizationTypes(), framework::dataset::make("NormalizationSize", 3, 9, 2)),
57 framework::dataset::make("Beta", { 0.5f, 1.f, 2.f })),
58 framework::dataset::make("IsScaled", { true, false }));
59 } // namespace
60
61 TEST_SUITE(NEON)
TEST_SUITE(NormalizationLayer)62 TEST_SUITE(NormalizationLayer)
63
64 // *INDENT-OFF*
65 // clang-format off
66 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
67 framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data type input/output
68 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching shapes
69 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Even normalization
70 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Non implemented IN_MAP_2D
71 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
72 }),
73 framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F16),
74 TensorInfo(TensorShape(27U, 11U, 2U), 1, DataType::F32),
75 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),
76 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),
77 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
78 })),
79 framework::dataset::make("NormInfo", { NormalizationLayerInfo(NormType::IN_MAP_1D, 5),
80 NormalizationLayerInfo(NormType::IN_MAP_1D, 5),
81 NormalizationLayerInfo(NormType::IN_MAP_1D, 4),
82 NormalizationLayerInfo(NormType::IN_MAP_2D, 5),
83 NormalizationLayerInfo(NormType::CROSS_MAP, 1),
84 })),
85 framework::dataset::make("Expected", { false, false, false, true, true })),
86 input_info, output_info, norm_info, expected)
87 {
88 bool is_valid = bool(NENormalizationLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), norm_info));
89 ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS);
90 }
91 // clang-format on
92 // *INDENT-ON*
93
94 template <typename T>
95 using NENormalizationLayerFixture = NormalizationValidationFixture<Tensor, Accessor, NENormalizationLayer, T>;
96
97 TEST_SUITE(Float)
98 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
TEST_SUITE(FP16)99 TEST_SUITE(FP16)
100 FIXTURE_DATA_TEST_CASE(RunSmall, NENormalizationLayerFixture<half>, framework::DatasetMode::ALL, combine(combine(NormalizationDataset,
101 framework::dataset::make("DataType", DataType::F16)),
102 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
103 {
104 // Validate output
105 validate(Accessor(_target), _reference, tolerance_f16);
106 }
107 TEST_SUITE_END() // FP16
108 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
109
TEST_SUITE(FP32)110 TEST_SUITE(FP32)
111 FIXTURE_DATA_TEST_CASE(RunSmall, NENormalizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), NormalizationDatasetFP32),
112 framework::dataset::make("DataType", DataType::F32)),
113 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
114 {
115 // Validate output
116 validate(Accessor(_target), _reference, tolerance_f32);
117 }
118 FIXTURE_DATA_TEST_CASE(RunLarge, NENormalizationLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), NormalizationDatasetFP32),
119 framework::dataset::make("DataType", DataType::F32)),
120 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
121 {
122 // Validate output
123 validate(Accessor(_target), _reference, tolerance_f32);
124 }
125 TEST_SUITE_END() // FP32
126 TEST_SUITE_END() // Float
127
128 TEST_SUITE_END() // NormalizationLayer
129 TEST_SUITE_END() // Neon
130 } // namespace validation
131 } // namespace test
132 } // namespace arm_compute
133