1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
|
/*
* Copyright (c) 2017 ARM Limited.
*
* SPDX-License-Identifier: MIT
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to
* deal in the Software without restriction, including without limitation the
* rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
* sell copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*/
#include "arm_compute/core/Types.h"
#include "arm_compute/runtime/NEON/functions/NEBatchNormalizationLayer.h"
#include "arm_compute/runtime/Tensor.h"
#include "arm_compute/runtime/TensorAllocator.h"
#include "tests/NEON/Accessor.h"
#include "tests/PaddingCalculator.h"
#include "tests/datasets/RandomBatchNormalizationLayerDataset.h"
#include "tests/datasets/ShapeDatasets.h"
#include "tests/framework/Asserts.h"
#include "tests/framework/Macros.h"
#include "tests/framework/datasets/Datasets.h"
#include "tests/validation/Validation.h"
#include "tests/validation/fixtures/BatchNormalizationLayerFixture.h"
namespace arm_compute
{
namespace test
{
namespace validation
{
namespace
{
constexpr AbsoluteTolerance<float> tolerance_f32(0.00001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */
#ifdef ARM_COMPUTE_AARCH64_V8_2
constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */
#endif /* ARM_COMPUTE_AARCH64_V8_2 */
constexpr AbsoluteTolerance<float> tolerance_qs8(3.0f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::QS8 */
constexpr AbsoluteTolerance<float> tolerance_qs16(6.0f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::QS16 */
} // namespace
TEST_SUITE(NEON)
TEST_SUITE(BatchNormalizationLayer)
template <typename T>
using NEBatchNormalizationLayerFixture = BatchNormalizationLayerValidationFixture<Tensor, Accessor, NEBatchNormalizationLayer, T>;
DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(datasets::RandomBatchNormalizationLayerDataset(), framework::dataset::make("DataType", { DataType::QS8, DataType::QS16, DataType::F32 })),
shape0, shape1, epsilon, dt)
{
// Set fixed point position data type allowed
int fixed_point_position = (arm_compute::is_data_type_fixed_point(dt)) ? 3 : 0;
// Create tensors
Tensor src = create_tensor<Tensor>(shape0, dt, 1, fixed_point_position);
Tensor dst = create_tensor<Tensor>(shape0, dt, 1, fixed_point_position);
Tensor mean = create_tensor<Tensor>(shape1, dt, 1, fixed_point_position);
Tensor var = create_tensor<Tensor>(shape1, dt, 1, fixed_point_position);
Tensor beta = create_tensor<Tensor>(shape1, dt, 1, fixed_point_position);
Tensor gamma = create_tensor<Tensor>(shape1, dt, 1, fixed_point_position);
// Create and Configure function
NEBatchNormalizationLayer norm;
norm.configure(&src, &dst, &mean, &var, &beta, &gamma, epsilon);
// Validate valid region
const ValidRegion valid_region = shape_to_valid_region(shape0);
validate(dst.info()->valid_region(), valid_region);
}
TEST_SUITE(Float)
FIXTURE_DATA_TEST_CASE(Random, NEBatchNormalizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::RandomBatchNormalizationLayerDataset(),
framework::dataset::make("DataType", DataType::F32)))
{
// Validate output
validate(Accessor(_target), _reference, tolerance_f32, 0);
}
TEST_SUITE_END()
#ifdef ARM_COMPUTE_AARCH64_V8_2
TEST_SUITE(Float16)
FIXTURE_DATA_TEST_CASE(Random, NEBatchNormalizationLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(datasets::RandomBatchNormalizationLayerDataset(),
framework::dataset::make("DataType", DataType::F16)))
{
// Validate output
validate(Accessor(_target), _reference, tolerance_f16, 0);
}
TEST_SUITE_END()
#endif /* ARM_COMPUTE_AARCH64_V8_2 */
TEST_SUITE(Quantized)
template <typename T>
using NEBatchNormalizationLayerFixedPointFixture = BatchNormalizationLayerValidationFixedPointFixture<Tensor, Accessor, NEBatchNormalizationLayer, T>;
TEST_SUITE(QS8)
FIXTURE_DATA_TEST_CASE(Random, NEBatchNormalizationLayerFixedPointFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::RandomBatchNormalizationLayerDataset(),
framework::dataset::make("DataType", DataType::QS8)),
framework::dataset::make("FractionalBits", 1, 6)))
{
// Validate output
validate(Accessor(_target), _reference, tolerance_qs8, 0);
}
TEST_SUITE_END()
TEST_SUITE(QS16)
FIXTURE_DATA_TEST_CASE(Random, NEBatchNormalizationLayerFixedPointFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::RandomBatchNormalizationLayerDataset(),
framework::dataset::make("DataType", DataType::QS16)),
framework::dataset::make("FractionalBits", 1, 14)))
{
// Validate output
validate(Accessor(_target), _reference, tolerance_qs16, 0);
}
TEST_SUITE_END()
TEST_SUITE_END()
TEST_SUITE_END()
TEST_SUITE_END()
} // namespace validation
} // namespace test
} // namespace arm_compute
|
