1 /*
2 * Copyright (c) 2017-2020 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/runtime/CL/functions/CLMeanStdDev.h"
25 #include "tests/CL/CLAccessor.h"
26 #include "tests/PaddingCalculator.h"
27 #include "tests/datasets/ShapeDatasets.h"
28 #include "tests/framework/Macros.h"
29 #include "tests/validation/Validation.h"
30 #include "tests/validation/fixtures/MeanStdDevFixture.h"
31
32 namespace arm_compute
33 {
34 namespace test
35 {
36 namespace validation
37 {
38 namespace
39 {
40 RelativeTolerance<float> tolerance_rel_high_error(0.05f);
41 RelativeTolerance<float> tolerance_rel_low_error(0.0005f);
42 AbsoluteTolerance<float> tolerance_rel_high_error_f32(0.01f);
43 AbsoluteTolerance<float> tolerance_rel_low_error_f32(0.00001f);
44 AbsoluteTolerance<float> tolerance_rel_high_error_f16(0.1f);
45 AbsoluteTolerance<float> tolerance_rel_low_error_f16(0.01f);
46 } // namespace
47
48 TEST_SUITE(CL)
TEST_SUITE(MeanStdDev)49 TEST_SUITE(MeanStdDev)
50
51 // *INDENT-OFF*
52 // clang-format off
53 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(
54 framework::dataset::make("InputInfo", { TensorInfo(TensorShape(16U, 16U), 1, DataType::F32), // Wrong input data type
55 TensorInfo(TensorShape(16U, 5U, 16U), 1, DataType::U8), // Invalid shape
56 TensorInfo(TensorShape(16U, 16U), 1, DataType::U8), // Valid
57 }),
58 framework::dataset::make("Expected", { false, false, true })),
59 input_info, expected)
60 {
61 ARM_COMPUTE_EXPECT(bool(CLMeanStdDev::validate(&input_info.clone()->set_is_resizable(false), nullptr, nullptr)) == expected, framework::LogLevel::ERRORS);
62 }
63 // clang-format on
64 // *INDENT-ON*
65
66 template <typename T>
67 using CLMeanStdDevFixture = MeanStdDevValidationFixture<CLTensor, CLAccessor, CLMeanStdDev, T>;
68
69 TEST_SUITE(U8)
70 FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::Small2DShapes(), framework::dataset::make("DataType",
71 DataType::U8)))
72 {
73 // Validate mean output
74 validate(_target.first, _reference.first);
75
76 // Validate std_dev output
77 validate(_target.second, _reference.second, tolerance_rel_high_error);
78 }
79 FIXTURE_DATA_TEST_CASE(RunLarge, CLMeanStdDevFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(datasets::Large2DShapes(), framework::dataset::make("DataType",
80 DataType::U8)))
81 {
82 // Validate mean output
83 validate(_target.first, _reference.first, tolerance_rel_low_error);
84
85 // Validate std_dev output
86 validate(_target.second, _reference.second, tolerance_rel_high_error);
87 }
88 TEST_SUITE_END() // U8
89
TEST_SUITE(F16)90 TEST_SUITE(F16)
91 FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<half>, framework::DatasetMode::ALL, combine(datasets::Small2DShapes(), framework::dataset::make("DataType",
92 DataType::F16)))
93 {
94 // Validate mean output
95 validate(_target.first, _reference.first, tolerance_rel_low_error_f16);
96
97 // Validate std_dev output
98 validate(_target.second, _reference.second, tolerance_rel_high_error_f16);
99 }
100 TEST_SUITE_END() // F16
101
TEST_SUITE(F32)102 TEST_SUITE(F32)
103 FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::Small2DShapes(), framework::dataset::make("DataType",
104 DataType::F32)))
105 {
106 // Validate mean output
107 validate(_target.first, _reference.first, tolerance_rel_low_error_f32);
108
109 // Validate std_dev output
110 validate(_target.second, _reference.second, tolerance_rel_high_error_f32);
111 }
112 FIXTURE_DATA_TEST_CASE(RunLarge, CLMeanStdDevFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::Large2DShapes(), framework::dataset::make("DataType",
113 DataType::F32)))
114 {
115 // Validate mean output
116 validate(_target.first, _reference.first, tolerance_rel_low_error_f32);
117
118 // Validate std_dev output
119 validate(_target.second, _reference.second, tolerance_rel_high_error_f32);
120 }
121 TEST_SUITE_END() // F32
122
123 TEST_SUITE_END() // MeanStdDev
124 TEST_SUITE_END() // CL
125 } // namespace validation
126 } // namespace test
127 } // namespace arm_compute
128