1 /*
2 * Copyright (c) 2019-2021 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/CL/CLTensor.h"
26 #include "arm_compute/runtime/CL/CLTensorAllocator.h"
27 #include "arm_compute/runtime/CL/functions/CLElementwiseOperations.h"
28 #include "tests/CL/CLAccessor.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/ElementwiseOperationsFixture.h"
36
37 namespace arm_compute
38 {
39 namespace test
40 {
41 namespace validation
42 {
43 namespace
44 {
45 RelativeTolerance<float> tolerance_fp32(0.000001f);
46 RelativeTolerance<float> tolerance_fp16(0.001f);
47
48 /** Input data sets **/
49 const auto ElementwisePowerFP16Dataset = combine(combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F16)),
50 framework::dataset::make("DataType", DataType::F16));
51 const auto ElementwisePowerFP32Dataset = combine(combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F32)),
52 framework::dataset::make("DataType", DataType::F32));
53 const auto EmptyActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
54 { ActivationLayerInfo() });
55 const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
56 {
57 ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 0.75f, 0.25f),
58 ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC, 0.75f, 0.25f)
59 });
60 const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true });
61 const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false });
62 } // namespace
63
64 TEST_SUITE(CL)
TEST_SUITE(ElementwisePower)65 TEST_SUITE(ElementwisePower)
66
67 // *INDENT-OFF*
68 // clang-format off
69 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
70 framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
71 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16),
72 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination
73 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes
74 }),
75 framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
76 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16),
77 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
78 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
79 })),
80 framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
81 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16),
82 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
83 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
84 })),
85 framework::dataset::make("Expected", { true, true, false, false})),
86 input1_info, input2_info, output_info, expected)
87 {
88 ARM_COMPUTE_EXPECT(bool(CLElementwisePower::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false))) == expected, framework::LogLevel::ERRORS);
89 }
90 // clang-format on
91 // *INDENT-ON*
92
93 template <typename T>
94 using CLElementwisePowerFloatFixture = ElementwisePowerValidationFloatFixture<CLTensor, CLAccessor, CLElementwisePower, T>;
95
96 template <typename T>
97 using CLElementwisePowerBroadcastFloatFixture = ElementwisePowerBroadcastValidationFloatFixture<CLTensor, CLAccessor, CLElementwisePower, T>;
98
99 TEST_SUITE(Float)
TEST_SUITE(FP16)100 TEST_SUITE(FP16)
101 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwisePowerFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), ElementwisePowerFP16Dataset),
102 EmptyActivationFunctionsDataset),
103 OutOfPlaceDataSet))
104 {
105 // Validate output
106 validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01);
107 }
FIXTURE_DATA_TEST_CASE(RunWithActivation,CLElementwisePowerFloatFixture<half>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapes (),ElementwisePowerFP16Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))108 FIXTURE_DATA_TEST_CASE(RunWithActivation, CLElementwisePowerFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapes(), ElementwisePowerFP16Dataset),
109 ActivationFunctionsDataset),
110 OutOfPlaceDataSet))
111 {
112 // Validate output
113 validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01);
114 }
115
FIXTURE_DATA_TEST_CASE(RunSmallBroadcast,CLElementwisePowerBroadcastFloatFixture<half>,framework::DatasetMode::ALL,combine (combine (combine (datasets::SmallShapesBroadcast (),ElementwisePowerFP16Dataset),EmptyActivationFunctionsDataset),OutOfPlaceDataSet))116 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLElementwisePowerBroadcastFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapesBroadcast(),
117 ElementwisePowerFP16Dataset),
118 EmptyActivationFunctionsDataset),
119 OutOfPlaceDataSet))
120 {
121 // Validate output
122 validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01);
123 }
FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast,CLElementwisePowerBroadcastFloatFixture<half>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapesBroadcast (),ElementwisePowerFP16Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))124 FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast, CLElementwisePowerBroadcastFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapesBroadcast(),
125 ElementwisePowerFP16Dataset),
126 ActivationFunctionsDataset),
127 OutOfPlaceDataSet))
128 {
129 // Validate output
130 validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01);
131 }
132 TEST_SUITE_END() //FP16
133
TEST_SUITE(FP32)134 TEST_SUITE(FP32)
135 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwisePowerFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), ElementwisePowerFP32Dataset),
136 EmptyActivationFunctionsDataset),
137 OutOfPlaceDataSet))
138 {
139 // Validate output
140 validate(CLAccessor(_target), _reference, tolerance_fp32);
141 }
FIXTURE_DATA_TEST_CASE(RunWithActivation,CLElementwisePowerFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapes (),ElementwisePowerFP32Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))142 FIXTURE_DATA_TEST_CASE(RunWithActivation, CLElementwisePowerFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapes(), ElementwisePowerFP32Dataset),
143 ActivationFunctionsDataset),
144 OutOfPlaceDataSet))
145 {
146 // Validate output
147 validate(CLAccessor(_target), _reference, tolerance_fp32);
148 }
149
FIXTURE_DATA_TEST_CASE(RunSmallBroadcast,CLElementwisePowerBroadcastFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::SmallShapesBroadcast (),ElementwisePowerFP32Dataset),EmptyActivationFunctionsDataset),OutOfPlaceDataSet))150 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLElementwisePowerBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapesBroadcast(),
151 ElementwisePowerFP32Dataset),
152 EmptyActivationFunctionsDataset),
153 OutOfPlaceDataSet))
154 {
155 // Validate output
156 validate(CLAccessor(_target), _reference, tolerance_fp32);
157 }
FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast,CLElementwisePowerBroadcastFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapesBroadcast (),ElementwisePowerFP32Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))158 FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast, CLElementwisePowerBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapesBroadcast(),
159 ElementwisePowerFP32Dataset),
160 ActivationFunctionsDataset),
161 OutOfPlaceDataSet))
162 {
163 // Validate output
164 validate(CLAccessor(_target), _reference, tolerance_fp32);
165 }
166 TEST_SUITE_END() // FP32
167 TEST_SUITE_END() // Float
168 TEST_SUITE_END() // ElementwisePower
169 TEST_SUITE_END() // CL
170 } // namespace validation
171 } // namespace test
172 } // namespace arm_compute
173