1 /*
2 * Copyright (c) 2018-2021 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/ConvertPolicyDataset.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/ElementwiseOperationsFixture.h"
37
38 namespace arm_compute
39 {
40 namespace test
41 {
42 namespace validation
43 {
44 namespace
45 {
46 RelativeTolerance<float> tolerance_fp32(0.000001f);
47 RelativeTolerance<float> tolerance_fp16(0.001f);
48
49 /** Input data sets **/
50 const auto ElementwiseMaxU8Dataset = combine(combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U8)), framework::dataset::make("DataType",
51 DataType::U8));
52 const auto ElementwiseMaxQASYMM8Dataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::QASYMM8)),
53 framework::dataset::make("DataType",
54 DataType::QASYMM8));
55 const auto ElementwiseMaxQASYMM8SignedDataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8_SIGNED), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
56 framework::dataset::make("DataType",
57 DataType::QASYMM8_SIGNED));
58 const auto ElementwiseMaxQSYMM16Dataset = combine(combine(framework::dataset::make("DataType", DataType::QSYMM16), framework::dataset::make("DataType", DataType::QSYMM16)),
59 framework::dataset::make("DataType",
60 DataType::QSYMM16));
61 const auto ElementwiseMaxS16Dataset = combine(combine(framework::dataset::make("DataType", { DataType::S16 }), framework::dataset::make("DataType", DataType::S16)),
62 framework::dataset::make("DataType", DataType::S16));
63 const auto ElementwiseMaxFP16Dataset = combine(combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F16)),
64 framework::dataset::make("DataType", DataType::F16));
65 const auto ElementwiseMaxFP32Dataset = combine(combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F32)),
66 framework::dataset::make("DataType", DataType::F32));
67 const auto EmptyActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
68 { ActivationLayerInfo() });
69 const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
70 {
71 ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 0.75f, 0.25f),
72 ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC, 0.75f, 0.25f)
73 });
74 const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true });
75 const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false });
76 } // namespace
77
78 TEST_SUITE(CL)
TEST_SUITE(ElementwiseMax)79 TEST_SUITE(ElementwiseMax)
80
81 // *INDENT-OFF*
82 // clang-format off
83 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
84 framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
85 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination
86 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes
87 }),
88 framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
89 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
90 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
91 })),
92 framework::dataset::make("OutputInfo",{TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
93 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
94 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
95 })),
96 framework::dataset::make("Expected", { true, false, false})),
97 input1_info, input2_info, output_info, expected)
98 {
99 ARM_COMPUTE_EXPECT(bool(CLElementwiseMax::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);
100 }
101 // clang-format on
102 // *INDENT-ON*
103
104 template <typename T>
105 using CLElementwiseMaxFixture = ElementwiseMaxValidationFixture<CLTensor, CLAccessor, CLElementwiseMax, T>;
106
107 TEST_SUITE(Integer)
TEST_SUITE(U8)108 TEST_SUITE(U8)
109 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ElementwiseMaxU8Dataset),
110 OutOfPlaceDataSet))
111 {
112 // Validate output
113 validate(CLAccessor(_target), _reference);
114 }
115 TEST_SUITE_END()
116
TEST_SUITE(S16)117 TEST_SUITE(S16)
118 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxFixture<int16_t>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ElementwiseMaxS16Dataset),
119 OutOfPlaceDataSet))
120 {
121 // Validate output
122 validate(CLAccessor(_target), _reference);
123 }
124 TEST_SUITE_END()
125 TEST_SUITE_END()
126
127 template <typename T>
128 using CLElementwiseMaxQuantizedFixture = ElementwiseMaxValidationQuantizedFixture<CLTensor, CLAccessor, CLElementwiseMax, T>;
129
130 TEST_SUITE(Quantized)
TEST_SUITE(QASYMM8)131 TEST_SUITE(QASYMM8)
132 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(),
133 ElementwiseMaxQASYMM8Dataset),
134 framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })),
135 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })),
136 framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 255.f, 5) })),
137 OutOfPlaceDataSet))
138 {
139 // Validate output
140 validate(CLAccessor(_target), _reference, tolerance_fp32, 0.01);
141 }
142 TEST_SUITE_END()
TEST_SUITE(QASYMM8_SIGNED)143 TEST_SUITE(QASYMM8_SIGNED)
144 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(),
145 ElementwiseMaxQASYMM8SignedDataset),
146 framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })),
147 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })),
148 framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 255.f, 5) })),
149 OutOfPlaceDataSet))
150 {
151 // Validate output
152 validate(CLAccessor(_target), _reference);
153 }
154 TEST_SUITE_END()
TEST_SUITE(QSYMM16)155 TEST_SUITE(QSYMM16)
156 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxQuantizedFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(),
157 ElementwiseMaxQSYMM16Dataset),
158 framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })),
159 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })),
160 framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) })),
161 OutOfPlaceDataSet))
162 {
163 // Validate output
164 validate(CLAccessor(_target), _reference);
165 }
166 TEST_SUITE_END()
167 TEST_SUITE_END()
168
169 template <typename T>
170 using CLElementwiseMaxFloatFixture = ElementwiseMaxValidationFloatFixture<CLTensor, CLAccessor, CLElementwiseMax, T>;
171
172 TEST_SUITE(Float)
TEST_SUITE(FP16)173 TEST_SUITE(FP16)
174 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), ElementwiseMaxFP16Dataset),
175 EmptyActivationFunctionsDataset),
176 OutOfPlaceDataSet))
177 {
178 // Validate output
179 validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01);
180 }
FIXTURE_DATA_TEST_CASE(RunWithActivation,CLElementwiseMaxFloatFixture<half>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapes (),ElementwiseMaxFP16Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))181 FIXTURE_DATA_TEST_CASE(RunWithActivation, CLElementwiseMaxFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapes(), ElementwiseMaxFP16Dataset),
182 ActivationFunctionsDataset),
183 OutOfPlaceDataSet))
184 {
185 // Validate output
186 validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01);
187 }
188 TEST_SUITE_END()
189
TEST_SUITE(FP32)190 TEST_SUITE(FP32)
191 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), ElementwiseMaxFP32Dataset),
192 EmptyActivationFunctionsDataset),
193 OutOfPlaceDataSet))
194 {
195 // Validate output
196 validate(CLAccessor(_target), _reference, tolerance_fp32);
197 }
FIXTURE_DATA_TEST_CASE(RunWithActivation,CLElementwiseMaxFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapes (),ElementwiseMaxFP32Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))198 FIXTURE_DATA_TEST_CASE(RunWithActivation, CLElementwiseMaxFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapes(), ElementwiseMaxFP32Dataset),
199 ActivationFunctionsDataset),
200 OutOfPlaceDataSet))
201 {
202 // Validate output
203 validate(CLAccessor(_target), _reference, tolerance_fp32);
204 }
205
206 template <typename T>
207 using CLElementwiseMaxBroadcastFloatFixture = ElementwiseMaxBroadcastValidationFloatFixture<CLTensor, CLAccessor, CLElementwiseMax, T>;
208
FIXTURE_DATA_TEST_CASE(RunSmallBroadcast,CLElementwiseMaxBroadcastFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::SmallShapesBroadcast (),ElementwiseMaxFP32Dataset),EmptyActivationFunctionsDataset),OutOfPlaceDataSet))209 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLElementwiseMaxBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapesBroadcast(),
210 ElementwiseMaxFP32Dataset),
211 EmptyActivationFunctionsDataset),
212 OutOfPlaceDataSet))
213 {
214 // Validate output
215 validate(CLAccessor(_target), _reference, tolerance_fp32);
216 }
FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast,CLElementwiseMaxBroadcastFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapesBroadcast (),ElementwiseMaxFP32Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))217 FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast, CLElementwiseMaxBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapesBroadcast(),
218 ElementwiseMaxFP32Dataset),
219 ActivationFunctionsDataset),
220 OutOfPlaceDataSet))
221 {
222 // Validate output
223 validate(CLAccessor(_target), _reference, tolerance_fp32);
224 }
225 TEST_SUITE_END()
226 TEST_SUITE_END()
227
228 TEST_SUITE_END() // ElementwiseMax
229 TEST_SUITE_END() // CL
230 } // namespace validation
231 } // namespace test
232 } // namespace arm_compute
233