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/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/ArithmeticOperationsFixture.h"
37
38 namespace arm_compute
39 {
40 namespace test
41 {
42 namespace validation
43 {
44 /** Synced with tests/validation/dynamic_fusion/gpu/cl/Add.cpp from the dynamic fusion interface.
45 * Please check there for any differences in the coverage
46 */
47 namespace
48 {
49 /** Input data sets **/
50 const auto EmptyActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
51 { ActivationLayerInfo() });
52 const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
53 {
54 ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 0.75f, 0.25f),
55 ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC, 0.75f, 0.25f)
56 });
57 const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true });
58 const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false });
59 } // namespace
60
61 TEST_SUITE(CL)
TEST_SUITE(ArithmeticAddition)62 TEST_SUITE(ArithmeticAddition)
63
64 // *INDENT-OFF*
65 // clang-format off
66 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
67 framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
68 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination
69 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes
70 }),
71 framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
72 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
73 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
74 })),
75 framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
76 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
77 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
78 })),
79 framework::dataset::make("Expected", { true, false, false})),
80 input1_info, input2_info, output_info, expected)
81 {
82 ARM_COMPUTE_EXPECT(bool(CLArithmeticAddition::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), ConvertPolicy::WRAP)) == expected, framework::LogLevel::ERRORS);
83 }
84 // clang-format on
85 // *INDENT-ON*
86
87 /** Validate fused activation expecting the following behaviours:
88 *
89 * - Fused activation with float data type should succeed
90 * - Fused activation with quantized data type should fail
91 *
92 */
TEST_CASE(FusedActivation,framework::DatasetMode::ALL)93 TEST_CASE(FusedActivation, framework::DatasetMode::ALL)
94 {
95 auto input = TensorInfo{ TensorShape(2U, 2U), 1, DataType::F32 };
96 auto output = TensorInfo{ TensorShape(2U, 2U), 1, DataType::F32 };
97 Status result{};
98
99 const auto act_info = ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU);
100
101 // Fused-activation float type
102 result = CLArithmeticAddition::validate(&input, &input, &output, ConvertPolicy::WRAP, act_info);
103 ARM_COMPUTE_EXPECT(bool(result) == true, framework::LogLevel::ERRORS);
104
105 // Fused-activation quantized type
106 input.set_data_type(DataType::QASYMM8);
107 output.set_data_type(DataType::QASYMM8);
108 result = CLArithmeticAddition::validate(&input, &input, &output, ConvertPolicy::WRAP, act_info);
109 ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS);
110 }
111
112 template <typename T>
113 using CLArithmeticAdditionFixture = ArithmeticAdditionValidationFixture<CLTensor, CLAccessor, CLArithmeticAddition, T>;
114
115 TEST_SUITE(Integer)
TEST_SUITE(U8)116 TEST_SUITE(U8)
117 FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
118 DataType::U8)),
119 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
120 OutOfPlaceDataSet))
121 {
122 // Validate output
123 validate(CLAccessor(_target), _reference);
124 }
125 TEST_SUITE_END() // U8
126
TEST_SUITE(S16)127 TEST_SUITE(S16)
128 FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
129 DataType::S16)),
130 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
131 OutOfPlaceDataSet))
132 {
133 // Validate output
134 validate(CLAccessor(_target), _reference);
135 }
136
137 FIXTURE_DATA_TEST_CASE(RunLarge, CLArithmeticAdditionFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType",
138 DataType::S16)),
139 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
140 OutOfPlaceDataSet))
141 {
142 // Validate output
143 validate(CLAccessor(_target), _reference);
144 }
145 TEST_SUITE_END() // S16
146 TEST_SUITE_END() // Integer
147
148 template <typename T>
149 using CLArithmeticAdditionQuantizedFixture = ArithmeticAdditionValidationQuantizedFixture<CLTensor, CLAccessor, CLArithmeticAddition, T>;
150
151 TEST_SUITE(Quantized)
TEST_SUITE(QASYMM8)152 TEST_SUITE(QASYMM8)
153 FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
154 framework::dataset::make("DataType", DataType::QASYMM8)),
155 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
156 framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })),
157 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })),
158 framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 255.f, 5) })),
159 OutOfPlaceDataSet))
160 {
161 // Validate output
162 validate(CLAccessor(_target), _reference);
163 }
164 template <typename T>
165 using CLArithmeticAdditionBroadcastQuantizedFixture = ArithmeticAdditionValidationQuantizedBroadcastFixture<CLTensor, CLAccessor, CLArithmeticAddition, T>;
166 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLArithmeticAdditionBroadcastQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
167 combine(combine(combine(combine(combine(combine(datasets::SmallShapesBroadcast(),
168 framework::dataset::make("DataType", DataType::QASYMM8)),
169 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
170 framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })),
171 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })),
172 framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 255.f, 5) })),
173 OutOfPlaceDataSet))
174 {
175 // Validate output
176 validate(CLAccessor(_target), _reference);
177 }
178 FIXTURE_DATA_TEST_CASE(RunTinyBroadcastInPlace, CLArithmeticAdditionBroadcastQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
179 combine(combine(combine(combine(combine(combine(datasets::TinyShapesBroadcastInplace(),
180 framework::dataset::make("DataType", DataType::QASYMM8)),
181 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
182 framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 255.f, 10) })),
183 framework::dataset::make("Src1QInfo", { QuantizationInfo(1.f / 255.f, 10) })),
184 framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 255.f, 10) })),
185 InPlaceDataSet))
186 {
187 // Validate output
188 validate(CLAccessor(_target), _reference);
189 }
190 TEST_SUITE_END() // QASYMM8
TEST_SUITE(QASYMM8_SIGNED)191 TEST_SUITE(QASYMM8_SIGNED)
192 FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
193 framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
194 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
195 framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 10) })),
196 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })),
197 framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 255.f, 5) })),
198 OutOfPlaceDataSet))
199 {
200 // Validate output
201 validate(CLAccessor(_target), _reference);
202 }
203 TEST_SUITE_END() // QASYMM8_SIGNED
TEST_SUITE(QSYMM16)204 TEST_SUITE(QSYMM16)
205 FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionQuantizedFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
206 framework::dataset::make("DataType", DataType::QSYMM16)),
207 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
208 framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })),
209 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })),
210 framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) })),
211 OutOfPlaceDataSet))
212 {
213 // Validate output
214 validate(CLAccessor(_target), _reference);
215 }
216 TEST_SUITE_END() // QSYMM16
217 TEST_SUITE_END() // Quantized
218
219 template <typename T>
220 using CLArithmeticAdditionFloatFixture = ArithmeticAdditionValidationFloatFixture<CLTensor, CLAccessor, CLArithmeticAddition, T>;
221
222 TEST_SUITE(Float)
TEST_SUITE(FP16)223 TEST_SUITE(FP16)
224 FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
225 DataType::F16)),
226 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
227 EmptyActivationFunctionsDataset),
228 OutOfPlaceDataSet))
229 {
230 // Validate output
231 validate(CLAccessor(_target), _reference);
232 }
233 FIXTURE_DATA_TEST_CASE(RunWithActivation, CLArithmeticAdditionFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::TinyShapes(),
234 framework::dataset::make("DataType",
235 DataType::F16)),
236 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
237 ActivationFunctionsDataset),
238 OutOfPlaceDataSet))
239 {
240 // Validate output
241 validate(CLAccessor(_target), _reference);
242 }
243 TEST_SUITE_END() // FP16
244
TEST_SUITE(FP32)245 TEST_SUITE(FP32)
246 FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionFloatFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(),
247 framework::dataset::make("DataType",
248 DataType::F32)),
249 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
250 EmptyActivationFunctionsDataset),
251 InPlaceDataSet))
252 {
253 // Validate output
254 validate(CLAccessor(_target), _reference);
255 }
256 FIXTURE_DATA_TEST_CASE(RunWithActivation, CLArithmeticAdditionFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::TinyShapes(),
257 framework::dataset::make("DataType",
258 DataType::F32)),
259 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
260 ActivationFunctionsDataset),
261 OutOfPlaceDataSet))
262 {
263 // Validate output
264 validate(CLAccessor(_target), _reference);
265 }
266
267 FIXTURE_DATA_TEST_CASE(RunLarge, CLArithmeticAdditionFloatFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType",
268 DataType::F32)),
269 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
270 EmptyActivationFunctionsDataset),
271 OutOfPlaceDataSet))
272 {
273 // Validate output
274 validate(CLAccessor(_target), _reference);
275 }
276
277 template <typename T>
278 using CLArithmeticAdditionBroadcastFloatFixture = ArithmeticAdditionBroadcastValidationFloatFixture<CLTensor, CLAccessor, CLArithmeticAddition, T>;
279
280 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLArithmeticAdditionBroadcastFloatFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapesBroadcast(),
281 framework::dataset::make("DataType", DataType::F32)),
282 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
283 EmptyActivationFunctionsDataset),
284 OutOfPlaceDataSet))
285 {
286 // Validate output
287 validate(CLAccessor(_target), _reference);
288 }
289 FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast, CLArithmeticAdditionBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::TinyShapesBroadcast(),
290 framework::dataset::make("DataType", DataType::F32)),
291 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
292 ActivationFunctionsDataset),
293 OutOfPlaceDataSet))
294 {
295 // Validate output
296 validate(CLAccessor(_target), _reference);
297 }
298
299 FIXTURE_DATA_TEST_CASE(RunLargeBroadcast, CLArithmeticAdditionBroadcastFloatFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeShapesBroadcast(),
300 framework::dataset::make("DataType", DataType::F32)),
301 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
302 EmptyActivationFunctionsDataset),
303 OutOfPlaceDataSet))
304 {
305 // Validate output
306 validate(CLAccessor(_target), _reference);
307 }
308 TEST_SUITE_END() // FP32
309 TEST_SUITE_END() // Float
310
311 TEST_SUITE_END() // ArithmeticAddition
312 TEST_SUITE_END() // CL
313 } // namespace validation
314 } // namespace test
315 } // namespace arm_compute
316