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/NEON/functions/NEArithmeticSubtraction.h"
26 #include "arm_compute/runtime/Tensor.h"
27 #include "arm_compute/runtime/TensorAllocator.h"
28 #include "tests/NEON/Accessor.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 namespace
45 {
46 #ifdef __aarch64__
47 constexpr AbsoluteTolerance<float> tolerance_qasymm8(0); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */
48 #else //__aarch64__
49 constexpr AbsoluteTolerance<float> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */
50 #endif //__aarch64__
51 constexpr AbsoluteTolerance<int16_t> tolerance_qsymm16(1); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */
52
53 // Quantization Infomation DataSet
54 const auto ArithmeticSubtractionQuantizationInfoDataset = combine(combine(framework::dataset::make("QuantizationInfoIn1", { QuantizationInfo(10, 120) }),
55 framework::dataset::make("QuantizationInfoIn2", { QuantizationInfo(20, 110) })),
56 framework::dataset::make("QuantizationInfoOut", { QuantizationInfo(15, 125) }));
57 const auto ArithmeticSubtractionQuantizationInfoSignedDataset = combine(combine(framework::dataset::make("QuantizationInfoIn1", { QuantizationInfo(0.5f, 10) }),
58 framework::dataset::make("QuantizationInfoIn2", { QuantizationInfo(0.5f, 20) })),
59 framework::dataset::make("QuantizationInfoOut", { QuantizationInfo(0.5f, 50) }));
60 const auto ArithmeticSubtractionQuantizationInfoSignedInPlaceDataset = combine(combine(framework::dataset::make("QuantizationInfoIn1", { QuantizationInfo(0.8f, 10) }),
61 framework::dataset::make("QuantizationInfoIn2", { QuantizationInfo(0.8f, 10) })),
62 framework::dataset::make("QuantizationInfoOut", { QuantizationInfo(0.8f, 10) }));
63 const auto ArithmeticSubtractionQuantizationInfoSymmetric = combine(combine(framework::dataset::make("QuantizationInfoIn1", { QuantizationInfo(0.3f, 0) }),
64 framework::dataset::make("QuantizationInfoIn2", { QuantizationInfo(0.7f, 0) })),
65 framework::dataset::make("QuantizationInfoOut", { QuantizationInfo(0.2f, 0) }));
66 const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true });
67 const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false });
68 } // namespace
69
70 TEST_SUITE(NEON)
71 TEST_SUITE(ArithmeticSubtraction)
72
73 template <typename T>
74 using NEArithmeticSubtractionFixture = ArithmeticSubtractionValidationFixture<Tensor, Accessor, NEArithmeticSubtraction, T>;
75
76 // *INDENT-OFF*
77 // clang-format off
78 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(
79 framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
80 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination
81 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes
82 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::QASYMM8), // Mismatching types
83 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), // Invalid convert policy
84 }),
85 framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
86 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
87 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
88 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
89 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8),
90 })),
91 framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
92 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
93 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
94 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8),
95 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8),
96 })),
97 framework::dataset::make("ConvertPolicy",{ ConvertPolicy::SATURATE,
98 ConvertPolicy::SATURATE,
99 ConvertPolicy::WRAP,
100 ConvertPolicy::WRAP,
101 ConvertPolicy::WRAP,
102 })),
103 framework::dataset::make("Expected", { true, false, false, false, false})),
104 input1_info, input2_info, output_info, policy, expected)
105 {
106 ARM_COMPUTE_EXPECT(bool(NEArithmeticSubtraction::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), policy)) == expected, framework::LogLevel::ERRORS);
107 }
108 // clang-format on
109 // *INDENT-ON*
110
111 TEST_SUITE(InPlaceValidate)
TEST_CASE(SingleTensor,framework::DatasetMode::ALL)112 TEST_CASE(SingleTensor, framework::DatasetMode::ALL)
113 {
114 const auto random_shape = TensorShape{ 9, 9 };
115 const auto single_tensor_info = TensorInfo{ random_shape, 1, DataType::F32 };
116
117 Status result = NEArithmeticSubtraction::validate(&single_tensor_info, &single_tensor_info, &single_tensor_info, ConvertPolicy::WRAP);
118 ARM_COMPUTE_EXPECT(bool(result) == true, framework::LogLevel::ERRORS);
119 }
120
TEST_CASE(ValidBroadCast,framework::DatasetMode::ALL)121 TEST_CASE(ValidBroadCast, framework::DatasetMode::ALL)
122 {
123 const auto larger_shape = TensorShape{ 27U, 13U, 2U };
124 const auto smaller_shape = TensorShape{ 1U, 13U, 2U };
125
126 const auto larger_tensor_info = TensorInfo{ larger_shape, 1, DataType::F32 };
127 const auto smaller_tensor_info = TensorInfo{ smaller_shape, 1, DataType::F32 };
128
129 Status result = NEArithmeticSubtraction::validate(&larger_tensor_info, &smaller_tensor_info, &larger_tensor_info, ConvertPolicy::WRAP);
130 ARM_COMPUTE_EXPECT(bool(result) == true, framework::LogLevel::ERRORS);
131 }
132
TEST_CASE(InvalidBroadcastOutput,framework::DatasetMode::ALL)133 TEST_CASE(InvalidBroadcastOutput, framework::DatasetMode::ALL)
134 {
135 const auto larger_shape = TensorShape{ 27U, 13U, 2U };
136 const auto smaller_shape = TensorShape{ 1U, 13U, 2U };
137
138 const auto larger_tensor_info = TensorInfo{ larger_shape, 1, DataType::F32 };
139 const auto smaller_tensor_info = TensorInfo{ smaller_shape, 1, DataType::F32 };
140
141 Status result = NEArithmeticSubtraction::validate(&larger_tensor_info, &smaller_tensor_info, &smaller_tensor_info, ConvertPolicy::WRAP);
142 ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS);
143 }
144
TEST_CASE(InvalidBroadcastBoth,framework::DatasetMode::ALL)145 TEST_CASE(InvalidBroadcastBoth, framework::DatasetMode::ALL)
146 {
147 const auto shape0 = TensorShape{ 9U, 9U };
148 const auto shape1 = TensorShape{ 9U, 1U, 2U };
149
150 const auto info0 = TensorInfo{ shape0, 1, DataType::F32 };
151 const auto info1 = TensorInfo{ shape1, 1, DataType::F32 };
152
153 Status result{};
154
155 result = NEArithmeticSubtraction::validate(&info0, &info1, &info0, ConvertPolicy::WRAP);
156 ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS);
157
158 result = NEArithmeticSubtraction::validate(&info0, &info1, &info1, ConvertPolicy::WRAP);
159 ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS);
160 }
161 TEST_SUITE_END() // InPlaceValidate
162
TEST_SUITE(U8)163 TEST_SUITE(U8)
164 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
165 DataType::U8)),
166 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
167 OutOfPlaceDataSet))
168 {
169 // Validate output
170 validate(Accessor(_target), _reference);
171 }
172 TEST_SUITE_END() // U8
173
174 using NEArithmeticSubtractionQASYMM8Fixture = ArithmeticSubtractionValidationQuantizedFixture<Tensor, Accessor, NEArithmeticSubtraction, uint8_t>;
175 using NEArithmeticSubtractionQASYMM8SignedFixture = ArithmeticSubtractionValidationQuantizedFixture<Tensor, Accessor, NEArithmeticSubtraction, int8_t>;
176 using NEArithmeticSubtractionQASYMM8SignedBroadcastFixture = ArithmeticSubtractionValidationQuantizedBroadcastFixture<Tensor, Accessor, NEArithmeticSubtraction, int8_t>;
177 using NEArithmeticSubtractionQSYMM16Fixture = ArithmeticSubtractionValidationQuantizedFixture<Tensor, Accessor, NEArithmeticSubtraction, int16_t>;
178
179 TEST_SUITE(Quantized)
TEST_SUITE(QASYMM8)180 TEST_SUITE(QASYMM8)
181 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionQASYMM8Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
182 DataType::QASYMM8)),
183 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
184 ArithmeticSubtractionQuantizationInfoDataset),
185 OutOfPlaceDataSet))
186 {
187 // Validate output
188 validate(Accessor(_target), _reference, tolerance_qasymm8);
189 }
190 TEST_SUITE_END() // QASYMM8
191
TEST_SUITE(QASYMM8_SIGNED)192 TEST_SUITE(QASYMM8_SIGNED)
193 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionQASYMM8SignedFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(
194 datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
195 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
196 ArithmeticSubtractionQuantizationInfoSignedDataset),
197 OutOfPlaceDataSet))
198 {
199 // Validate output
200 validate(Accessor(_target), _reference, tolerance_qasymm8);
201 }
202 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticSubtractionQASYMM8SignedBroadcastFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(
203 datasets::SmallShapesBroadcast(),
204 framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
205 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
206 ArithmeticSubtractionQuantizationInfoSignedDataset),
207 OutOfPlaceDataSet))
208 {
209 // Validate output
210 validate(Accessor(_target), _reference, tolerance_qasymm8);
211 }
212 FIXTURE_DATA_TEST_CASE(RunTinyBroadcastInPlace, NEArithmeticSubtractionQASYMM8SignedBroadcastFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(
213 datasets::TinyShapesBroadcastInplace(),
214 framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
215 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
216 ArithmeticSubtractionQuantizationInfoSignedInPlaceDataset),
217 InPlaceDataSet))
218 {
219 // Validate output
220 validate(Accessor(_target), _reference, tolerance_qasymm8);
221 }
222 TEST_SUITE_END() // QASYMM8_SIGNED
223
TEST_SUITE(QSYMM16)224 TEST_SUITE(QSYMM16)
225 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionQSYMM16Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(
226 datasets::SmallShapes(),
227 framework::dataset::make("DataType", DataType::QSYMM16)),
228 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
229 ArithmeticSubtractionQuantizationInfoSymmetric),
230 OutOfPlaceDataSet))
231 {
232 // Validate output
233 validate(Accessor(_target), _reference, tolerance_qsymm16);
234 }
235 TEST_SUITE_END() // QSYMM16
TEST_SUITE_END()236 TEST_SUITE_END() // Quantized
237
238 TEST_SUITE(S16)
239 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
240 DataType::S16)),
241 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
242 OutOfPlaceDataSet))
243 {
244 // Validate output
245 validate(Accessor(_target), _reference);
246 }
247
248 FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticSubtractionFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType",
249 DataType::S16)),
250 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
251 OutOfPlaceDataSet))
252 {
253 // Validate output
254 validate(Accessor(_target), _reference);
255 }
256 TEST_SUITE_END() // S16
257
TEST_SUITE(S32)258 TEST_SUITE(S32)
259 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture<int32_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
260 DataType::S32)),
261 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
262 OutOfPlaceDataSet))
263 {
264 // Validate output
265 validate(Accessor(_target), _reference);
266 }
267
268 FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticSubtractionFixture<int32_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType",
269 DataType::S32)),
270 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
271 OutOfPlaceDataSet))
272 {
273 // Validate output
274 validate(Accessor(_target), _reference);
275 }
276 TEST_SUITE_END() // S32
277
TEST_SUITE(Float)278 TEST_SUITE(Float)
279 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
280 TEST_SUITE(F16)
281 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
282 DataType::F16)),
283 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
284 OutOfPlaceDataSet))
285 {
286 // Validate output
287 validate(Accessor(_target), _reference);
288 }
289 TEST_SUITE_END() // F16
290 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
291
TEST_SUITE(F32)292 TEST_SUITE(F32)
293 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
294 DataType::F32)),
295 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
296 InPlaceDataSet))
297 {
298 // Validate output
299 validate(Accessor(_target), _reference);
300 }
301
302 FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticSubtractionFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType",
303 DataType::F32)),
304 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
305 OutOfPlaceDataSet))
306 {
307 // Validate output
308 validate(Accessor(_target), _reference);
309 }
310
311 template <typename T>
312 using NEArithmeticSubtractionBroadcastFixture = ArithmeticSubtractionBroadcastValidationFixture<Tensor, Accessor, NEArithmeticSubtraction, T>;
313
314 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticSubtractionBroadcastFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapesBroadcast(),
315 framework::dataset::make("DataType", DataType::F32)),
316 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
317 OutOfPlaceDataSet))
318 {
319 // Validate output
320 validate(Accessor(_target), _reference);
321 }
322
323 FIXTURE_DATA_TEST_CASE(RunLargeBroadcast, NEArithmeticSubtractionBroadcastFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapesBroadcast(),
324 framework::dataset::make("DataType", DataType::F32)),
325 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
326 OutOfPlaceDataSet))
327 {
328 // Validate output
329 validate(Accessor(_target), _reference);
330 }
331 TEST_SUITE_END() // F32
332 TEST_SUITE_END() // Float
333
334 TEST_SUITE_END() // ArithmeticSubtraction
335 TEST_SUITE_END() // Neon
336 } // namespace validation
337 } // namespace test
338 } // namespace arm_compute
339