1 /*
2 * Copyright (c) 2017-2022 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/NEArithmeticAddition.h"
26 #include "arm_compute/runtime/Tensor.h"
27 #include "arm_compute/runtime/TensorAllocator.h"
28 #include "src/common/cpuinfo/CpuIsaInfo.h"
29 #include "src/cpu/kernels/CpuAddKernel.h"
30 #include "tests/NEON/Accessor.h"
31 #include "tests/PaddingCalculator.h"
32 #include "tests/datasets/ConvertPolicyDataset.h"
33 #include "tests/datasets/ShapeDatasets.h"
34 #include "tests/framework/Asserts.h"
35 #include "tests/framework/Macros.h"
36 #include "tests/framework/datasets/Datasets.h"
37 #include "tests/validation/Validation.h"
38 #include "tests/validation/fixtures/ArithmeticOperationsFixture.h"
39
40 namespace arm_compute
41 {
42 namespace test
43 {
44 namespace validation
45 {
46 namespace
47 {
48 #if !defined(__aarch64__) || defined(ENABLE_SVE)
49 constexpr AbsoluteTolerance<float> tolerance_quant(1); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */
50 #else // !defined(__aarch64__) || defined(ENABLE_SVE)
51 constexpr AbsoluteTolerance<float> tolerance_quant(0);
52 #endif // !defined(__aarch64__) || defined(ENABLE_SVE)
53 const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true });
54 const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false });
55 } // namespace
56
57 TEST_SUITE(NEON)
58 TEST_SUITE(ArithmeticAddition)
59
60 template <typename T>
61 using NEArithmeticAdditionFixture = ArithmeticAdditionValidationFixture<Tensor, Accessor, NEArithmeticAddition, T>;
62
63 // *INDENT-OFF*
64 // clang-format off
65 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
66 framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
67 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8), // Unsupported broadcast
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(1U, 13U, 2U), 1, DataType::S16),
73 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
74 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
75 })),
76 framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
77 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::S16),
78 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
79 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
80 })),
81 framework::dataset::make("Expected", { true, false, false, false})),
82 input1_info, input2_info, output_info, expected)
83 {
84 Status s = NEArithmeticAddition::validate(&input1_info.clone()->set_is_resizable(false),
85 &input2_info.clone()->set_is_resizable(false),
86 &output_info.clone()->set_is_resizable(false),
87 ConvertPolicy::WRAP);
88 ARM_COMPUTE_EXPECT(bool(s) == expected, framework::LogLevel::ERRORS);
89 }
90
91 DATA_TEST_CASE(KernelSelection, framework::DatasetMode::ALL, concat(concat(
92 combine(combine(framework::dataset::make("CpuExt", std::string("NEON")),
93 framework::dataset::make("DataType", { DataType::F32,
94 DataType::F16,
95 DataType::U8,
96 DataType::S16,
97 DataType::S32,
98 DataType::QASYMM8,
99 DataType::QASYMM8_SIGNED,
100 DataType::QSYMM16
101 })),
102 framework::dataset::make("CanUseFixedpoint", {true, false})),
103 combine(combine(framework::dataset::make("CpuExt", std::string("SVE")),
104 framework::dataset::make("DataType", { DataType::F32,
105 DataType::F16,
106 DataType::U8,
107 DataType::S16,
108 DataType::S32
109 })),
110 framework::dataset::make("CanUseFixedpoint", {true, false}))),
111 combine(combine(framework::dataset::make("CpuExt", std::string("SVE2")),
112 framework::dataset::make("DataType", { DataType::QASYMM8,
113 DataType::QASYMM8_SIGNED,
114 DataType::QSYMM16
115 })),
116 framework::dataset::make("CanUseFixedpoint", {true, false}))),
117 cpu_ext, data_type, can_use_fixedpoint)
118 {
119 using namespace cpu::kernels;
120
121 cpuinfo::CpuIsaInfo cpu_isa{};
122 cpu_isa.neon = (cpu_ext == "NEON");
123 cpu_isa.sve = (cpu_ext == "SVE");
124 cpu_isa.sve2 = (cpu_ext == "SVE2");
125 cpu_isa.fp16 = (data_type == DataType::F16);
126
127 const auto *selected_impl = CpuAddKernel::get_implementation(CpuAddKernelDataTypeISASelectorData{data_type, cpu_isa, can_use_fixedpoint}, cpu::KernelSelectionType::Preferred);
128
129 ARM_COMPUTE_ERROR_ON_NULLPTR(selected_impl);
130
131 bool qasymm8_any = (data_type == DataType::QASYMM8 || data_type == DataType::QASYMM8_SIGNED);
132
133 std::string expected;
134 if(qasymm8_any && can_use_fixedpoint)
135 {
136 expected = "neon_" + cpu_impl_dt(data_type) + "_add_fixedpoint";
137 }
138 else
139 {
140 expected = lower_string(cpu_ext) + "_" + cpu_impl_dt(data_type) + "_add";
141 }
142
143 std::string actual = selected_impl->name;
144
145 ARM_COMPUTE_EXPECT_EQUAL(expected, actual, framework::LogLevel::ERRORS);
146 }
147 // clang-format on
148 // *INDENT-ON*
149
TEST_CASE(NoPaddingAdded,framework::DatasetMode::PRECOMMIT)150 TEST_CASE(NoPaddingAdded, framework::DatasetMode::PRECOMMIT)
151 {
152 // NEArithmeticAddition doesn't use padding, so make sure this is the case.
153 Tensor input1 = create_tensor<Tensor>(TensorShape(15U, 15U), DataType::F32);
154 Tensor input2 = create_tensor<Tensor>(TensorShape(15U, 1U), DataType::F32);
155 Tensor output = create_tensor<Tensor>(TensorShape(15U, 15U), DataType::F32);
156
157 NEArithmeticAddition add;
158 add.configure(&input1, &input2, &output, ConvertPolicy::WRAP);
159
160 // Validate padding is zero
161 validate(input1.info()->padding(), PaddingSize());
162 validate(input2.info()->padding(), PaddingSize());
163 validate(output.info()->padding(), PaddingSize());
164 }
165
166 TEST_SUITE(Integer)
TEST_SUITE(U8)167 TEST_SUITE(U8)
168 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticAdditionFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
169 DataType::U8)),
170 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
171 OutOfPlaceDataSet))
172 {
173 // Validate output
174 validate(Accessor(_target), _reference);
175 }
176 TEST_SUITE_END() // U8
177
TEST_SUITE(S16)178 TEST_SUITE(S16)
179 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticAdditionFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
180 DataType::S16)),
181 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
182 OutOfPlaceDataSet))
183 {
184 // Validate output
185 validate(Accessor(_target), _reference);
186 }
187
188 FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticAdditionFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType",
189 DataType::S16)),
190 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
191 OutOfPlaceDataSet))
192 {
193 // Validate output
194 validate(Accessor(_target), _reference);
195 }
196 TEST_SUITE_END() // S16
197
TEST_SUITE(S32)198 TEST_SUITE(S32)
199 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticAdditionFixture<int32_t>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
200 DataType::S32)),
201 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
202 OutOfPlaceDataSet))
203 {
204 // Validate output
205 validate(Accessor(_target), _reference);
206 }
207 TEST_SUITE_END() // S32
TEST_SUITE_END()208 TEST_SUITE_END() // Integer
209
210 TEST_SUITE(Float)
211 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
212 TEST_SUITE(F16)
213 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticAdditionFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F16)),
214 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
215 OutOfPlaceDataSet))
216 {
217 // Validate output
218 validate(Accessor(_target), _reference);
219 }
220 TEST_SUITE_END() // F16
221 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
222
TEST_SUITE(F32)223 TEST_SUITE(F32)
224 FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticAdditionFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType",
225 DataType::F32)),
226 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
227 OutOfPlaceDataSet))
228 {
229 // Validate output
230 validate(Accessor(_target), _reference);
231 }
232
233 FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticAdditionFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType",
234 DataType::F32)),
235 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
236 OutOfPlaceDataSet))
237 {
238 // Validate output
239 validate(Accessor(_target), _reference);
240 }
241
242 template <typename T>
243 using NEArithmeticAdditionBroadcastFixture = ArithmeticAdditionBroadcastValidationFixture<Tensor, Accessor, NEArithmeticAddition, T>;
244
245 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticAdditionBroadcastFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapesBroadcast(),
246 framework::dataset::make("DataType", DataType::F32)),
247 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
248 OutOfPlaceDataSet))
249 {
250 // Validate output
251 validate(Accessor(_target), _reference);
252 }
253
254 FIXTURE_DATA_TEST_CASE(RunLargeBroadcast, NEArithmeticAdditionBroadcastFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapesBroadcast(),
255 framework::dataset::make("DataType", DataType::F32)),
256 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
257 OutOfPlaceDataSet))
258 {
259 // Validate output
260 validate(Accessor(_target), _reference);
261 }
262 TEST_SUITE_END() // F32
263 TEST_SUITE_END() // Float
264
265 template <typename T>
266 using NEArithmeticAdditionQuantizedFixture = ArithmeticAdditionValidationQuantizedFixture<Tensor, Accessor, NEArithmeticAddition, T>;
267
268 template <typename T>
269 using NEArithmeticAdditionQuantizedBroadcastFixture = ArithmeticAdditionValidationQuantizedBroadcastFixture<Tensor, Accessor, NEArithmeticAddition, T>;
270
271 TEST_SUITE(Quantized)
TEST_SUITE(QASYMM8)272 TEST_SUITE(QASYMM8)
273 FIXTURE_DATA_TEST_CASE(RunSmall,
274 NEArithmeticAdditionQuantizedFixture<uint8_t>,
275 framework::DatasetMode::PRECOMMIT,
276 combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QASYMM8)),
277 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
278 framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })),
279 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })),
280 framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 255.f, 5) })),
281 OutOfPlaceDataSet))
282 {
283 // Validate output
284 validate(Accessor(_target), _reference, tolerance_quant);
285 }
286 TEST_SUITE_END() // QASYMM8
287
TEST_SUITE(QASYMM8_SIGNED)288 TEST_SUITE(QASYMM8_SIGNED)
289 FIXTURE_DATA_TEST_CASE(RunSmall,
290 NEArithmeticAdditionQuantizedFixture<int8_t>,
291 framework::DatasetMode::ALL,
292 combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
293 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
294 framework::dataset::make("Src0QInfo", { QuantizationInfo(0.5f, 20) })),
295 framework::dataset::make("Src1QInfo", { QuantizationInfo(0.5f, 10) })),
296 framework::dataset::make("OutQInfo", { QuantizationInfo(0.5f, 5) })),
297 OutOfPlaceDataSet))
298 {
299 // Validate output
300 validate(Accessor(_target), _reference, tolerance_quant);
301 }
302
303 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticAdditionQuantizedBroadcastFixture<int8_t>, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(
304 datasets::SmallShapesBroadcast(), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
305 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
306 framework::dataset::make("Src0QInfo", { QuantizationInfo(0.5f, 20) })),
307 framework::dataset::make("Src1QInfo", { QuantizationInfo(0.5f, 10) })),
308 framework::dataset::make("OutQInfo", { QuantizationInfo(0.5f, 5) })),
309 OutOfPlaceDataSet))
310 {
311 // Validate output
312 validate(Accessor(_target), _reference, tolerance_quant);
313 }
314 TEST_SUITE_END() // QASYMM8_SIGNED
315
TEST_SUITE(QSYMM16)316 TEST_SUITE(QSYMM16)
317 FIXTURE_DATA_TEST_CASE(RunSmall,
318 NEArithmeticAdditionQuantizedFixture<int16_t>,
319 framework::DatasetMode::PRECOMMIT,
320 combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QSYMM16)),
321 framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
322 framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })),
323 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })),
324 framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) })),
325 OutOfPlaceDataSet))
326 {
327 // Validate output
328 validate(Accessor(_target), _reference, tolerance_quant);
329 }
330 TEST_SUITE_END() // QSYMM16
331 TEST_SUITE_END() // Quantized
332
333 TEST_SUITE_END() // ArithmeticAddition
334 TEST_SUITE_END() // Neon
335 } // namespace validation
336 } // namespace test
337 } // namespace arm_compute
338