1*c217d954SCole Faust /*
2*c217d954SCole Faust * Copyright (c) 2018-2021 Arm Limited.
3*c217d954SCole Faust *
4*c217d954SCole Faust * SPDX-License-Identifier: MIT
5*c217d954SCole Faust *
6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy
7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to
8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the
9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is
11*c217d954SCole Faust * furnished to do so, subject to the following conditions:
12*c217d954SCole Faust *
13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all
14*c217d954SCole Faust * copies or substantial portions of the Software.
15*c217d954SCole Faust *
16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22*c217d954SCole Faust * SOFTWARE.
23*c217d954SCole Faust */
24*c217d954SCole Faust #include "arm_compute/core/Types.h"
25*c217d954SCole Faust #include "arm_compute/runtime/CL/CLTensor.h"
26*c217d954SCole Faust #include "arm_compute/runtime/CL/CLTensorAllocator.h"
27*c217d954SCole Faust #include "arm_compute/runtime/CL/functions/CLElementwiseOperations.h"
28*c217d954SCole Faust #include "tests/CL/CLAccessor.h"
29*c217d954SCole Faust #include "tests/PaddingCalculator.h"
30*c217d954SCole Faust #include "tests/datasets/ConvertPolicyDataset.h"
31*c217d954SCole Faust #include "tests/datasets/ShapeDatasets.h"
32*c217d954SCole Faust #include "tests/framework/Asserts.h"
33*c217d954SCole Faust #include "tests/framework/Macros.h"
34*c217d954SCole Faust #include "tests/framework/datasets/Datasets.h"
35*c217d954SCole Faust #include "tests/validation/Validation.h"
36*c217d954SCole Faust #include "tests/validation/fixtures/ElementwiseOperationsFixture.h"
37*c217d954SCole Faust
38*c217d954SCole Faust namespace arm_compute
39*c217d954SCole Faust {
40*c217d954SCole Faust namespace test
41*c217d954SCole Faust {
42*c217d954SCole Faust namespace validation
43*c217d954SCole Faust {
44*c217d954SCole Faust namespace
45*c217d954SCole Faust {
46*c217d954SCole Faust RelativeTolerance<float> tolerance_fp32(0.000001f);
47*c217d954SCole Faust RelativeTolerance<float> tolerance_fp16(0.001f);
48*c217d954SCole Faust AbsoluteTolerance<float> tolerance_qsymm16(1);
49*c217d954SCole Faust
50*c217d954SCole Faust /** Input data sets **/
51*c217d954SCole Faust const auto ElementwiseSquaredDiffU8Dataset = combine(combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U8)),
52*c217d954SCole Faust framework::dataset::make("DataType",
53*c217d954SCole Faust DataType::U8));
54*c217d954SCole Faust const auto ElementwiseSquaredDiffQASYMM8Dataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::QASYMM8)),
55*c217d954SCole Faust framework::dataset::make("DataType",
56*c217d954SCole Faust DataType::QASYMM8));
57*c217d954SCole Faust const auto ElementwiseSquaredDiffQSYMM16Dataset = combine(combine(framework::dataset::make("DataType", DataType::QSYMM16), framework::dataset::make("DataType", DataType::QSYMM16)),
58*c217d954SCole Faust framework::dataset::make("DataType",
59*c217d954SCole Faust DataType::QSYMM16));
60*c217d954SCole Faust const auto ElementwiseSquaredDiffS16Dataset = combine(combine(framework::dataset::make("DataType", { DataType::S16 }), framework::dataset::make("DataType", DataType::S16)),
61*c217d954SCole Faust framework::dataset::make("DataType", DataType::S16));
62*c217d954SCole Faust const auto ElementwiseSquaredDiffFP16Dataset = combine(combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F16)),
63*c217d954SCole Faust framework::dataset::make("DataType", DataType::F16));
64*c217d954SCole Faust const auto ElementwiseSquaredDiffFP32Dataset = combine(combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F32)),
65*c217d954SCole Faust framework::dataset::make("DataType", DataType::F32));
66*c217d954SCole Faust const auto EmptyActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
67*c217d954SCole Faust { ActivationLayerInfo() });
68*c217d954SCole Faust const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
69*c217d954SCole Faust {
70*c217d954SCole Faust ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 0.75f, 0.25f),
71*c217d954SCole Faust ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC, 0.75f, 0.25f)
72*c217d954SCole Faust });
73*c217d954SCole Faust const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true });
74*c217d954SCole Faust const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false });
75*c217d954SCole Faust } // namespace
76*c217d954SCole Faust
77*c217d954SCole Faust TEST_SUITE(CL)
TEST_SUITE(ElementwiseSquaredDiff)78*c217d954SCole Faust TEST_SUITE(ElementwiseSquaredDiff)
79*c217d954SCole Faust
80*c217d954SCole Faust // *INDENT-OFF*
81*c217d954SCole Faust // clang-format off
82*c217d954SCole Faust DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
83*c217d954SCole Faust framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
84*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination
85*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes
86*c217d954SCole Faust }),
87*c217d954SCole Faust framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
88*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
89*c217d954SCole Faust TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
90*c217d954SCole Faust })),
91*c217d954SCole Faust framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
92*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
93*c217d954SCole Faust TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
94*c217d954SCole Faust })),
95*c217d954SCole Faust framework::dataset::make("Expected", { true, false, false})),
96*c217d954SCole Faust input1_info, input2_info, output_info, expected)
97*c217d954SCole Faust {
98*c217d954SCole Faust ARM_COMPUTE_EXPECT(bool(CLElementwiseSquaredDiff::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);
99*c217d954SCole Faust }
100*c217d954SCole Faust // clang-format on
101*c217d954SCole Faust // *INDENT-ON*
102*c217d954SCole Faust
103*c217d954SCole Faust template <typename T>
104*c217d954SCole Faust using CLElementwiseSquaredDiffFixture = ElementwiseSquaredDiffValidationFixture<CLTensor, CLAccessor, CLElementwiseSquaredDiff, T>;
105*c217d954SCole Faust
106*c217d954SCole Faust TEST_SUITE(Integer)
TEST_SUITE(U8)107*c217d954SCole Faust TEST_SUITE(U8)
108*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseSquaredDiffFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ElementwiseSquaredDiffU8Dataset),
109*c217d954SCole Faust OutOfPlaceDataSet))
110*c217d954SCole Faust {
111*c217d954SCole Faust // Validate output
112*c217d954SCole Faust validate(CLAccessor(_target), _reference);
113*c217d954SCole Faust }
114*c217d954SCole Faust TEST_SUITE_END()
115*c217d954SCole Faust
TEST_SUITE(S16)116*c217d954SCole Faust TEST_SUITE(S16)
117*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseSquaredDiffFixture<int16_t>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ElementwiseSquaredDiffS16Dataset),
118*c217d954SCole Faust OutOfPlaceDataSet))
119*c217d954SCole Faust {
120*c217d954SCole Faust // Validate output
121*c217d954SCole Faust validate(CLAccessor(_target), _reference);
122*c217d954SCole Faust }
123*c217d954SCole Faust TEST_SUITE_END()
124*c217d954SCole Faust TEST_SUITE_END()
125*c217d954SCole Faust
126*c217d954SCole Faust template <typename T>
127*c217d954SCole Faust using CLElementwiseSquaredDiffQuantizedFixture = ElementwiseSquaredDiffValidationQuantizedFixture<CLTensor, CLAccessor, CLElementwiseSquaredDiff, T>;
128*c217d954SCole Faust
129*c217d954SCole Faust TEST_SUITE(Quantized)
TEST_SUITE(QASYMM8)130*c217d954SCole Faust TEST_SUITE(QASYMM8)
131*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseSquaredDiffQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(),
132*c217d954SCole Faust ElementwiseSquaredDiffQASYMM8Dataset),
133*c217d954SCole Faust framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })),
134*c217d954SCole Faust framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })),
135*c217d954SCole Faust framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 255.f, 5) })),
136*c217d954SCole Faust OutOfPlaceDataSet))
137*c217d954SCole Faust {
138*c217d954SCole Faust // Validate output
139*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_fp32, 0.01);
140*c217d954SCole Faust }
141*c217d954SCole Faust TEST_SUITE_END()
TEST_SUITE(QSYMM16)142*c217d954SCole Faust TEST_SUITE(QSYMM16)
143*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseSquaredDiffQuantizedFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(),
144*c217d954SCole Faust ElementwiseSquaredDiffQSYMM16Dataset),
145*c217d954SCole Faust framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })),
146*c217d954SCole Faust framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })),
147*c217d954SCole Faust framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) })),
148*c217d954SCole Faust OutOfPlaceDataSet))
149*c217d954SCole Faust {
150*c217d954SCole Faust // Validate output
151*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_qsymm16);
152*c217d954SCole Faust }
153*c217d954SCole Faust TEST_SUITE_END()
154*c217d954SCole Faust TEST_SUITE_END()
155*c217d954SCole Faust
156*c217d954SCole Faust template <typename T>
157*c217d954SCole Faust using CLElementwiseSquaredDiffFloatFixture = ElementwiseSquaredDiffValidationFloatFixture<CLTensor, CLAccessor, CLElementwiseSquaredDiff, T>;
158*c217d954SCole Faust
159*c217d954SCole Faust TEST_SUITE(Float)
TEST_SUITE(FP16)160*c217d954SCole Faust TEST_SUITE(FP16)
161*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseSquaredDiffFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), ElementwiseSquaredDiffFP16Dataset),
162*c217d954SCole Faust EmptyActivationFunctionsDataset),
163*c217d954SCole Faust OutOfPlaceDataSet))
164*c217d954SCole Faust {
165*c217d954SCole Faust // Validate output
166*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01);
167*c217d954SCole Faust }
FIXTURE_DATA_TEST_CASE(RunWithActivation,CLElementwiseSquaredDiffFloatFixture<half>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapes (),ElementwiseSquaredDiffFP16Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))168*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunWithActivation, CLElementwiseSquaredDiffFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapes(), ElementwiseSquaredDiffFP16Dataset),
169*c217d954SCole Faust ActivationFunctionsDataset),
170*c217d954SCole Faust OutOfPlaceDataSet))
171*c217d954SCole Faust {
172*c217d954SCole Faust // Validate output
173*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01);
174*c217d954SCole Faust }
175*c217d954SCole Faust TEST_SUITE_END()
176*c217d954SCole Faust
TEST_SUITE(FP32)177*c217d954SCole Faust TEST_SUITE(FP32)
178*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseSquaredDiffFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), ElementwiseSquaredDiffFP32Dataset),
179*c217d954SCole Faust EmptyActivationFunctionsDataset),
180*c217d954SCole Faust OutOfPlaceDataSet))
181*c217d954SCole Faust {
182*c217d954SCole Faust // Validate output
183*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_fp32);
184*c217d954SCole Faust }
FIXTURE_DATA_TEST_CASE(RunWithActivation,CLElementwiseSquaredDiffFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapes (),ElementwiseSquaredDiffFP32Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))185*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunWithActivation, CLElementwiseSquaredDiffFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapes(), ElementwiseSquaredDiffFP32Dataset),
186*c217d954SCole Faust ActivationFunctionsDataset),
187*c217d954SCole Faust OutOfPlaceDataSet))
188*c217d954SCole Faust {
189*c217d954SCole Faust // Validate output
190*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_fp32);
191*c217d954SCole Faust }
192*c217d954SCole Faust template <typename T>
193*c217d954SCole Faust using CLElementwiseSquaredDiffBroadcastFloatFixture = ElementwiseSquaredDiffBroadcastValidationFloatFixture<CLTensor, CLAccessor, CLElementwiseSquaredDiff, T>;
194*c217d954SCole Faust
FIXTURE_DATA_TEST_CASE(RunSmallBroadcast,CLElementwiseSquaredDiffBroadcastFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::SmallShapesBroadcast (),ElementwiseSquaredDiffFP32Dataset),EmptyActivationFunctionsDataset),OutOfPlaceDataSet))195*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLElementwiseSquaredDiffBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapesBroadcast(),
196*c217d954SCole Faust ElementwiseSquaredDiffFP32Dataset),
197*c217d954SCole Faust EmptyActivationFunctionsDataset),
198*c217d954SCole Faust OutOfPlaceDataSet))
199*c217d954SCole Faust {
200*c217d954SCole Faust // Validate output
201*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_fp32);
202*c217d954SCole Faust }
FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast,CLElementwiseSquaredDiffBroadcastFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapesBroadcast (),ElementwiseSquaredDiffFP32Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))203*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast, CLElementwiseSquaredDiffBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapesBroadcast(),
204*c217d954SCole Faust ElementwiseSquaredDiffFP32Dataset),
205*c217d954SCole Faust ActivationFunctionsDataset),
206*c217d954SCole Faust OutOfPlaceDataSet))
207*c217d954SCole Faust {
208*c217d954SCole Faust // Validate output
209*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_fp32);
210*c217d954SCole Faust }
211*c217d954SCole Faust TEST_SUITE_END()
212*c217d954SCole Faust TEST_SUITE_END()
213*c217d954SCole Faust
214*c217d954SCole Faust TEST_SUITE_END() // ElementwiseSquaredDiff
215*c217d954SCole Faust TEST_SUITE_END() // CL
216*c217d954SCole Faust } // namespace validation
217*c217d954SCole Faust } // namespace test
218*c217d954SCole Faust } // namespace arm_compute
219