1*c217d954SCole Faust /*
2*c217d954SCole Faust * Copyright (c) 2017-2020, 2022 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/CLActivationLayer.h"
28*c217d954SCole Faust #include "arm_compute/runtime/RuntimeContext.h"
29*c217d954SCole Faust #include "tests/CL/CLAccessor.h"
30*c217d954SCole Faust #include "tests/PaddingCalculator.h"
31*c217d954SCole Faust #include "tests/datasets/ActivationFunctionsDataset.h"
32*c217d954SCole Faust #include "tests/datasets/ShapeDatasets.h"
33*c217d954SCole Faust #include "tests/framework/Asserts.h"
34*c217d954SCole Faust #include "tests/framework/Macros.h"
35*c217d954SCole Faust #include "tests/framework/datasets/Datasets.h"
36*c217d954SCole Faust #include "tests/validation/Validation.h"
37*c217d954SCole Faust #include "tests/validation/fixtures/ActivationLayerFixture.h"
38*c217d954SCole Faust
39*c217d954SCole Faust namespace arm_compute
40*c217d954SCole Faust {
41*c217d954SCole Faust namespace test
42*c217d954SCole Faust {
43*c217d954SCole Faust namespace validation
44*c217d954SCole Faust {
45*c217d954SCole Faust namespace
46*c217d954SCole Faust {
47*c217d954SCole Faust constexpr AbsoluteTolerance<float> tolerance_qsymm16(1.f);
48*c217d954SCole Faust
49*c217d954SCole Faust /** Define tolerance of the activation layer.
50*c217d954SCole Faust *
51*c217d954SCole Faust * @param[in] activation The activation function used.
52*c217d954SCole Faust * @param[in] data_type Data type.
53*c217d954SCole Faust *
54*c217d954SCole Faust * @return Tolerance depending on the activation function.
55*c217d954SCole Faust */
tolerance(ActivationLayerInfo::ActivationFunction activation,DataType data_type)56*c217d954SCole Faust AbsoluteTolerance<float> tolerance(ActivationLayerInfo::ActivationFunction activation, DataType data_type)
57*c217d954SCole Faust {
58*c217d954SCole Faust constexpr float epsilon = 1e-6f;
59*c217d954SCole Faust
60*c217d954SCole Faust switch(activation)
61*c217d954SCole Faust {
62*c217d954SCole Faust case ActivationLayerInfo::ActivationFunction::LINEAR:
63*c217d954SCole Faust return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.2f : epsilon);
64*c217d954SCole Faust case ActivationLayerInfo::ActivationFunction::SQUARE:
65*c217d954SCole Faust return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.1f : epsilon);
66*c217d954SCole Faust case ActivationLayerInfo::ActivationFunction::LOGISTIC:
67*c217d954SCole Faust return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.001f : epsilon);
68*c217d954SCole Faust case ActivationLayerInfo::ActivationFunction::LEAKY_RELU:
69*c217d954SCole Faust return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.00001f : epsilon);
70*c217d954SCole Faust case ActivationLayerInfo::ActivationFunction::SOFT_RELU:
71*c217d954SCole Faust case ActivationLayerInfo::ActivationFunction::ELU:
72*c217d954SCole Faust case ActivationLayerInfo::ActivationFunction::SQRT:
73*c217d954SCole Faust case ActivationLayerInfo::ActivationFunction::GELU:
74*c217d954SCole Faust return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.01f : 0.00001f);
75*c217d954SCole Faust case ActivationLayerInfo::ActivationFunction::TANH:
76*c217d954SCole Faust return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.001f : 0.00001f);
77*c217d954SCole Faust case ActivationLayerInfo::ActivationFunction::HARD_SWISH:
78*c217d954SCole Faust return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.01f : epsilon);
79*c217d954SCole Faust default:
80*c217d954SCole Faust return AbsoluteTolerance<float>(epsilon);
81*c217d954SCole Faust }
82*c217d954SCole Faust }
83*c217d954SCole Faust
84*c217d954SCole Faust /** CNN data types */
85*c217d954SCole Faust const auto CNNDataTypes = framework::dataset::make("DataType",
86*c217d954SCole Faust {
87*c217d954SCole Faust DataType::F16,
88*c217d954SCole Faust DataType::F32
89*c217d954SCole Faust });
90*c217d954SCole Faust
91*c217d954SCole Faust /** Input data sets. */
92*c217d954SCole Faust const auto ActivationDataset = combine(combine(framework::dataset::make("InPlace", { false, true }), datasets::ActivationFunctions()), framework::dataset::make("AlphaBeta", { 0.5f, 1.f }));
93*c217d954SCole Faust
94*c217d954SCole Faust } // namespace
95*c217d954SCole Faust
96*c217d954SCole Faust TEST_SUITE(CL)
TEST_SUITE(ActivationLayer)97*c217d954SCole Faust TEST_SUITE(ActivationLayer)
98*c217d954SCole Faust // *INDENT-OFF*
99*c217d954SCole Faust // clang-format off
100*c217d954SCole Faust DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
101*c217d954SCole Faust framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data types
102*c217d954SCole Faust TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),
103*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
104*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8),
105*c217d954SCole Faust TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QASYMM8), // Invalid quantization info
106*c217d954SCole Faust TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching shapes
107*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16),
108*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16),
109*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16), // Invalid activation function for QSYMM16
110*c217d954SCole Faust }),
111*c217d954SCole Faust framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F16),
112*c217d954SCole Faust TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),
113*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),
114*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8),
115*c217d954SCole Faust TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QASYMM8),
116*c217d954SCole Faust TensorInfo(TensorShape(30U, 11U, 2U), 1, DataType::F32),
117*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16, QuantizationInfo(1.f / 32768.f, 0)),
118*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16, QuantizationInfo(1.f / 32768.f, 0)),
119*c217d954SCole Faust TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16, QuantizationInfo(1.f / 32768.f, 0)),
120*c217d954SCole Faust })),
121*c217d954SCole Faust framework::dataset::make("ActivationInfo", { ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU),
122*c217d954SCole Faust ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU),
123*c217d954SCole Faust ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU),
124*c217d954SCole Faust ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU),
125*c217d954SCole Faust ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::TANH),
126*c217d954SCole Faust ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU),
127*c217d954SCole Faust ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::TANH),
128*c217d954SCole Faust ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC),
129*c217d954SCole Faust ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::SQRT),
130*c217d954SCole Faust })),
131*c217d954SCole Faust framework::dataset::make("Expected", { false, true, true, true, false, false, true, true, false })),
132*c217d954SCole Faust input_info, output_info, act_info, expected)
133*c217d954SCole Faust {
134*c217d954SCole Faust ARM_COMPUTE_EXPECT(bool(CLActivationLayer::validate(&input_info.clone()->set_is_resizable(false), (output_info.total_size() == 0) ? nullptr : &output_info.clone()->set_is_resizable(false), act_info)) == expected, framework::LogLevel::ERRORS);
135*c217d954SCole Faust }
136*c217d954SCole Faust
137*c217d954SCole Faust // clang-format on
138*c217d954SCole Faust // *INDENT-ON*
139*c217d954SCole Faust
140*c217d954SCole Faust /** [CLActivationLayerFixture snippet] **/
141*c217d954SCole Faust template <typename T>
142*c217d954SCole Faust using CLActivationLayerFixture = ActivationValidationFixture<CLTensor, CLAccessor, CLActivationLayer, T>;
143*c217d954SCole Faust /** [CLActivationLayerFixture snippet] **/
144*c217d954SCole Faust
145*c217d954SCole Faust TEST_SUITE(Float)
TEST_SUITE(FP16)146*c217d954SCole Faust TEST_SUITE(FP16)
147*c217d954SCole Faust /** [CLActivationLayer Test snippet] **/
148*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerFixture<half>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ActivationDataset),
149*c217d954SCole Faust framework::dataset::make("DataType",
150*c217d954SCole Faust DataType::F16)))
151*c217d954SCole Faust {
152*c217d954SCole Faust // Validate output
153*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance(_function, _data_type));
154*c217d954SCole Faust }
155*c217d954SCole Faust /** [CLActivationLayer Test snippet] **/
156*c217d954SCole Faust TEST_SUITE_END() // FP16
157*c217d954SCole Faust
TEST_SUITE(FP32)158*c217d954SCole Faust TEST_SUITE(FP32)
159*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerFixture<float>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ActivationDataset), framework::dataset::make("DataType",
160*c217d954SCole Faust DataType::F32)))
161*c217d954SCole Faust {
162*c217d954SCole Faust // Validate output
163*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance(_function, _data_type));
164*c217d954SCole Faust }
165*c217d954SCole Faust TEST_SUITE_END() // FP32
166*c217d954SCole Faust TEST_SUITE_END() // Float
167*c217d954SCole Faust
168*c217d954SCole Faust template <typename T>
169*c217d954SCole Faust using CLActivationLayerQuantizedFixture = ActivationValidationQuantizedFixture<CLTensor, CLAccessor, CLActivationLayer, T>;
170*c217d954SCole Faust
171*c217d954SCole Faust const auto QuantizedActivationDataset8 = combine(combine(framework::dataset::make("InPlace", { false }),
172*c217d954SCole Faust concat(datasets::ActivationFunctionsQuantized(),
173*c217d954SCole Faust framework::dataset::make("ActivationFunction",
174*c217d954SCole Faust { ActivationLayerInfo::ActivationFunction::HARD_SWISH, ActivationLayerInfo::ActivationFunction::LEAKY_RELU }))),
175*c217d954SCole Faust framework::dataset::make("AlphaBeta", { 0.5f, 1.f }));
176*c217d954SCole Faust
177*c217d954SCole Faust const auto QuantizedActivationDataset16 = combine(combine(framework::dataset::make("InPlace", { false }),
178*c217d954SCole Faust datasets::ActivationFunctionsQuantized()),
179*c217d954SCole Faust framework::dataset::make("AlphaBeta", { 0.5f, 1.f }));
180*c217d954SCole Faust
181*c217d954SCole Faust TEST_SUITE(Quantized)
TEST_SUITE(QASYMM8)182*c217d954SCole Faust TEST_SUITE(QASYMM8)
183*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), QuantizedActivationDataset8),
184*c217d954SCole Faust framework::dataset::make("DataType",
185*c217d954SCole Faust DataType::QASYMM8)),
186*c217d954SCole Faust framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.1f, 128.0f) })))
187*c217d954SCole Faust {
188*c217d954SCole Faust // Validate output
189*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance(_function, _data_type));
190*c217d954SCole Faust }
191*c217d954SCole Faust TEST_SUITE_END() // QASYMM8
TEST_SUITE(QASYMM8_SIGNED)192*c217d954SCole Faust TEST_SUITE(QASYMM8_SIGNED)
193*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerQuantizedFixture<int8_t>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), QuantizedActivationDataset8),
194*c217d954SCole Faust framework::dataset::make("DataType",
195*c217d954SCole Faust DataType::QASYMM8_SIGNED)),
196*c217d954SCole Faust framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.1f, 10.0f) })))
197*c217d954SCole Faust {
198*c217d954SCole Faust // Validate output
199*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance(_function, _data_type));
200*c217d954SCole Faust }
201*c217d954SCole Faust TEST_SUITE_END() // QASYMM8_SIGNED
TEST_SUITE(QSYMM16)202*c217d954SCole Faust TEST_SUITE(QSYMM16)
203*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerQuantizedFixture<int16_t>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), QuantizedActivationDataset16),
204*c217d954SCole Faust framework::dataset::make("DataType",
205*c217d954SCole Faust DataType::QSYMM16)),
206*c217d954SCole Faust framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 32768.f, 0) })))
207*c217d954SCole Faust {
208*c217d954SCole Faust // Validate output
209*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_qsymm16);
210*c217d954SCole Faust }
211*c217d954SCole Faust TEST_SUITE_END() // QSYMM16
212*c217d954SCole Faust TEST_SUITE_END() // Quantized
213*c217d954SCole Faust
214*c217d954SCole Faust TEST_SUITE_END() // ActivationLayer
215*c217d954SCole Faust TEST_SUITE_END() // CL
216*c217d954SCole Faust } // namespace validation
217*c217d954SCole Faust } // namespace test
218*c217d954SCole Faust } // namespace arm_compute
219