1 /*
2 * Copyright (c) 2019-2020 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/CLPReluLayer.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/ElementwiseOperationsFixture.h"
37
38 namespace arm_compute
39 {
40 namespace test
41 {
42 namespace validation
43 {
44 namespace
45 {
46 RelativeTolerance<float> tolerance_fp32(0.000001f);
47 RelativeTolerance<float> tolerance_fp16(0.001f);
48
49 /** Input data sets **/
50 const auto PReluLayerU8Dataset = combine(combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U8)),
51 framework::dataset::make("DataType",
52 DataType::U8));
53 const auto PReluLayerQASYMM8Dataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::QASYMM8)),
54 framework::dataset::make("DataType",
55 DataType::QASYMM8));
56 const auto PReluLayerQASYMM8SIGNEDDataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8_SIGNED), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
57 framework::dataset::make("DataType",
58 DataType::QASYMM8_SIGNED));
59 const auto PReluLayerS16Dataset = combine(combine(framework::dataset::make("DataType", { DataType::U8, DataType::S16 }), framework::dataset::make("DataType", DataType::S16)),
60 framework::dataset::make("DataType", DataType::S16));
61 const auto PReluLayerFP16Dataset = combine(combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F16)),
62 framework::dataset::make("DataType", DataType::F16));
63 const auto PReluLayerFP32Dataset = combine(combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F32)),
64 framework::dataset::make("DataType", DataType::F32));
65 } // namespace
66
67 TEST_SUITE(CL)
TEST_SUITE(PReluLayer)68 TEST_SUITE(PReluLayer)
69
70 // *INDENT-OFF*
71 // clang-format off
72 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(
73 framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
74 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
75 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination
76 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes
77 }),
78 framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
79 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
80 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
81 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
82 })),
83 framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
84 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
85 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
86 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
87 })),
88 framework::dataset::make("Expected", { true, true, false, false})),
89 input1_info, input2_info, output_info, expected)
90 {
91 ARM_COMPUTE_EXPECT(bool(CLPReluLayer::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);
92 }
93 // clang-format on
94 // *INDENT-ON*
95
96 template <typename T>
97 using CLPReluLayerFixture = PReluLayerValidationFixture<CLTensor, CLAccessor, CLPReluLayer, T>;
98
99 TEST_SUITE(U8)
FIXTURE_DATA_TEST_CASE(RunSmall,CLPReluLayerFixture<uint8_t>,framework::DatasetMode::PRECOMMIT,combine (datasets::SmallShapes (),PReluLayerU8Dataset))100 FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), PReluLayerU8Dataset))
101 {
102 // Validate output
103 validate(CLAccessor(_target), _reference);
104 }
105 TEST_SUITE_END()
106
107 template <typename T>
108 using CLPReluLayerQuantizedFixture = PReluLayerValidationQuantizedFixture<CLTensor, CLAccessor, CLPReluLayer, T>;
109
110 TEST_SUITE(Quantized)
TEST_SUITE(QASYMM8)111 TEST_SUITE(QASYMM8)
112 FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(),
113 PReluLayerQASYMM8Dataset),
114 framework::dataset::make("QuantizationInfo", { QuantizationInfo(5.f / 255.f, 20) })),
115 framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.f / 255.f, 10) })),
116 framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 255.f, 5) }))
117
118 )
119 {
120 // Validate output
121 validate(CLAccessor(_target), _reference);
122 }
123 TEST_SUITE_END()
124
TEST_SUITE(QASYMM8_SIGNED)125 TEST_SUITE(QASYMM8_SIGNED)
126 FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(),
127 PReluLayerQASYMM8SIGNEDDataset),
128 framework::dataset::make("QuantizationInfo", { QuantizationInfo(5.f / 127.f, 20) })),
129 framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.f / 127.f, 10) })),
130 framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 127.f, 5) }))
131
132 )
133 {
134 // Validate output
135 validate(CLAccessor(_target), _reference);
136 }
137 TEST_SUITE_END()
TEST_SUITE_END()138 TEST_SUITE_END()
139
140 TEST_SUITE(S16)
141 FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerFixture<int16_t>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), PReluLayerS16Dataset))
142 {
143 // Validate output
144 validate(CLAccessor(_target), _reference);
145 }
146 TEST_SUITE_END()
147
TEST_SUITE(Float)148 TEST_SUITE(Float)
149 TEST_SUITE(FP16)
150 FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerFixture<half>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), PReluLayerFP16Dataset))
151 {
152 // Validate output
153 validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01);
154 }
155 TEST_SUITE_END()
156
TEST_SUITE(FP32)157 TEST_SUITE(FP32)
158 FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), PReluLayerFP32Dataset))
159 {
160 // Validate output
161 validate(CLAccessor(_target), _reference, tolerance_fp32);
162 }
163 template <typename T>
164 using CLPReluLayerBroadcastFixture = PReluLayerBroadcastValidationFixture<CLTensor, CLAccessor, CLPReluLayer, T>;
165
FIXTURE_DATA_TEST_CASE(RunSmallBroadcast,CLPReluLayerBroadcastFixture<float>,framework::DatasetMode::ALL,combine (datasets::SmallShapesBroadcast (),PReluLayerFP32Dataset))166 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLPReluLayerBroadcastFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapesBroadcast(),
167 PReluLayerFP32Dataset))
168 {
169 // Validate output
170 validate(CLAccessor(_target), _reference, tolerance_fp32);
171 }
172 TEST_SUITE_END()
173 TEST_SUITE_END()
174
175 TEST_SUITE_END()
176 TEST_SUITE_END()
177 } // namespace validation
178 } // namespace test
179 } // namespace arm_compute
180