Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 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/CLQuantizationLayer.h" |
| 28 | #include "tests/CL/CLAccessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
| 30 | #include "tests/datasets/ShapeDatasets.h" |
| 31 | #include "tests/framework/Asserts.h" |
| 32 | #include "tests/framework/Macros.h" |
| 33 | #include "tests/framework/datasets/Datasets.h" |
| 34 | #include "tests/validation/Validation.h" |
| 35 | #include "tests/validation/fixtures/QuantizationLayerFixture.h" |
| 36 | |
| 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace test |
| 40 | { |
| 41 | namespace validation |
| 42 | { |
| 43 | namespace |
| 44 | { |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 45 | constexpr AbsoluteTolerance<float> tolerance_f32(1.0f); /**< Tolerance value for comparing reference's output against implementation's output for floating point data types */ |
| 46 | constexpr AbsoluteTolerance<uint8_t> tolerance_u8(1); /**< Tolerance value for comparing reference's output against implementation's output for QASYMM8 data types */ |
| 47 | constexpr AbsoluteTolerance<int8_t> tolerance_s8(1); /**< Tolerance value for comparing reference's output against implementation's output for QASYMM8_SIGNED data types */ |
| 48 | constexpr AbsoluteTolerance<uint16_t> tolerance_u16(1); /**< Tolerance value for comparing reference's output against implementation's output for QASYMM16 data types */ |
| 49 | const auto QuantizationSmallShapes = concat(datasets::Small3DShapes(), datasets::Small4DShapes()); |
| 50 | const auto QuantizationLargeShapes = concat(datasets::Large3DShapes(), datasets::Large4DShapes()); |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 51 | } // namespace |
| 52 | |
| 53 | TEST_SUITE(CL) |
| 54 | TEST_SUITE(QuantizationLayer) |
| 55 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 56 | // *INDENT-OFF* |
| 57 | // clang-format off |
| 58 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip( |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 59 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), // Wrong output data type |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 60 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), // Wrong output data type |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 61 | TensorInfo(TensorShape(16U, 16U, 2U, 5U), 1, DataType::F32), // Mismatching shapes |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 62 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), // Valid |
| 63 | }), |
| 64 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 65 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::U16), |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 66 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), |
| 67 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 68 | })), |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 69 | framework::dataset::make("Expected", { false, false, false, true})), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 70 | input_info, output_info, expected) |
| 71 | { |
| 72 | ARM_COMPUTE_EXPECT(bool(CLQuantizationLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false))) == expected, framework::LogLevel::ERRORS); |
| 73 | } |
| 74 | // clang-format on |
| 75 | // *INDENT-ON* |
| 76 | |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 77 | template <typename T> |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 78 | using CLQuantizationLayerQASYMM8Fixture = QuantizationValidationFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, uint8_t>; |
| 79 | template <typename T> |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 80 | using CLQuantizationLayerQASYMM8_SIGNEDFixture = QuantizationValidationFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, int8_t>; |
| 81 | template <typename T> |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 82 | using CLQuantizationLayerQASYMM16Fixture = QuantizationValidationFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, uint16_t>; |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 83 | |
| 84 | TEST_SUITE(Float) |
| 85 | TEST_SUITE(FP32) |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 86 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, CLQuantizationLayerQASYMM8Fixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| 87 | framework::dataset::make("DataTypeIn", DataType::F32)), |
| 88 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 89 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 90 | { |
| 91 | // Validate output |
| 92 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 93 | } |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 94 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8_SIGNED, CLQuantizationLayerQASYMM8_SIGNEDFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| 95 | framework::dataset::make("DataTypeIn", DataType::F32)), |
| 96 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8_SIGNED })), |
| 97 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 98 | { |
| 99 | // Validate output |
| 100 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 101 | } |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 102 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM16, CLQuantizationLayerQASYMM16Fixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| 103 | framework::dataset::make("DataTypeIn", DataType::F32)), |
| 104 | framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| 105 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 106 | { |
| 107 | // Validate output |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 108 | validate(CLAccessor(_target), _reference, tolerance_u16); |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 109 | } |
| 110 | FIXTURE_DATA_TEST_CASE(RunLargeQASYMM8, CLQuantizationLayerQASYMM8Fixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| 111 | framework::dataset::make("DataTypeIn", DataType::F32)), |
| 112 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 113 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 114 | { |
| 115 | // Validate output |
| 116 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 117 | } |
| 118 | FIXTURE_DATA_TEST_CASE(RunLargeQASYMM16, CLQuantizationLayerQASYMM16Fixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| 119 | framework::dataset::make("DataTypeIn", DataType::F32)), |
| 120 | framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| 121 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 122 | { |
| 123 | // Validate output |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 124 | validate(CLAccessor(_target), _reference, tolerance_u16); |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 125 | } |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 126 | TEST_SUITE_END() // FP32 |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 127 | |
| 128 | TEST_SUITE(FP16) |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 129 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, CLQuantizationLayerQASYMM8Fixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| 130 | framework::dataset::make("DataTypeIn", DataType::F16)), |
| 131 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 132 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 133 | { |
| 134 | // Validate output |
| 135 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 136 | } |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 137 | FIXTURE_DATA_TEST_CASE(RunLargeQASYMM8, CLQuantizationLayerQASYMM8Fixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| 138 | framework::dataset::make("DataTypeIn", DataType::F16)), |
| 139 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 140 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 141 | { |
| 142 | // Validate output |
| 143 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 144 | } |
| 145 | TEST_SUITE_END() // FP16 |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 146 | TEST_SUITE_END() // Float |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 147 | |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 148 | TEST_SUITE(Quantized) |
| 149 | template <typename T> |
| 150 | using CLQuantizationLayerQASYMM8GenFixture = QuantizationValidationGenericFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, uint8_t>; |
| 151 | template <typename T> |
| 152 | using CLQuantizationLayerQASYMM8_SIGNEDGenFixture = QuantizationValidationGenericFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, int8_t>; |
| 153 | template <typename T> |
| 154 | using CLQuantizationLayerQASYMM16GenFixture = QuantizationValidationGenericFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, uint16_t>; |
| 155 | TEST_SUITE(QASYMM8) |
| 156 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, CLQuantizationLayerQASYMM8GenFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(QuantizationSmallShapes, |
| 157 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 158 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 159 | framework::dataset::make("QuantizationInfoOutput", { QuantizationInfo(0.5f, 10) })), |
| 160 | framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(2.0f, 15) }))) |
| 161 | { |
| 162 | // Validate output |
| 163 | validate(CLAccessor(_target), _reference, tolerance_u8); |
| 164 | } |
| 165 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8_SIGNED, CLQuantizationLayerQASYMM8_SIGNEDGenFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(QuantizationSmallShapes, |
| 166 | framework::dataset::make("DataTypeIn", DataType::QASYMM8)), |
| 167 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8_SIGNED })), |
| 168 | framework::dataset::make("QuantizationInfoOutput", { QuantizationInfo(1.0f, 10) })), |
| 169 | framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(1.0f, 15) }))) |
| 170 | { |
| 171 | // Validate output |
| 172 | validate(CLAccessor(_target), _reference, tolerance_s8); |
| 173 | } |
| 174 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM16, CLQuantizationLayerQASYMM16GenFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(QuantizationSmallShapes, |
| 175 | framework::dataset::make("DataTypeIn", DataType::QASYMM8)), |
| 176 | framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| 177 | framework::dataset::make("QuantizationInfoOutput", { QuantizationInfo(1.0f, 10) })), |
| 178 | framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(4.0f, 23) }))) |
| 179 | { |
| 180 | // Validate output |
| 181 | validate(CLAccessor(_target), _reference, tolerance_u16); |
| 182 | } |
| 183 | TEST_SUITE_END() // QASYMM8 |
| 184 | TEST_SUITE(QASYMM8_SIGNED) |
| 185 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8_SIGNED, CLQuantizationLayerQASYMM8_SIGNEDGenFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(QuantizationSmallShapes, |
| 186 | framework::dataset::make("DataTypeIn", DataType::QASYMM8_SIGNED)), |
| 187 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8_SIGNED })), |
| 188 | framework::dataset::make("QuantizationInfoOutput", { QuantizationInfo(1.0f, 10) })), |
| 189 | framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(2.0f, 5) }))) |
| 190 | { |
| 191 | // Validate output |
| 192 | validate(CLAccessor(_target), _reference, tolerance_s8); |
| 193 | } |
| 194 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, CLQuantizationLayerQASYMM8GenFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(QuantizationSmallShapes, |
| 195 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| 196 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 197 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.0f, 10) })), |
| 198 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.0f, 30) }))) |
| 199 | { |
| 200 | // Validate output |
| 201 | validate(CLAccessor(_target), _reference, tolerance_u8); |
| 202 | } |
| 203 | TEST_SUITE_END() // QASYMM8_SIGNED |
| 204 | TEST_SUITE_END() // Quantized |
| 205 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 206 | TEST_SUITE_END() // QuantizationLayer |
| 207 | TEST_SUITE_END() // CL |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 208 | } // namespace validation |
| 209 | } // namespace test |
| 210 | } // namespace arm_compute |