Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 1 | /* |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2019 ARM Limited. |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +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/NEON/functions/NEQuantizationLayer.h" |
| 26 | #include "arm_compute/runtime/Tensor.h" |
| 27 | #include "arm_compute/runtime/TensorAllocator.h" |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 28 | #include "tests/NEON/Accessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 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" |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 36 | |
| 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace test |
| 40 | { |
| 41 | namespace validation |
| 42 | { |
| 43 | namespace |
| 44 | { |
| 45 | /** Tolerance for quantization */ |
Michele Di Giorgio | d64a46c | 2019-10-01 12:25:49 +0100 | [diff] [blame] | 46 | constexpr AbsoluteTolerance<uint8_t> tolerance_u8(1); |
| 47 | constexpr AbsoluteTolerance<uint16_t> tolerance_u16(1); |
Gian Marco Iodice | 06b184a | 2017-08-29 16:05:25 +0100 | [diff] [blame] | 48 | |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 49 | const auto QuantizationSmallShapes = concat(datasets::Small3DShapes(), datasets::Small4DShapes()); |
| 50 | const auto QuantizationLargeShapes = concat(datasets::Large3DShapes(), datasets::Large4DShapes()); |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 51 | } // namespace |
| 52 | |
| 53 | TEST_SUITE(NEON) |
| 54 | TEST_SUITE(QuantizationLayer) |
| 55 | |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 56 | // *INDENT-OFF* |
| 57 | // clang-format off |
| 58 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip( |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 59 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), // Wrong input data type |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 60 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), // Wrong output data type |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 61 | TensorInfo(TensorShape(16U, 16U, 2U, 5U), 1, DataType::F32), // Missmatching shapes |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +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 | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 65 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::U16), |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +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 | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 68 | })), |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 69 | framework::dataset::make("Expected", { false, false, false, true})), |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 70 | input_info, output_info, expected) |
| 71 | { |
| 72 | ARM_COMPUTE_EXPECT(bool(NEQuantizationLayer::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 | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 77 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(QuantizationSmallShapes, framework::dataset::make("DataType", DataType::F32)), shape, data_type) |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 78 | { |
| 79 | // Create tensors |
| 80 | Tensor src = create_tensor<Tensor>(shape, data_type); |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 81 | Tensor dst = create_tensor<Tensor>(shape, DataType::QASYMM8); |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 82 | |
| 83 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 84 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 85 | |
| 86 | // Create and configure function |
| 87 | NEQuantizationLayer quant_layer; |
| 88 | quant_layer.configure(&src, &dst); |
| 89 | |
| 90 | // Validate valid region |
| 91 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 92 | validate(src.info()->valid_region(), valid_region); |
| 93 | validate(dst.info()->valid_region(), valid_region); |
| 94 | |
| 95 | // Validate padding |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 96 | validate(src.info()->padding(), PaddingSize()); |
| 97 | validate(dst.info()->padding(), PaddingSize()); |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 98 | } |
| 99 | |
| 100 | template <typename T> |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 101 | using NEQuantizationLayerQASYMM8Fixture = QuantizationValidationFixture<Tensor, Accessor, NEQuantizationLayer, T, uint8_t>; |
Michele Di Giorgio | d64a46c | 2019-10-01 12:25:49 +0100 | [diff] [blame] | 102 | template <typename T> |
Sang-Hoon Park | fb6aaeb | 2019-11-27 15:26:44 +0000 | [diff] [blame] | 103 | using NEQuantizationLayerQASYMM8SignedFixture = QuantizationValidationFixture<Tensor, Accessor, NEQuantizationLayer, T, int8_t>; |
| 104 | template <typename T> |
Michele Di Giorgio | d64a46c | 2019-10-01 12:25:49 +0100 | [diff] [blame] | 105 | using NEQuantizationLayerQASYMM16Fixture = QuantizationValidationFixture<Tensor, Accessor, NEQuantizationLayer, T, uint16_t>; |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 106 | |
| 107 | TEST_SUITE(Float) |
| 108 | TEST_SUITE(FP32) |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 109 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, NEQuantizationLayerQASYMM8Fixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| 110 | framework::dataset::make("DataType", DataType::F32)), |
| 111 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 112 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 113 | { |
| 114 | // Validate output |
| 115 | validate(Accessor(_target), _reference, tolerance_u8); |
| 116 | } |
Sang-Hoon Park | fb6aaeb | 2019-11-27 15:26:44 +0000 | [diff] [blame] | 117 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8Signed, NEQuantizationLayerQASYMM8SignedFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(QuantizationSmallShapes, |
| 118 | framework::dataset::make("DataType", DataType::F32)), |
| 119 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8_SIGNED })), |
| 120 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 121 | { |
| 122 | // Validate output |
| 123 | validate(Accessor(_target), _reference, tolerance_u8); |
| 124 | } |
Michele Di Giorgio | d64a46c | 2019-10-01 12:25:49 +0100 | [diff] [blame] | 125 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM16, NEQuantizationLayerQASYMM16Fixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| 126 | framework::dataset::make("DataType", DataType::F32)), |
| 127 | framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| 128 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 129 | { |
| 130 | // Validate output |
| 131 | validate(Accessor(_target), _reference, tolerance_u16); |
| 132 | } |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 133 | FIXTURE_DATA_TEST_CASE(RunLargeQASYMM8, NEQuantizationLayerQASYMM8Fixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| 134 | framework::dataset::make("DataType", DataType::F32)), |
| 135 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 136 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 137 | { |
| 138 | // Validate output |
| 139 | validate(Accessor(_target), _reference, tolerance_u8); |
| 140 | } |
Michele Di Giorgio | d64a46c | 2019-10-01 12:25:49 +0100 | [diff] [blame] | 141 | FIXTURE_DATA_TEST_CASE(RunLargeQASYMM16, NEQuantizationLayerQASYMM16Fixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| 142 | framework::dataset::make("DataType", DataType::F32)), |
| 143 | framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| 144 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 145 | { |
| 146 | // Validate output |
| 147 | validate(Accessor(_target), _reference, tolerance_u16); |
| 148 | } |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 149 | TEST_SUITE_END() // FP32 |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 150 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 151 | TEST_SUITE(FP16) |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 152 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, NEQuantizationLayerQASYMM8Fixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| 153 | framework::dataset::make("DataType", DataType::F16)), |
| 154 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 155 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 156 | { |
| 157 | // Validate output |
| 158 | validate(Accessor(_target), _reference, tolerance_u8); |
| 159 | } |
Sang-Hoon Park | fb6aaeb | 2019-11-27 15:26:44 +0000 | [diff] [blame] | 160 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8Signed, NEQuantizationLayerQASYMM8SignedFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(QuantizationSmallShapes, |
| 161 | framework::dataset::make("DataType", DataType::F16)), |
| 162 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8_SIGNED })), |
| 163 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 164 | { |
| 165 | // Validate output |
| 166 | validate(Accessor(_target), _reference, tolerance_u8); |
| 167 | } |
Michele Di Giorgio | d64a46c | 2019-10-01 12:25:49 +0100 | [diff] [blame] | 168 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM16, NEQuantizationLayerQASYMM16Fixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| 169 | framework::dataset::make("DataType", DataType::F16)), |
| 170 | framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| 171 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 172 | { |
| 173 | // Validate output |
| 174 | validate(Accessor(_target), _reference, tolerance_u16); |
| 175 | } |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 176 | FIXTURE_DATA_TEST_CASE(RunLargeQASYMM8, NEQuantizationLayerQASYMM8Fixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| 177 | framework::dataset::make("DataType", DataType::F16)), |
| 178 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 179 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 180 | { |
| 181 | // Validate output |
| 182 | validate(Accessor(_target), _reference, tolerance_u8); |
| 183 | } |
Michele Di Giorgio | d64a46c | 2019-10-01 12:25:49 +0100 | [diff] [blame] | 184 | FIXTURE_DATA_TEST_CASE(RunLargeQASYMM16, NEQuantizationLayerQASYMM16Fixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| 185 | framework::dataset::make("DataType", DataType::F16)), |
| 186 | framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| 187 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 188 | { |
| 189 | // Validate output |
| 190 | validate(Accessor(_target), _reference, tolerance_u16); |
| 191 | } |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 192 | TEST_SUITE_END() // FP16 |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 193 | #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Michele Di Giorgio | d64a46c | 2019-10-01 12:25:49 +0100 | [diff] [blame] | 194 | TEST_SUITE_END() // Float |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 195 | |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 196 | TEST_SUITE_END() // QuantizationLayer |
| 197 | TEST_SUITE_END() // NEON |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 198 | } // namespace validation |
| 199 | } // namespace test |
| 200 | } // namespace arm_compute |