Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 1 | /* |
Michalis Spyrou | d175ece | 2020-07-30 23:39:32 +0100 | [diff] [blame^] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +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/NEDequantizationLayer.h" |
| 26 | #include "arm_compute/runtime/Tensor.h" |
| 27 | #include "arm_compute/runtime/TensorAllocator.h" |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 28 | #include "tests/NEON/Accessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
Georgios Pinitas | 3d13af8 | 2019-06-04 13:04:16 +0100 | [diff] [blame] | 30 | #include "tests/datasets/DatatypeDataset.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 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/DequantizationLayerFixture.h" |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace test |
| 41 | { |
| 42 | namespace validation |
| 43 | { |
| 44 | namespace |
| 45 | { |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 46 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 47 | const auto data_types = framework::dataset::make("DataType", { DataType::F16, DataType::F32 }); |
| 48 | #else /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 49 | const auto data_types = framework::dataset::make("DataType", { DataType::F32 }); |
| 50 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Michalis Spyrou | 3f632f3 | 2019-08-22 16:52:00 +0100 | [diff] [blame] | 51 | |
| 52 | const auto dataset_quant_f32 = combine(combine(combine(datasets::SmallShapes(), datasets::QuantizedTypes()), |
| 53 | framework::dataset::make("DataType", DataType::F32)), |
| 54 | framework::dataset::make("DataLayout", { DataLayout::NCHW })); |
| 55 | const auto dataset_quant_f16 = combine(combine(combine(datasets::SmallShapes(), datasets::QuantizedTypes()), |
| 56 | framework::dataset::make("DataType", DataType::F16)), |
| 57 | framework::dataset::make("DataLayout", { DataLayout::NCHW })); |
Sang-Hoon Park | d817647 | 2019-12-04 09:46:28 +0000 | [diff] [blame] | 58 | const auto dataset_quant_asymm_signed_f32 = combine(combine(combine(datasets::SmallShapes(), |
| 59 | framework::dataset::make("QuantizedTypes", { DataType::QASYMM8_SIGNED })), |
| 60 | framework::dataset::make("DataType", DataType::F32)), |
| 61 | framework::dataset::make("DataLayout", { DataLayout::NCHW })); |
| 62 | const auto dataset_quant_asymm_signed_f16 = combine(combine(combine(datasets::SmallShapes(), |
| 63 | framework::dataset::make("QuantizedTypes", { DataType::QASYMM8_SIGNED })), |
| 64 | framework::dataset::make("DataType", DataType::F16)), |
| 65 | framework::dataset::make("DataLayout", { DataLayout::NCHW })); |
Michalis Spyrou | 3f632f3 | 2019-08-22 16:52:00 +0100 | [diff] [blame] | 66 | const auto dataset_quant_per_channel_f32 = combine(combine(combine(datasets::SmallShapes(), datasets::QuantizedPerChannelTypes()), |
| 67 | framework::dataset::make("DataType", DataType::F32)), |
| 68 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })); |
| 69 | const auto dataset_quant_per_channel_f16 = combine(combine(combine(datasets::SmallShapes(), datasets::QuantizedPerChannelTypes()), |
| 70 | framework::dataset::make("DataType", DataType::F16)), |
| 71 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })); |
| 72 | const auto dataset_quant_nightly_f32 = combine(combine(combine(datasets::LargeShapes(), datasets::QuantizedTypes()), |
| 73 | framework::dataset::make("DataType", DataType::F32)), |
| 74 | framework::dataset::make("DataLayout", { DataLayout::NCHW })); |
| 75 | const auto dataset_quant_nightly_f16 = combine(combine(combine(datasets::LargeShapes(), datasets::QuantizedTypes()), |
| 76 | framework::dataset::make("DataType", DataType::F16)), |
| 77 | framework::dataset::make("DataLayout", { DataLayout::NCHW })); |
| 78 | const auto dataset_quant_per_channel_nightly_f32 = combine(combine(combine(datasets::LargeShapes(), datasets::QuantizedPerChannelTypes()), |
| 79 | framework::dataset::make("DataType", DataType::F32)), |
| 80 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })); |
| 81 | const auto dataset_quant_per_channel_nightly_f16 = combine(combine(combine(datasets::LargeShapes(), datasets::QuantizedPerChannelTypes()), |
| 82 | framework::dataset::make("DataType", DataType::F16)), |
| 83 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })); |
Sang-Hoon Park | d817647 | 2019-12-04 09:46:28 +0000 | [diff] [blame] | 84 | |
| 85 | const auto dataset_precommit_f16 = concat(concat(dataset_quant_f16, dataset_quant_per_channel_f16), dataset_quant_asymm_signed_f16); |
| 86 | const auto dataset_precommit_f32 = concat(concat(dataset_quant_f32, dataset_quant_per_channel_f32), dataset_quant_asymm_signed_f32); |
| 87 | const auto dataset_nightly_f16 = concat(dataset_quant_f16, dataset_quant_per_channel_f16); |
| 88 | const auto dataset_nightly_f32 = concat(dataset_quant_f32, dataset_quant_per_channel_f32); |
| 89 | |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 90 | } // namespace |
| 91 | |
| 92 | TEST_SUITE(NEON) |
| 93 | TEST_SUITE(DequantizationLayer) |
| 94 | |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 95 | // *INDENT-OFF* |
| 96 | // clang-format off |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 97 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip( |
| 98 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), // Wrong input data type |
| 99 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), // Wrong output data type |
| 100 | TensorInfo(TensorShape(16U, 16U, 2U, 5U), 1, DataType::QASYMM8), // Missmatching shapes |
| 101 | TensorInfo(TensorShape(17U, 16U, 16U, 5U), 1, DataType::QASYMM8), // Valid |
| 102 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), // Valid |
Sang-Hoon Park | d817647 | 2019-12-04 09:46:28 +0000 | [diff] [blame] | 103 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8_SIGNED), // Valid |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 104 | }), |
| 105 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), |
| 106 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::U8), |
| 107 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), |
| 108 | TensorInfo(TensorShape(17U, 16U, 16U, 5U), 1, DataType::F32), |
| 109 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), |
Sang-Hoon Park | d817647 | 2019-12-04 09:46:28 +0000 | [diff] [blame] | 110 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 111 | })), |
Sang-Hoon Park | d817647 | 2019-12-04 09:46:28 +0000 | [diff] [blame] | 112 | framework::dataset::make("Expected", { false, false, false, true, true, true })), |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 113 | input_info, output_info, expected) |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 114 | { |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 115 | ARM_COMPUTE_EXPECT(bool(NEDequantizationLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false))) == expected, framework::LogLevel::ERRORS); |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 116 | } |
| 117 | // clang-format on |
| 118 | // *INDENT-ON* |
| 119 | |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 120 | template <typename T> |
| 121 | using NEDequantizationLayerFixture = DequantizationValidationFixture<Tensor, Accessor, NEDequantizationLayer, T>; |
| 122 | |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 123 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 124 | TEST_SUITE(FP16) |
Sang-Hoon Park | d817647 | 2019-12-04 09:46:28 +0000 | [diff] [blame] | 125 | FIXTURE_DATA_TEST_CASE(RunSmall, NEDequantizationLayerFixture<half>, framework::DatasetMode::PRECOMMIT, dataset_precommit_f16) |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 126 | { |
| 127 | // Validate output |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 128 | validate(Accessor(_target), _reference); |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 129 | } |
Sang-Hoon Park | d817647 | 2019-12-04 09:46:28 +0000 | [diff] [blame] | 130 | FIXTURE_DATA_TEST_CASE(RunLarge, NEDequantizationLayerFixture<half>, framework::DatasetMode::NIGHTLY, dataset_nightly_f16) |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 131 | { |
| 132 | // Validate output |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 133 | validate(Accessor(_target), _reference); |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 134 | } |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 135 | TEST_SUITE_END() // FP16 |
| 136 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 137 | |
| 138 | TEST_SUITE(FP32) |
Sang-Hoon Park | d817647 | 2019-12-04 09:46:28 +0000 | [diff] [blame] | 139 | FIXTURE_DATA_TEST_CASE(RunSmall, NEDequantizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, dataset_precommit_f32) |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 140 | { |
| 141 | // Validate output |
| 142 | validate(Accessor(_target), _reference); |
| 143 | } |
Sang-Hoon Park | d817647 | 2019-12-04 09:46:28 +0000 | [diff] [blame] | 144 | FIXTURE_DATA_TEST_CASE(RunLarge, NEDequantizationLayerFixture<float>, framework::DatasetMode::NIGHTLY, dataset_nightly_f32) |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 145 | { |
| 146 | // Validate output |
| 147 | validate(Accessor(_target), _reference); |
| 148 | } |
| 149 | TEST_SUITE_END() // FP32 |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 150 | |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 151 | TEST_SUITE_END() // DequantizationLayer |
| 152 | TEST_SUITE_END() // NEON |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 153 | } // namespace validation |
| 154 | } // namespace test |
| 155 | } // namespace arm_compute |