Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +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 | 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 */ |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 51 | } // namespace |
| 52 | |
| 53 | TEST_SUITE(NEON) |
| 54 | TEST_SUITE(DequantizationLayer) |
| 55 | |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 56 | // *INDENT-OFF* |
| 57 | // clang-format off |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 58 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip( |
| 59 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), // Wrong input data type |
| 60 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), // Wrong output data type |
| 61 | TensorInfo(TensorShape(16U, 16U, 2U, 5U), 1, DataType::QASYMM8), // Missmatching shapes |
| 62 | TensorInfo(TensorShape(17U, 16U, 16U, 5U), 1, DataType::QASYMM8), // Valid |
| 63 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), // Valid |
| 64 | }), |
| 65 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), |
| 66 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::U8), |
| 67 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), |
| 68 | TensorInfo(TensorShape(17U, 16U, 16U, 5U), 1, DataType::F32), |
| 69 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), |
| 70 | })), |
| 71 | framework::dataset::make("Expected", { false, false, false, true, true})), |
| 72 | input_info, output_info, expected) |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 73 | { |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 74 | 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] | 75 | } |
| 76 | // clang-format on |
| 77 | // *INDENT-ON* |
| 78 | |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 79 | DATA_TEST_CASE(Configuration, |
| 80 | framework::DatasetMode::ALL, |
| 81 | combine(datasets::SmallShapes(), data_types), |
| 82 | shape, data_type) |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 83 | { |
| 84 | // Create tensors |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 85 | Tensor src = create_tensor<Tensor>(shape, DataType::QASYMM8, 1, QuantizationInfo(0.5f, -10)); |
| 86 | Tensor dst = create_tensor<Tensor>(shape, data_type); |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 87 | |
| 88 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 89 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 90 | |
| 91 | // Create and configure function |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 92 | NEDequantizationLayer dequant_layer; |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 93 | dequant_layer.configure(&src, &dst); |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 94 | |
| 95 | // Validate valid region |
| 96 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 97 | validate(src.info()->valid_region(), valid_region); |
| 98 | validate(dst.info()->valid_region(), valid_region); |
| 99 | |
| 100 | // Validate padding |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 101 | validate(src.info()->padding(), PaddingSize()); |
| 102 | validate(dst.info()->padding(), PaddingSize()); |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 103 | } |
| 104 | |
| 105 | template <typename T> |
| 106 | using NEDequantizationLayerFixture = DequantizationValidationFixture<Tensor, Accessor, NEDequantizationLayer, T>; |
| 107 | |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 108 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 109 | TEST_SUITE(FP16) |
Georgios Pinitas | 3d13af8 | 2019-06-04 13:04:16 +0100 | [diff] [blame] | 110 | FIXTURE_DATA_TEST_CASE(RunSmall, NEDequantizationLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), datasets::QuantizedTypes()), |
| 111 | framework::dataset::make("DataType", DataType::F16))) |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 112 | { |
| 113 | // Validate output |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 114 | validate(Accessor(_target), _reference); |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 115 | } |
Georgios Pinitas | 3d13af8 | 2019-06-04 13:04:16 +0100 | [diff] [blame] | 116 | FIXTURE_DATA_TEST_CASE(RunLarge, NEDequantizationLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), datasets::QuantizedTypes()), |
| 117 | framework::dataset::make("DataType", DataType::F16))) |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 118 | { |
| 119 | // Validate output |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 120 | validate(Accessor(_target), _reference); |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 121 | } |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 122 | TEST_SUITE_END() // FP16 |
| 123 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 124 | |
| 125 | TEST_SUITE(FP32) |
Georgios Pinitas | 3d13af8 | 2019-06-04 13:04:16 +0100 | [diff] [blame] | 126 | FIXTURE_DATA_TEST_CASE(RunSmall, NEDequantizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), datasets::QuantizedTypes()), |
| 127 | framework::dataset::make("DataType", DataType::F32))) |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 128 | { |
| 129 | // Validate output |
| 130 | validate(Accessor(_target), _reference); |
| 131 | } |
Georgios Pinitas | 3d13af8 | 2019-06-04 13:04:16 +0100 | [diff] [blame] | 132 | FIXTURE_DATA_TEST_CASE(RunLarge, NEDequantizationLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), datasets::QuantizedTypes()), |
| 133 | framework::dataset::make("DataType", DataType::F32))) |
Georgios Pinitas | 574775c | 2019-02-18 20:08:02 +0000 | [diff] [blame] | 134 | { |
| 135 | // Validate output |
| 136 | validate(Accessor(_target), _reference); |
| 137 | } |
| 138 | TEST_SUITE_END() // FP32 |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 139 | |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 140 | TEST_SUITE_END() // DequantizationLayer |
| 141 | TEST_SUITE_END() // NEON |
Michele Di Giorgio | 32982d8 | 2017-07-07 14:44:43 +0100 | [diff] [blame] | 142 | } // namespace validation |
| 143 | } // namespace test |
| 144 | } // namespace arm_compute |