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 */ |
| 46 | constexpr AbsoluteTolerance<uint8_t> tolerance_u8(1); |
Gian Marco Iodice | 06b184a | 2017-08-29 16:05:25 +0100 | [diff] [blame] | 47 | |
Michalis Spyrou | 5c9f0c4 | 2019-01-16 14:48:48 +0000 | [diff] [blame] | 48 | const auto QuantizationShapes = concat(datasets::Small3DShapes(), |
| 49 | datasets::Small4DShapes()); |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 50 | } // namespace |
| 51 | |
| 52 | TEST_SUITE(NEON) |
| 53 | TEST_SUITE(QuantizationLayer) |
| 54 | |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 55 | // *INDENT-OFF* |
| 56 | // clang-format off |
| 57 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip( |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 58 | 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] | 59 | 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] | 60 | TensorInfo(TensorShape(16U, 16U, 2U, 5U), 1, DataType::F32), // Missmatching shapes |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 61 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), // Valid |
| 62 | }), |
| 63 | 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] | 64 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::U16), |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 65 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), |
| 66 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 67 | })), |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 68 | framework::dataset::make("Expected", { false, false, false, true})), |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 69 | input_info, output_info, expected) |
| 70 | { |
| 71 | ARM_COMPUTE_EXPECT(bool(NEQuantizationLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false))) == expected, framework::LogLevel::ERRORS); |
| 72 | } |
| 73 | // clang-format on |
| 74 | // *INDENT-ON* |
| 75 | |
Gian Marco Iodice | 06b184a | 2017-08-29 16:05:25 +0100 | [diff] [blame] | 76 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(QuantizationShapes, framework::dataset::make("DataType", DataType::F32)), shape, data_type) |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 77 | { |
| 78 | // Create tensors |
| 79 | Tensor src = create_tensor<Tensor>(shape, data_type); |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 80 | Tensor dst = create_tensor<Tensor>(shape, DataType::QASYMM8); |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 81 | |
| 82 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 83 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 84 | |
| 85 | // Create and configure function |
| 86 | NEQuantizationLayer quant_layer; |
| 87 | quant_layer.configure(&src, &dst); |
| 88 | |
| 89 | // Validate valid region |
| 90 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 91 | validate(src.info()->valid_region(), valid_region); |
| 92 | validate(dst.info()->valid_region(), valid_region); |
| 93 | |
| 94 | // Validate padding |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 95 | validate(src.info()->padding(), PaddingSize()); |
| 96 | validate(dst.info()->padding(), PaddingSize()); |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 97 | } |
| 98 | |
| 99 | template <typename T> |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame^] | 100 | using NEQuantizationLayerFixture = QuantizationValidationFixture<Tensor, Accessor, NEQuantizationLayer, T>; |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 101 | |
| 102 | TEST_SUITE(Float) |
| 103 | TEST_SUITE(FP32) |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 104 | FIXTURE_DATA_TEST_CASE(RunSmall, NEQuantizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(concat(datasets::Small3DShapes(), datasets::Small4DShapes()), |
| 105 | framework::dataset::make("DataType", DataType::F32)), |
| 106 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 107 | { |
| 108 | // Validate output |
| 109 | validate(Accessor(_target), _reference, tolerance_u8); |
| 110 | } |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 111 | FIXTURE_DATA_TEST_CASE(RunLarge, NEQuantizationLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(concat(datasets::Large3DShapes(), datasets::Large4DShapes()), |
| 112 | framework::dataset::make("DataType", DataType::F32)), |
| 113 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 114 | { |
| 115 | // Validate output |
| 116 | validate(Accessor(_target), _reference, tolerance_u8); |
| 117 | } |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 118 | TEST_SUITE_END() // FP32 |
| 119 | TEST_SUITE_END() // Float |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 120 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 121 | TEST_SUITE(Half) |
| 122 | TEST_SUITE(FP16) |
| 123 | FIXTURE_DATA_TEST_CASE(RunSmall, NEQuantizationLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(concat(datasets::Small3DShapes(), datasets::Small4DShapes()), |
| 124 | framework::dataset::make("DataType", DataType::F16)), |
| 125 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 126 | { |
| 127 | // Validate output |
| 128 | validate(Accessor(_target), _reference, tolerance_u8); |
| 129 | } |
| 130 | FIXTURE_DATA_TEST_CASE(RunLarge, NEQuantizationLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(concat(datasets::Large3DShapes(), datasets::Large4DShapes()), |
| 131 | framework::dataset::make("DataType", DataType::F16)), |
| 132 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 133 | { |
| 134 | // Validate output |
| 135 | validate(Accessor(_target), _reference, tolerance_u8); |
| 136 | } |
| 137 | TEST_SUITE_END() // FP16 |
| 138 | TEST_SUITE_END() // Half |
| 139 | #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 140 | |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 141 | TEST_SUITE_END() // QuantizationLayer |
| 142 | TEST_SUITE_END() // NEON |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 143 | } // namespace validation |
| 144 | } // namespace test |
| 145 | } // namespace arm_compute |