Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 1 | /* |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2019 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 | { |
| 45 | constexpr AbsoluteTolerance<float> tolerance_f32(1.0f); /**< Tolerance value for comparing reference's output against implementation's output for floating point data types */ |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 46 | const auto QuantizationSmallShapes = concat(datasets::Small3DShapes(), datasets::Small4DShapes()); |
| 47 | const auto QuantizationLargeShapes = concat(datasets::Large3DShapes(), datasets::Large4DShapes()); |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 48 | } // namespace |
| 49 | |
| 50 | TEST_SUITE(CL) |
| 51 | TEST_SUITE(QuantizationLayer) |
| 52 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 53 | // *INDENT-OFF* |
| 54 | // clang-format off |
| 55 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip( |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 56 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), // Wrong input data type |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 57 | 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] | 58 | TensorInfo(TensorShape(16U, 16U, 2U, 5U), 1, DataType::F32), // Mismatching shapes |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 59 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), // Valid |
| 60 | }), |
| 61 | 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] | 62 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::U16), |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 63 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), |
| 64 | TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 65 | })), |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 66 | framework::dataset::make("Expected", { false, false, false, true})), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 67 | input_info, output_info, expected) |
| 68 | { |
| 69 | ARM_COMPUTE_EXPECT(bool(CLQuantizationLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false))) == expected, framework::LogLevel::ERRORS); |
| 70 | } |
| 71 | // clang-format on |
| 72 | // *INDENT-ON* |
| 73 | |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 74 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(QuantizationSmallShapes, framework::dataset::make("DataType", DataType::F32)), shape, data_type) |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 75 | { |
| 76 | // Create tensors |
| 77 | CLTensor src = create_tensor<CLTensor>(shape, data_type); |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 78 | CLTensor dst = create_tensor<CLTensor>(shape, DataType::QASYMM8); |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 79 | |
| 80 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 81 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 82 | |
| 83 | // Create and configure function |
| 84 | CLQuantizationLayer quant_layer; |
| 85 | quant_layer.configure(&src, &dst); |
| 86 | |
| 87 | // Validate valid region |
| 88 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 89 | validate(src.info()->valid_region(), valid_region); |
| 90 | validate(dst.info()->valid_region(), valid_region); |
| 91 | |
| 92 | // Validate padding |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 93 | validate(src.info()->padding(), PaddingSize()); |
| 94 | validate(dst.info()->padding(), PaddingSize()); |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 95 | } |
| 96 | |
| 97 | template <typename T> |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 98 | using CLQuantizationLayerQASYMM8Fixture = QuantizationValidationFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, uint8_t>; |
| 99 | template <typename T> |
| 100 | using CLQuantizationLayerQASYMM16Fixture = QuantizationValidationFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, uint16_t>; |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 101 | |
| 102 | TEST_SUITE(Float) |
| 103 | TEST_SUITE(FP32) |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 104 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, CLQuantizationLayerQASYMM8Fixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| 105 | framework::dataset::make("DataTypeIn", DataType::F32)), |
| 106 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 107 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 108 | { |
| 109 | // Validate output |
| 110 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 111 | } |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 112 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM16, CLQuantizationLayerQASYMM16Fixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| 113 | framework::dataset::make("DataTypeIn", DataType::F32)), |
| 114 | framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| 115 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 116 | { |
| 117 | // Validate output |
| 118 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 119 | } |
| 120 | FIXTURE_DATA_TEST_CASE(RunLargeQASYMM8, CLQuantizationLayerQASYMM8Fixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| 121 | framework::dataset::make("DataTypeIn", DataType::F32)), |
| 122 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 123 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| 124 | { |
| 125 | // Validate output |
| 126 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 127 | } |
| 128 | FIXTURE_DATA_TEST_CASE(RunLargeQASYMM16, CLQuantizationLayerQASYMM16Fixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| 129 | framework::dataset::make("DataTypeIn", DataType::F32)), |
| 130 | framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| 131 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 132 | { |
| 133 | // Validate output |
| 134 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 135 | } |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 136 | TEST_SUITE_END() // FP32 |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 137 | |
| 138 | TEST_SUITE(FP16) |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 139 | FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, CLQuantizationLayerQASYMM8Fixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| 140 | framework::dataset::make("DataTypeIn", DataType::F16)), |
| 141 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 142 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 143 | { |
| 144 | // Validate output |
| 145 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 146 | } |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 147 | FIXTURE_DATA_TEST_CASE(RunLargeQASYMM8, CLQuantizationLayerQASYMM8Fixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| 148 | framework::dataset::make("DataTypeIn", DataType::F16)), |
| 149 | framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| 150 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 151 | { |
| 152 | // Validate output |
| 153 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 154 | } |
| 155 | TEST_SUITE_END() // FP16 |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 156 | TEST_SUITE_END() // Float |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 157 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 158 | TEST_SUITE_END() // QuantizationLayer |
| 159 | TEST_SUITE_END() // CL |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 160 | } // namespace validation |
| 161 | } // namespace test |
| 162 | } // namespace arm_compute |