| /* | |
| * Copyright (c) 2017-2020 Arm Limited. | |
| * | |
| * SPDX-License-Identifier: MIT | |
| * | |
| * Permission is hereby granted, free of charge, to any person obtaining a copy | |
| * of this software and associated documentation files (the "Software"), to | |
| * deal in the Software without restriction, including without limitation the | |
| * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or | |
| * sell copies of the Software, and to permit persons to whom the Software is | |
| * furnished to do so, subject to the following conditions: | |
| * | |
| * The above copyright notice and this permission notice shall be included in all | |
| * copies or substantial portions of the Software. | |
| * | |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
| * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
| * SOFTWARE. | |
| */ | |
| #include "arm_compute/core/Types.h" | |
| #include "arm_compute/runtime/CL/CLTensor.h" | |
| #include "arm_compute/runtime/CL/CLTensorAllocator.h" | |
| #include "arm_compute/runtime/CL/functions/CLQuantizationLayer.h" | |
| #include "tests/CL/CLAccessor.h" | |
| #include "tests/PaddingCalculator.h" | |
| #include "tests/datasets/ShapeDatasets.h" | |
| #include "tests/framework/Asserts.h" | |
| #include "tests/framework/Macros.h" | |
| #include "tests/framework/datasets/Datasets.h" | |
| #include "tests/validation/Validation.h" | |
| #include "tests/validation/fixtures/QuantizationLayerFixture.h" | |
| namespace arm_compute | |
| { | |
| namespace test | |
| { | |
| namespace validation | |
| { | |
| namespace | |
| { | |
| constexpr AbsoluteTolerance<float> tolerance_f32(1.0f); /**< Tolerance value for comparing reference's output against implementation's output for floating point data types */ | |
| constexpr AbsoluteTolerance<uint8_t> tolerance_u8(1); /**< Tolerance value for comparing reference's output against implementation's output for QASYMM8 data types */ | |
| constexpr AbsoluteTolerance<int8_t> tolerance_s8(1); /**< Tolerance value for comparing reference's output against implementation's output for QASYMM8_SIGNED data types */ | |
| constexpr AbsoluteTolerance<uint16_t> tolerance_u16(1); /**< Tolerance value for comparing reference's output against implementation's output for QASYMM16 data types */ | |
| const auto QuantizationSmallShapes = concat(datasets::Small3DShapes(), datasets::Small4DShapes()); | |
| const auto QuantizationLargeShapes = concat(datasets::Large3DShapes(), datasets::Large4DShapes()); | |
| } // namespace | |
| TEST_SUITE(CL) | |
| TEST_SUITE(QuantizationLayer) | |
| // *INDENT-OFF* | |
| // clang-format off | |
| DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip( | |
| framework::dataset::make("InputInfo", { TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), // Wrong output data type | |
| TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), // Wrong output data type | |
| TensorInfo(TensorShape(16U, 16U, 2U, 5U), 1, DataType::F32), // Mismatching shapes | |
| TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), // Valid | |
| }), | |
| framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::F32), | |
| TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::U16), | |
| TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), | |
| TensorInfo(TensorShape(16U, 16U, 16U, 5U), 1, DataType::QASYMM8), | |
| })), | |
| framework::dataset::make("Expected", { false, false, false, true})), | |
| input_info, output_info, expected) | |
| { | |
| ARM_COMPUTE_EXPECT(bool(CLQuantizationLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false))) == expected, framework::LogLevel::ERRORS); | |
| } | |
| // clang-format on | |
| // *INDENT-ON* | |
| template <typename T> | |
| using CLQuantizationLayerQASYMM8Fixture = QuantizationValidationFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, uint8_t>; | |
| template <typename T> | |
| using CLQuantizationLayerQASYMM8_SIGNEDFixture = QuantizationValidationFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, int8_t>; | |
| template <typename T> | |
| using CLQuantizationLayerQASYMM16Fixture = QuantizationValidationFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, uint16_t>; | |
| TEST_SUITE(Float) | |
| TEST_SUITE(FP32) | |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, CLQuantizationLayerQASYMM8Fixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, | |
| framework::dataset::make("DataTypeIn", DataType::F32)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), | |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8_SIGNED, CLQuantizationLayerQASYMM8_SIGNEDFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, | |
| framework::dataset::make("DataTypeIn", DataType::F32)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8_SIGNED })), | |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM16, CLQuantizationLayerQASYMM16Fixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, | |
| framework::dataset::make("DataTypeIn", DataType::F32)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), | |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_u16); | |
| } | |
| FIXTURE_DATA_TEST_CASE(RunLargeQASYMM8, CLQuantizationLayerQASYMM8Fixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, | |
| framework::dataset::make("DataTypeIn", DataType::F32)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), | |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE(RunLargeQASYMM16, CLQuantizationLayerQASYMM16Fixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, | |
| framework::dataset::make("DataTypeIn", DataType::F32)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), | |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_u16); | |
| } | |
| TEST_SUITE_END() // FP32 | |
| TEST_SUITE(FP16) | |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, CLQuantizationLayerQASYMM8Fixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, | |
| framework::dataset::make("DataTypeIn", DataType::F16)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), | |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| FIXTURE_DATA_TEST_CASE(RunLargeQASYMM8, CLQuantizationLayerQASYMM8Fixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, | |
| framework::dataset::make("DataTypeIn", DataType::F16)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), | |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_f32); | |
| } | |
| TEST_SUITE_END() // FP16 | |
| TEST_SUITE_END() // Float | |
| TEST_SUITE(Quantized) | |
| template <typename T> | |
| using CLQuantizationLayerQASYMM8GenFixture = QuantizationValidationGenericFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, uint8_t>; | |
| template <typename T> | |
| using CLQuantizationLayerQASYMM8_SIGNEDGenFixture = QuantizationValidationGenericFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, int8_t>; | |
| template <typename T> | |
| using CLQuantizationLayerQASYMM16GenFixture = QuantizationValidationGenericFixture<CLTensor, CLAccessor, CLQuantizationLayer, T, uint16_t>; | |
| TEST_SUITE(QASYMM8) | |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, CLQuantizationLayerQASYMM8GenFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(QuantizationSmallShapes, | |
| framework::dataset::make("DataType", DataType::QASYMM8)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), | |
| framework::dataset::make("QuantizationInfoOutput", { QuantizationInfo(0.5f, 10) })), | |
| framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(2.0f, 15) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_u8); | |
| } | |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8_SIGNED, CLQuantizationLayerQASYMM8_SIGNEDGenFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(QuantizationSmallShapes, | |
| framework::dataset::make("DataTypeIn", DataType::QASYMM8)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8_SIGNED })), | |
| framework::dataset::make("QuantizationInfoOutput", { QuantizationInfo(1.0f, 10) })), | |
| framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(1.0f, 15) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_s8); | |
| } | |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM16, CLQuantizationLayerQASYMM16GenFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(QuantizationSmallShapes, | |
| framework::dataset::make("DataTypeIn", DataType::QASYMM8)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), | |
| framework::dataset::make("QuantizationInfoOutput", { QuantizationInfo(1.0f, 10) })), | |
| framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(4.0f, 23) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_u16); | |
| } | |
| TEST_SUITE_END() // QASYMM8 | |
| TEST_SUITE(QASYMM8_SIGNED) | |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8_SIGNED, CLQuantizationLayerQASYMM8_SIGNEDGenFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(QuantizationSmallShapes, | |
| framework::dataset::make("DataTypeIn", DataType::QASYMM8_SIGNED)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8_SIGNED })), | |
| framework::dataset::make("QuantizationInfoOutput", { QuantizationInfo(1.0f, 10) })), | |
| framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(2.0f, 5) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_s8); | |
| } | |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, CLQuantizationLayerQASYMM8GenFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(QuantizationSmallShapes, | |
| framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), | |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), | |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.0f, 10) })), | |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.0f, 30) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_u8); | |
| } | |
| TEST_SUITE_END() // QASYMM8_SIGNED | |
| TEST_SUITE_END() // Quantized | |
| TEST_SUITE_END() // QuantizationLayer | |
| TEST_SUITE_END() // CL | |
| } // namespace validation | |
| } // namespace test | |
| } // namespace arm_compute |