| /* |
| * Copyright (c) 2017-2021, 2024 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/NEON/functions/NEQuantizationLayer.h" |
| #include "arm_compute/runtime/Tensor.h" |
| #include "arm_compute/runtime/TensorAllocator.h" |
| #include "tests/NEON/Accessor.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 |
| { |
| /** Tolerance for quantization */ |
| 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(NEON) |
| 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), // Missmatching 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(NEQuantizationLayer::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 NEQuantizationLayerQASYMM8Fixture = QuantizationValidationFixture<Tensor, Accessor, NEQuantizationLayer, T, uint8_t>; |
| template <typename T> |
| using NEQuantizationLayerQASYMM8SignedFixture = QuantizationValidationFixture<Tensor, Accessor, NEQuantizationLayer, T, int8_t>; |
| template <typename T> |
| using NEQuantizationLayerQASYMM16Fixture = QuantizationValidationFixture<Tensor, Accessor, NEQuantizationLayer, T, uint16_t>; |
| |
| TEST_SUITE(Float) |
| TEST_SUITE(FP32) |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, NEQuantizationLayerQASYMM8Fixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_u8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8Signed, NEQuantizationLayerQASYMM8SignedFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(QuantizationSmallShapes, |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8_SIGNED })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_s8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM16, NEQuantizationLayerQASYMM16Fixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_u16); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLargeQASYMM8, NEQuantizationLayerQASYMM8Fixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_u8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLargeQASYMM16, NEQuantizationLayerQASYMM16Fixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_u16); |
| } |
| TEST_SUITE_END() // FP32 |
| #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| TEST_SUITE(FP16) |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, NEQuantizationLayerQASYMM8Fixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_u8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8Signed, NEQuantizationLayerQASYMM8SignedFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(QuantizationSmallShapes, |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8_SIGNED })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_s8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM16, NEQuantizationLayerQASYMM16Fixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(QuantizationSmallShapes, |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_u16); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLargeQASYMM8, NEQuantizationLayerQASYMM8Fixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_u8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLargeQASYMM16, NEQuantizationLayerQASYMM16Fixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(QuantizationLargeShapes, |
| framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM16 })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_u16); |
| } |
| TEST_SUITE_END() // FP16 |
| #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| TEST_SUITE_END() // Float |
| |
| TEST_SUITE(Quantized) |
| template <typename T> |
| using NEQuantizationLayerQASYMM8GenFixture = QuantizationValidationGenericFixture<Tensor, Accessor, NEQuantizationLayer, T, uint8_t>; |
| template <typename T> |
| using NEQuantizationLayerQASYMM8_SIGNEDGenFixture = QuantizationValidationGenericFixture<Tensor, Accessor, NEQuantizationLayer, T, int8_t>; |
| template <typename T> |
| using NEQuantizationLayerQASYMM16GenFixture = QuantizationValidationGenericFixture<Tensor, Accessor, NEQuantizationLayer, T, uint16_t>; |
| TEST_SUITE(QASYMM8) |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, NEQuantizationLayerQASYMM8GenFixture<uint8_t>, framework::DatasetMode::ALL, 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), QuantizationInfo(0.5f, 25) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_u8); |
| } |
| FIXTURE_DATA_TEST_CASE(ConvertUint8toInt8, NEQuantizationLayerQASYMM8GenFixture<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(combine(QuantizationSmallShapes, |
| framework::dataset::make("DataType", DataType::QASYMM8)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8_SIGNED })), |
| framework::dataset::make("QuantizationInfoOutput", { QuantizationInfo(2.0f, -1) })), |
| framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(2.0f, 127) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_u8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8_SIGNED, NEQuantizationLayerQASYMM8_SIGNEDGenFixture<uint8_t>, framework::DatasetMode::ALL, 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), QuantizationInfo(2.0f, -25) })), |
| framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(1.0f, 15), QuantizationInfo(1.0f, 127) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_s8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM16, NEQuantizationLayerQASYMM16GenFixture<uint8_t>, framework::DatasetMode::ALL, 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(Accessor(_target), _reference, tolerance_u16); |
| } |
| TEST_SUITE_END() // QASYMM8 |
| TEST_SUITE(QASYMM8_SIGNED) |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8_SIGNED, NEQuantizationLayerQASYMM8_SIGNEDGenFixture<int8_t>, framework::DatasetMode::ALL, 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), QuantizationInfo(1.0f, 43) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_s8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmallQASYMM8, NEQuantizationLayerQASYMM8GenFixture<int8_t>, framework::DatasetMode::ALL, combine(combine(combine(combine(QuantizationSmallShapes, |
| framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| framework::dataset::make("QuantizationInfoOutput", { QuantizationInfo(2.0f, 10), QuantizationInfo(2.0f, -25) })), |
| framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(1.0f, 30), QuantizationInfo(2.0f, -128) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_u8); |
| } |
| FIXTURE_DATA_TEST_CASE(ConvertInt8toUint8, NEQuantizationLayerQASYMM8_SIGNEDGenFixture<int8_t>, framework::DatasetMode::ALL, combine(combine(combine(combine(QuantizationSmallShapes, |
| framework::dataset::make("DataTypeIn", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("DataTypeOut", { DataType::QASYMM8 })), |
| framework::dataset::make("QuantizationInfoOutput", { QuantizationInfo(1.0f, 0) })), |
| framework::dataset::make("QuantizationInfoInput", { QuantizationInfo(1.0f, -128) }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_s8); |
| } |
| |
| TEST_SUITE_END() // QASYMM8_SIGNED |
| TEST_SUITE_END() // Quantized |
| |
| TEST_SUITE_END() // QuantizationLayer |
| TEST_SUITE_END() // Neon |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |