/* * Copyright (c) 2017-2019 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/NEDepthConvertLayer.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/ConvertPolicyDataset.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/DepthConvertLayerFixture.h" namespace arm_compute { namespace test { namespace validation { namespace { /** Input data sets **/ const auto DepthConvertLayerQASYMM8toF16Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::F16)); const auto DepthConvertLayerQASYMM8toF32Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::F32)); const auto DepthConvertLayerQASYMM8toS32Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::S32)); const auto DepthConvertLayerU8toU16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U16)); const auto DepthConvertLayerU8toS16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S16)); const auto DepthConvertLayerU8toS32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S32)); const auto DepthConvertLayerU8toF16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::F16)); const auto DepthConvertLayerU8toF32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::F32)); const auto DepthConvertLayerU16toU8Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::U8)); const auto DepthConvertLayerU16toU32Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::U32)); const auto DepthConvertLayerS16toU8Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::U8)); const auto DepthConvertLayerS16toS32Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::S32)); const auto DepthConvertLayerF16toU8Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::U8)); const auto DepthConvertLayerF16toF32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F32)); const auto DepthConvertLayerF16toS32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::S32)); const auto DepthConvertLayerF32toF16Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F16)); const auto DepthConvertLayerF32toS32Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::S32)); const auto DepthConvertLayerF32toU8Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::U8)); const auto DepthConvertLayerS32toF32Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::F32)); const auto DepthConvertLayerS32toQASYMM8Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::QASYMM8)); const auto DepthConvertLayerS32toF16Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::F16)); const auto DepthConvertLayerS32toU8Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::U8)); const auto DepthConvertLayerF16toQASYMM8Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::QASYMM8)); const auto DepthConvertLayerF32toQASYMM8Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::QASYMM8)); const auto DepthConvertLayerShiftDatasetNightly = framework::dataset::make("Shift", 0, 7); const auto DepthConvertLayerShiftDatasetPrecommit = framework::dataset::make("Shift", { 0, 3, 6 }); const auto DepthConvertLayerZeroShiftDataset = framework::dataset::make("Shift", 0); constexpr AbsoluteTolerance tolerance_qasymm8(1); constexpr AbsoluteTolerance tolerance_one_int32(1); #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC constexpr AbsoluteTolerance tolerance_one_uint8(1); #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ } // namespace TEST_SUITE(NEON) TEST_SUITE(DepthConvertLayer) // *INDENT-OFF* // clang-format off DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( framework::dataset::make("InputInfo", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U16), // Invalid data type combination TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), // Invalid data type combination TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Mismatching shapes TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8), // Invalid shift TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8), // Valid }), framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8), })), framework::dataset::make("Policy",{ ConvertPolicy::WRAP, ConvertPolicy::WRAP, ConvertPolicy::WRAP, ConvertPolicy::WRAP, ConvertPolicy::WRAP, ConvertPolicy::WRAP, ConvertPolicy::WRAP, })), framework::dataset::make("Shift",{ 1, 1, 1, 1, 1, 1, 8, 1, })), framework::dataset::make("Expected", { false, false, false, false, true})), input_info, output_info, policy, shift, expected) { ARM_COMPUTE_EXPECT(bool(NEDepthConvertLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), policy, shift)) == expected, framework::LogLevel::ERRORS); } // clang-format on // *INDENT-ON* template using NEDepthConvertLayerToU16Fixture = DepthConvertLayerValidationFixture; template using NEDepthConvertLayerToS16Fixture = DepthConvertLayerValidationFixture; template using NEDepthConvertLayerToS32Fixture = DepthConvertLayerValidationFixture; template using NEDepthConvertLayerToU8Fixture = DepthConvertLayerValidationFixture; template using NEDepthConvertLayerToU32Fixture = DepthConvertLayerValidationFixture; template using NEDepthConvertLayerToF16Fixture = DepthConvertLayerValidationFixture; template using NEDepthConvertLayerToF32Fixture = DepthConvertLayerValidationFixture; template using NEDepthConvertLayerToQASYMM8Fixture = DepthConvertLayerValidationQuantizedFixture; template using NEDepthConvertLayerQuantizedToF16Fixture = DepthConvertLayerValidationQuantizedFixture; template using NEDepthConvertLayerQuantizedToF32Fixture = DepthConvertLayerValidationQuantizedFixture; template using NEDepthConvertLayerQuantizedToS32Fixture = DepthConvertLayerValidationQuantizedFixture; TEST_SUITE(QASYMM8_to_F32) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::QASYMM8, 1); Tensor dst = create_tensor(shape, DataType::F32, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerQuantizedToF32Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerQASYMM8toF32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerQuantizedToF32Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerQASYMM8toF32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // QASYMM8_to_F32 TEST_SUITE(QASYMM8_to_S32) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::QASYMM8, 1); Tensor dst = create_tensor(shape, DataType::S32, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerQuantizedToS32Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerQASYMM8toS32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerQuantizedToS32Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerQASYMM8toS32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // QASYMM8_to_S32 TEST_SUITE(U8_to_U16) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::U8, 1); Tensor dst = create_tensor(shape, DataType::U16, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToU16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerU8toU16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetPrecommit)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToU16Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerU8toU16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // U8_to_U16 TEST_SUITE(U8_to_S16) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::U8, 1); Tensor dst = create_tensor(shape, DataType::S16, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToS16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerU8toS16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetPrecommit)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToS16Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerU8toS16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // U8_to_S16 TEST_SUITE(U8_to_S32) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::U8, 1); Tensor dst = create_tensor(shape, DataType::S32, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToS32Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerU8toS32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetPrecommit)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToS32Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerU8toS32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // U8_to_S32 TEST_SUITE(U8_to_F32) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::U8, 1); Tensor dst = create_tensor(shape, DataType::F32, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToF32Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerU8toF32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetPrecommit)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToF32Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerU8toF32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // U8_to_F32 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC TEST_SUITE(U8_to_F16) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::U8, 1); Tensor dst = create_tensor(shape, DataType::F16, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToF16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerU8toF16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetPrecommit)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToF16Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerU8toF16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // U8_to_F36 #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC TEST_SUITE(U16_to_U8) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::U16, 1); Tensor dst = create_tensor(shape, DataType::U8, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToU8Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerU16toU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetPrecommit)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToU8Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerU16toU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // U16_to_U8 TEST_SUITE(U16_to_U32) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::U16, 1); Tensor dst = create_tensor(shape, DataType::U32, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToU32Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerU16toU32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetPrecommit)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToU32Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerU16toU32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // U16_to_U32 TEST_SUITE(S16_to_U8) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::S16, 1); Tensor dst = create_tensor(shape, DataType::U8, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToU8Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerS16toU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetPrecommit)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToU8Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerS16toU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // S16_to_U8 TEST_SUITE(S16_to_S32) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::S16, 1); Tensor dst = create_tensor(shape, DataType::S32, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToS32Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerS16toS32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetPrecommit)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToS32Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerS16toS32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerShiftDatasetNightly)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // S16_to_S32 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC TEST_SUITE(F16_to_QASYMM8) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::F16, 1); Tensor dst = create_tensor(shape, DataType::QASYMM8, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToQASYMM8Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerF16toQASYMM8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference, tolerance_qasymm8); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToQASYMM8Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerF16toQASYMM8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference, tolerance_qasymm8); } TEST_SUITE_END() // F16_to_QASYMM8 TEST_SUITE(F16_to_U8) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::F16, 1); Tensor dst = create_tensor(shape, DataType::U8, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToU8Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerF16toU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference, tolerance_one_uint8); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToU8Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerF16toU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference, tolerance_one_uint8); } TEST_SUITE_END() // F16_to_U8 TEST_SUITE(F16_to_F32) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::F16, 1); Tensor dst = create_tensor(shape, DataType::F32, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToF32Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerF16toF32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToF32Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerF16toF32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // F16_to_F32 TEST_SUITE(F16_to_S32) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::F16, 1); Tensor dst = create_tensor(shape, DataType::S32, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToS32Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerF16toS32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference, tolerance_one_int32); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToS32Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerF16toS32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference, tolerance_one_int32); } TEST_SUITE_END() // F16_to_S32 TEST_SUITE(QASYMM8_to_F16) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::QASYMM8, 1); Tensor dst = create_tensor(shape, DataType::F16, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerQuantizedToF16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerQASYMM8toF16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerQuantizedToF16Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerQASYMM8toF16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // QASYMM8_to_F16 TEST_SUITE(F32_to_F16) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::F32, 1); Tensor dst = create_tensor(shape, DataType::F16, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToF16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerF32toF16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToF16Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerF32toF16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // F32_to_F16 TEST_SUITE(S32_to_F16) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::S32, 1); Tensor dst = create_tensor(shape, DataType::F16, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToF16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerS32toF16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToF16Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerS32toF16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // S32_to_F16 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ TEST_SUITE(F32_to_S32) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::F32, 1); Tensor dst = create_tensor(shape, DataType::S32, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToS32Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerF32toS32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference, tolerance_one_int32); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToS32Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerF32toS32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference, tolerance_one_int32); } TEST_SUITE_END() // F32_to_S32 TEST_SUITE(F32_to_U8) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::F32, 1); Tensor dst = create_tensor(shape, DataType::U8, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToU8Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerF32toU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference, tolerance_one_int32); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToU8Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerF32toU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference, tolerance_one_int32); } TEST_SUITE_END() // F32_to_U8 TEST_SUITE(F32_to_QASYMM8) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::F32, 1); Tensor dst = create_tensor(shape, DataType::QASYMM8, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToQASYMM8Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerF32toQASYMM8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference, tolerance_qasymm8); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToQASYMM8Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerF32toQASYMM8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference, tolerance_qasymm8); } TEST_SUITE_END() // F32_to_QASYMM8 TEST_SUITE(S32_to_F32) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::S32, 1); Tensor dst = create_tensor(shape, DataType::F32, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToF32Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerS32toF32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToF32Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerS32toF32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // S32_to_F32 TEST_SUITE(S32_to_QASYMM8) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::S32, 1); Tensor dst = create_tensor(shape, DataType::QASYMM8, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToQASYMM8Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerS32toQASYMM8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference, tolerance_qasymm8); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToQASYMM8Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerS32toQASYMM8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), DepthConvertLayerZeroShiftDataset), framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) }))) { // Validate output validate(Accessor(_target), _reference, tolerance_qasymm8); } TEST_SUITE_END() // S32_to_QASYMM8 TEST_SUITE(S32_to_U8) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset), shape, policy, shift) { // Create tensors Tensor src = create_tensor(shape, DataType::S32, 1); Tensor dst = create_tensor(shape, DataType::U8, 1); // Create and Configure function NEDepthConvertLayer depth_convert; depth_convert.configure(&src, &dst, policy, shift); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthConvertLayerToU8Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), DepthConvertLayerS32toU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthConvertLayerToU8Fixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), DepthConvertLayerS32toU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), DepthConvertLayerZeroShiftDataset)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // S32_to_U8 TEST_SUITE_END() // DepthConvertLayer TEST_SUITE_END() // NEON } // namespace validation } // namespace test } // namespace arm_compute