| /* |
| * Copyright (c) 2017 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/CLNormalizationLayer.h" |
| #include "framework/Asserts.h" |
| #include "framework/Macros.h" |
| #include "framework/datasets/Datasets.h" |
| #include "tests/CL/CLAccessor.h" |
| #include "tests/PaddingCalculator.h" |
| #include "tests/datasets_new/NormalizationTypesDataset.h" |
| #include "tests/datasets_new/ShapeDatasets.h" |
| #include "tests/validation_new/Validation.h" |
| #include "tests/validation_new/fixtures/NormalizationLayerFixture.h" |
| #include "tests/validation_new/half.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| namespace |
| { |
| /** Tolerance for float operations */ |
| constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); |
| constexpr AbsoluteTolerance<float> tolerance_f32(0.00001f); |
| /** Tolerance for fixed point operations */ |
| constexpr AbsoluteTolerance<int8_t> tolerance_qs8(2); |
| constexpr AbsoluteTolerance<int16_t> tolerance_qs16(2); |
| |
| /** Input data set. */ |
| const auto NormalizationDataset = combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("NormType", { NormType::IN_MAP_1D, NormType::CROSS_MAP })), |
| framework::dataset::make("NormalizationSize", 3, 9, 2)), |
| framework::dataset::make("Beta", { 0.5f, 1.f, 2.f })); |
| } // namespace |
| |
| TEST_SUITE(CL) |
| TEST_SUITE(NormalizationLayer) |
| |
| //TODO(COMPMID-415): Missing configuration? |
| |
| template <typename T> |
| using CLNormalizationLayerFixture = NormalizationValidationFixture<CLTensor, CLAccessor, CLNormalizationLayer, T>; |
| |
| TEST_SUITE(Float) |
| TEST_SUITE(FP16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLNormalizationLayerFixture<half_float::half>, framework::DatasetMode::PRECOMMIT, combine(NormalizationDataset, framework::dataset::make("DataType", DataType::F16))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_f16); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLNormalizationLayerFixture<half_float::half>, framework::DatasetMode::NIGHTLY, combine(NormalizationDataset, framework::dataset::make("DataType", DataType::F16))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_f16); |
| } |
| TEST_SUITE_END() |
| |
| TEST_SUITE(FP32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLNormalizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(NormalizationDataset, framework::dataset::make("DataType", DataType::F32))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLNormalizationLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(NormalizationDataset, framework::dataset::make("DataType", DataType::F32))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_f32); |
| } |
| TEST_SUITE_END() |
| TEST_SUITE_END() |
| |
| template <typename T> |
| using CLNormalizationLayerFixedPointFixture = NormalizationValidationFixedPointFixture<CLTensor, CLAccessor, CLNormalizationLayer, T>; |
| |
| TEST_SUITE(Quantized) |
| TEST_SUITE(QS8) |
| // Testing for fixed point position [1,6) as reciprocal limits the maximum fixed point position to 5 |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLNormalizationLayerFixedPointFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| DataType::QS8)), |
| framework::dataset::make("FractionalBits", 1, 6))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_qs8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLNormalizationLayerFixedPointFixture<int8_t>, framework::DatasetMode::NIGHTLY, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| DataType::QS8)), |
| framework::dataset::make("FractionalBits", 1, 6))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_qs8); |
| } |
| TEST_SUITE_END() |
| |
| TEST_SUITE(QS16) |
| // Testing for fixed point position [1,14) as reciprocal limits the maximum fixed point position to 5 |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLNormalizationLayerFixedPointFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| DataType::QS16)), |
| framework::dataset::make("FractionalBits", 1, 14))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_qs16); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLNormalizationLayerFixedPointFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| DataType::QS16)), |
| framework::dataset::make("FractionalBits", 1, 14))) |
| { |
| // Validate output |
| validate(CLAccessor(_target), _reference, tolerance_qs16); |
| } |
| TEST_SUITE_END() |
| TEST_SUITE_END() |
| |
| TEST_SUITE_END() |
| TEST_SUITE_END() |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |