| /* |
| * 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/NEON/functions/NEBatchNormalizationLayer.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/RandomBatchNormalizationLayerDataset.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/BatchNormalizationLayerFixture.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| namespace |
| { |
| constexpr AbsoluteTolerance<float> tolerance_f32(0.00001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ |
| #ifdef ARM_COMPUTE_ENABLE_FP16 |
| constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */ |
| #endif /* ARM_COMPUTE_ENABLE_FP16 */ |
| constexpr AbsoluteTolerance<float> tolerance_qs8(3.0f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::QS8 */ |
| constexpr AbsoluteTolerance<float> tolerance_qs16(6.0f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::QS16 */ |
| } // namespace |
| |
| TEST_SUITE(NEON) |
| TEST_SUITE(BatchNormalizationLayer) |
| |
| template <typename T> |
| using NEBatchNormalizationLayerFixture = BatchNormalizationLayerValidationFixture<Tensor, Accessor, NEBatchNormalizationLayer, T>; |
| |
| DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(datasets::RandomBatchNormalizationLayerDataset(), framework::dataset::make("DataType", { DataType::QS8, DataType::QS16, DataType::F32 })), |
| shape0, shape1, epsilon, dt) |
| { |
| // Set fixed point position data type allowed |
| int fixed_point_position = (arm_compute::is_data_type_fixed_point(dt)) ? 3 : 0; |
| |
| // Create tensors |
| Tensor src = create_tensor<Tensor>(shape0, dt, 1, fixed_point_position); |
| Tensor dst = create_tensor<Tensor>(shape0, dt, 1, fixed_point_position); |
| Tensor mean = create_tensor<Tensor>(shape1, dt, 1, fixed_point_position); |
| Tensor var = create_tensor<Tensor>(shape1, dt, 1, fixed_point_position); |
| Tensor beta = create_tensor<Tensor>(shape1, dt, 1, fixed_point_position); |
| Tensor gamma = create_tensor<Tensor>(shape1, dt, 1, fixed_point_position); |
| |
| // Create and Configure function |
| NEBatchNormalizationLayer norm; |
| norm.configure(&src, &dst, &mean, &var, &beta, &gamma, epsilon); |
| |
| // Validate valid region |
| const ValidRegion valid_region = shape_to_valid_region(shape0); |
| validate(dst.info()->valid_region(), valid_region); |
| } |
| |
| TEST_SUITE(Float) |
| FIXTURE_DATA_TEST_CASE(Random, NEBatchNormalizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::RandomBatchNormalizationLayerDataset(), |
| framework::dataset::make("DataType", DataType::F32))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_f32, 0); |
| } |
| TEST_SUITE_END() |
| |
| #ifdef ARM_COMPUTE_ENABLE_FP16 |
| TEST_SUITE(Float16) |
| FIXTURE_DATA_TEST_CASE(Random, NEBatchNormalizationLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(datasets::RandomBatchNormalizationLayerDataset(), |
| framework::dataset::make("DataType", DataType::F16))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_f16, 0); |
| } |
| TEST_SUITE_END() |
| #endif /* ARM_COMPUTE_ENABLE_FP16 */ |
| |
| TEST_SUITE(Quantized) |
| template <typename T> |
| using NEBatchNormalizationLayerFixedPointFixture = BatchNormalizationLayerValidationFixedPointFixture<Tensor, Accessor, NEBatchNormalizationLayer, T>; |
| |
| TEST_SUITE(QS8) |
| FIXTURE_DATA_TEST_CASE(Random, NEBatchNormalizationLayerFixedPointFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::RandomBatchNormalizationLayerDataset(), |
| framework::dataset::make("DataType", DataType::QS8)), |
| framework::dataset::make("FractionalBits", 1, 6))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qs8, 0); |
| } |
| TEST_SUITE_END() |
| |
| TEST_SUITE(QS16) |
| FIXTURE_DATA_TEST_CASE(Random, NEBatchNormalizationLayerFixedPointFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::RandomBatchNormalizationLayerDataset(), |
| framework::dataset::make("DataType", DataType::QS16)), |
| framework::dataset::make("FractionalBits", 1, 14))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qs16, 0); |
| } |
| TEST_SUITE_END() |
| |
| TEST_SUITE_END() |
| |
| TEST_SUITE_END() |
| TEST_SUITE_END() |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |