/* * 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/GLES_COMPUTE/GCTensor.h" #include "arm_compute/runtime/GLES_COMPUTE/GCTensorAllocator.h" #include "arm_compute/runtime/GLES_COMPUTE/functions/GCActivationLayer.h" #include "tests/GLES_COMPUTE/GCAccessor.h" #include "tests/PaddingCalculator.h" #include "tests/datasets/ActivationFunctionsDataset.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/ActivationLayerFixture.h" namespace arm_compute { namespace test { namespace validation { namespace { /** Define tolerance of the activation layer. * * @param[in] activation The activation function used. * @param[in] data_type Data type. * * @return Tolerance depending on the activation function. */ AbsoluteTolerance tolerance(ActivationLayerInfo::ActivationFunction activation, DataType data_type) { constexpr float epsilon = 1e-6f; switch(activation) { case ActivationLayerInfo::ActivationFunction::LINEAR: return AbsoluteTolerance(data_type == DataType::F16 ? 0.2f : epsilon); case ActivationLayerInfo::ActivationFunction::SQUARE: return AbsoluteTolerance(data_type == DataType::F16 ? 0.1f : epsilon); case ActivationLayerInfo::ActivationFunction::LOGISTIC: return AbsoluteTolerance(data_type == DataType::F16 ? 0.001f : epsilon); case ActivationLayerInfo::ActivationFunction::LEAKY_RELU: return AbsoluteTolerance(data_type == DataType::F16 ? 0.00001f : epsilon); case ActivationLayerInfo::ActivationFunction::SOFT_RELU: case ActivationLayerInfo::ActivationFunction::ELU: case ActivationLayerInfo::ActivationFunction::SQRT: return AbsoluteTolerance(data_type == DataType::F16 ? 0.01f : 0.00001f); case ActivationLayerInfo::ActivationFunction::TANH: return AbsoluteTolerance(data_type == DataType::F16 ? 0.001f : 0.00001f); default: return AbsoluteTolerance(epsilon); } } /** CNN data types */ const auto CNNDataTypes = framework::dataset::make("DataType", { DataType::F16, DataType::F32, }); /** Input data sets. */ const auto ActivationDataset = combine(combine(framework::dataset::make("InPlace", { false, true }), datasets::ActivationFunctions()), framework::dataset::make("AlphaBeta", { 0.5f, 1.f })); } // namespace TEST_SUITE(GC) TEST_SUITE(ActivationLayer) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(concat(datasets::SmallShapes(), datasets::LargeShapes()), CNNDataTypes), framework::dataset::make("InPlace", { false, true })), shape, data_type, in_place) { // Create tensors GCTensor src = create_tensor(shape, data_type, 1); GCTensor dst = create_tensor(shape, data_type, 1); ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); // Create and configure function GCActivationLayer act_layer; if(in_place) { act_layer.configure(&src, nullptr, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::ABS)); } else { act_layer.configure(&src, &dst, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::ABS)); } // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(src.info()->valid_region(), valid_region); if(!in_place) { validate(dst.info()->valid_region(), valid_region); } // Validate padding const int step = (arm_compute::data_size_from_type(data_type) == 4 ? 1 : 2); const PaddingSize padding = PaddingCalculator(shape.x(), step).required_padding(); validate(src.info()->padding(), padding); if(!in_place) { validate(dst.info()->padding(), padding); } } template using GCActivationLayerFixture = ActivationValidationFixture; TEST_SUITE(Float) TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, GCActivationLayerFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ActivationDataset), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(GCAccessor(_target), _reference, tolerance(_function, _data_type)); } FIXTURE_DATA_TEST_CASE(RunLarge, GCActivationLayerFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), ActivationDataset), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(GCAccessor(_target), _reference, tolerance(_function, _data_type)); } TEST_SUITE_END() TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, GCActivationLayerFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ActivationDataset), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(GCAccessor(_target), _reference, tolerance(_function, _data_type)); } FIXTURE_DATA_TEST_CASE(RunLarge, GCActivationLayerFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), ActivationDataset), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(GCAccessor(_target), _reference, tolerance(_function, _data_type)); } TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() } // namespace validation } // namespace test } // namespace arm_compute