/* * Copyright (c) 2018-2019 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/CL/CLTensor.h" #include "arm_compute/runtime/CL/CLTensorAllocator.h" #include "arm_compute/runtime/CL/functions/CLYOLOLayer.h" #include "tests/CL/CLAccessor.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/YOLOLayerFixture.h" namespace arm_compute { namespace test { namespace validation { namespace { constexpr AbsoluteTolerance tolerance_f32(1e-6f); constexpr RelativeTolerance tolerance_f16(0.01f); /** Floating point data sets. */ const auto YOLODataset = combine(combine(combine(combine(framework::dataset::make("InPlace", { false, true }), framework::dataset::make("ActivationFunction", ActivationLayerInfo::ActivationFunction::LOGISTIC)), framework::dataset::make("AlphaBeta", { 0.5f, 1.f })), framework::dataset::make("Classes", 40)), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })); } // namespace TEST_SUITE(CL) TEST_SUITE(YOLOLayer) // *INDENT-OFF* // clang-format off DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( framework::dataset::make("InputInfo", { TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::U8), // Wrong input data type TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::F32), // Invalid activation info TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::F32), // Wrong output data type TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::F32), // wrong number of classes TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::F32), // Mismatching shapes TensorInfo(TensorShape(17U, 16U, 6U), 1, DataType::F32), // Shrink window TensorInfo(TensorShape(17U, 16U, 7U), 1, DataType::F32), // Channels not multiple of (num_classes + 5) TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::F32), // Valid }), framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::F32), TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::F32), TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::U16), TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::F32), TensorInfo(TensorShape(16U, 11U, 6U), 1, DataType::F32), TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::F32), TensorInfo(TensorShape(16U, 16U, 7U), 1, DataType::F32), TensorInfo(TensorShape(16U, 16U, 6U), 1, DataType::F32), })), framework::dataset::make("ActivationInfo", { ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC), })), framework::dataset::make("Numclasses", { 1, 1, 1, 0, 1, 1, 1, 1 })), framework::dataset::make("Expected", { false, false, false, false, false, false, false, true})), input_info, output_info, act_info, num_classes, expected) { ARM_COMPUTE_EXPECT(bool(CLYOLOLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), act_info, num_classes)) == expected, framework::LogLevel::ERRORS); } // clang-format on // *INDENT-ON* template using CLYOLOLayerFixture = YOLOValidationFixture; TEST_SUITE(Float) TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, CLYOLOLayerFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallYOLOShapes(), YOLODataset), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f32); } FIXTURE_DATA_TEST_CASE(RunLarge, CLYOLOLayerFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeYOLOShapes(), YOLODataset), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f32); } TEST_SUITE_END() // FP32 TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, CLYOLOLayerFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallYOLOShapes(), YOLODataset), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f16); } FIXTURE_DATA_TEST_CASE(RunLarge, CLYOLOLayerFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeYOLOShapes(), YOLODataset), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f16); } TEST_SUITE_END() // FP16 TEST_SUITE_END() // Float TEST_SUITE_END() // YOLOLayer TEST_SUITE_END() // CL } // namespace validation } // namespace test } // namespace arm_compute