From 73023027d6250daaa1df49fdeb1d21e59a0bf7f5 Mon Sep 17 00:00:00 2001 From: Giorgio Arena Date: Tue, 4 Sep 2018 14:55:55 +0100 Subject: COMPMID-1539 Implement YOLOLayer on CL Change-Id: I332c0703e1399fca0c5b724529b54a28f49c88da Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146842 Tested-by: Jenkins Reviewed-by: Georgios Pinitas --- tests/validation/CL/ActivationLayer.cpp | 9 +-- tests/validation/CL/YOLOLayer.cpp | 127 ++++++++++++++++++++++++++++++++ 2 files changed, 128 insertions(+), 8 deletions(-) create mode 100644 tests/validation/CL/YOLOLayer.cpp (limited to 'tests/validation/CL') diff --git a/tests/validation/CL/ActivationLayer.cpp b/tests/validation/CL/ActivationLayer.cpp index d91f7082b4..8a6d5ad88a 100644 --- a/tests/validation/CL/ActivationLayer.cpp +++ b/tests/validation/CL/ActivationLayer.cpp @@ -202,14 +202,7 @@ TEST_SUITE_END() template using CLActivationLayerQuantizedFixture = ActivationValidationQuantizedFixture; -/** Input data sets. */ -const auto QuantizedActivationFunctionsDataset = framework::dataset::make("ActivationFunction", { ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, - ActivationLayerInfo::ActivationFunction::RELU, - ActivationLayerInfo::ActivationFunction::LOGISTIC, - ActivationLayerInfo::ActivationFunction::BOUNDED_RELU - }); - -const auto QuantizedActivationDataset = combine(combine(framework::dataset::make("InPlace", { false, true }), QuantizedActivationFunctionsDataset), +const auto QuantizedActivationDataset = combine(combine(framework::dataset::make("InPlace", { false, true }), datasets::ActivationFunctionsQuantized()), framework::dataset::make("AlphaBeta", { 0.5f, 1.f })); TEST_SUITE(Quantized) diff --git a/tests/validation/CL/YOLOLayer.cpp b/tests/validation/CL/YOLOLayer.cpp new file mode 100644 index 0000000000..d8e6e54246 --- /dev/null +++ b/tests/validation/CL/YOLOLayer.cpp @@ -0,0 +1,127 @@ +/* + * Copyright (c) 2018 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 +{ +/** Define tolerance of the yolo 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::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); + } +} + +/** Floating point data sets. */ +const auto YOLODataset = combine(combine(combine(combine(framework::dataset::make("InPlace", { false, true }), datasets::ActivationFunctions()), + 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) + +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(_function, _data_type)); +} + +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(_function, _data_type)); +} +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(_function, _data_type)); +} +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(_function, _data_type)); +} +TEST_SUITE_END() // FP16 +TEST_SUITE_END() // Float + +TEST_SUITE_END() // YOLOLayer +TEST_SUITE_END() // CL +} // namespace validation +} // namespace test +} // namespace arm_compute -- cgit v1.2.1