/* * 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/CLPoolingLayer.h" #include "tests/CL/CLAccessor.h" #include "tests/PaddingCalculator.h" #include "tests/datasets/PoolingTypesDataset.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/PoolingLayerFixture.h" namespace arm_compute { namespace test { namespace validation { namespace { /** Input data set for float data types */ const auto PoolingLayerDatasetFP = combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { 2, 3, 7, 9 })), framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0), PadStrideInfo(1, 2, 1, 1), PadStrideInfo(2, 2, 1, 0) })); /** Input data set for quantized data types */ const auto PoolingLayerDatasetQS = combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { 2, 3 })), framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0), PadStrideInfo(1, 2, 1, 1), PadStrideInfo(2, 2, 1, 0) })); constexpr AbsoluteTolerance tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for float types */ constexpr AbsoluteTolerance tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for float types */ constexpr AbsoluteTolerance tolerance_qs8(3); /**< Tolerance value for comparing reference's output against implementation's output for quantized input */ constexpr AbsoluteTolerance tolerance_qs16(6); /**< Tolerance value for comparing reference's output against implementation's output for quantized input */ } // namespace TEST_SUITE(CL) TEST_SUITE(PoolingLayer) template using CLPoolingLayerFixture = PoolingLayerValidationFixture; TEST_SUITE(Float) TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, CLPoolingLayerFixture, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), combine(PoolingLayerDatasetFP, framework::dataset::make("DataType", DataType::F32)))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f32); } FIXTURE_DATA_TEST_CASE(RunLarge, CLPoolingLayerFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, framework::dataset::make("DataType", DataType::F32)))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f32); } TEST_SUITE_END() TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, CLPoolingLayerFixture, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), combine(PoolingLayerDatasetFP, framework::dataset::make("DataType", DataType::F16)))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f16); } FIXTURE_DATA_TEST_CASE(RunLarge, CLPoolingLayerFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, framework::dataset::make("DataType", DataType::F16)))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f16); } TEST_SUITE_END() TEST_SUITE_END() template using CLPoolingLayerFixedPointFixture = PoolingLayerValidationFixedPointFixture; TEST_SUITE(Quantized) TEST_SUITE(QS8) FIXTURE_DATA_TEST_CASE(RunSmall, CLPoolingLayerFixedPointFixture, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), combine(PoolingLayerDatasetQS, framework::dataset::make("DataType", DataType::QS8))), framework::dataset::make("FractionalBits", 1, 4))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_qs8); } FIXTURE_DATA_TEST_CASE(RunLarge, CLPoolingLayerFixedPointFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetQS, framework::dataset::make("DataType", DataType::QS8))), framework::dataset::make("FractionalBits", 1, 4))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_qs8); } TEST_SUITE_END() TEST_SUITE(QS16) FIXTURE_DATA_TEST_CASE(RunSmall, CLPoolingLayerFixedPointFixture, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), combine(PoolingLayerDatasetQS, framework::dataset::make("DataType", DataType::QS16))), framework::dataset::make("FractionalBits", 1, 12))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_qs16); } FIXTURE_DATA_TEST_CASE(RunLarge, CLPoolingLayerFixedPointFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetQS, framework::dataset::make("DataType", DataType::QS16))), framework::dataset::make("FractionalBits", 1, 12))) { // 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