| /* | |
| * Copyright (c) 2021 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/runtime/CL/CLScheduler.h" | |
| #include "arm_compute/runtime/CL/functions/CLROIPoolingLayer.h" | |
| #include "tests/CL/CLAccessor.h" | |
| #include "tests/Globals.h" | |
| #include "tests/datasets/ROIDataset.h" | |
| #include "tests/datasets/ShapeDatasets.h" | |
| #include "tests/framework/Macros.h" | |
| #include "tests/framework/datasets/Datasets.h" | |
| #include "tests/validation/Validation.h" | |
| #include "tests/validation/fixtures/ROIPoolingLayerFixture.h" | |
| namespace arm_compute | |
| { | |
| namespace test | |
| { | |
| namespace validation | |
| { | |
| namespace | |
| { | |
| RelativeTolerance<float> relative_tolerance_f32(0.01f); | |
| AbsoluteTolerance<float> absolute_tolerance_f32(0.001f); | |
| constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(1); | |
| } // end namespace | |
| TEST_SUITE(CL) | |
| TEST_SUITE(RoiPooling) | |
| // *INDENT-OFF* | |
| // clang-format off | |
| DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( | |
| framework::dataset::make("InputInfo", { TensorInfo(TensorShape(250U, 128U, 3U), 1, DataType::F32), // Successful test | |
| TensorInfo(TensorShape(250U, 128U, 3U), 1, DataType::QASYMM8), // Successful test (quantized) | |
| TensorInfo(TensorShape(250U, 128U, 3U), 1, DataType::F32), // Incorrect rois type | |
| TensorInfo(TensorShape(250U, 128U, 3U), 1, DataType::F32), // Mismatching data type input/output | |
| TensorInfo(TensorShape(250U, 128U, 2U), 1, DataType::F32), // Mismatching depth size input/output | |
| TensorInfo(TensorShape(250U, 128U, 3U), 1, DataType::F32), // Mismatching number of rois and output batch size | |
| TensorInfo(TensorShape(250U, 128U, 3U), 1, DataType::F32), // Invalid number of values per ROIS | |
| TensorInfo(TensorShape(250U, 128U, 3U), 1, DataType::F32), // Mismatching height and width input/output | |
| }), | |
| framework::dataset::make("RoisInfo", { TensorInfo(TensorShape(5, 4U), 1, DataType::U16), | |
| TensorInfo(TensorShape(5, 4U), 1, DataType::U16), | |
| TensorInfo(TensorShape(5, 4U), 1, DataType::F16), | |
| TensorInfo(TensorShape(5, 4U), 1, DataType::U16), | |
| TensorInfo(TensorShape(5, 4U), 1, DataType::U16), | |
| TensorInfo(TensorShape(5, 10U), 1, DataType::U16), | |
| TensorInfo(TensorShape(4, 4U), 1, DataType::U16), | |
| TensorInfo(TensorShape(5, 4U), 1, DataType::U16), | |
| })), | |
| framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(7U, 7U, 3U, 4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(7U, 7U, 3U, 4U), 1, DataType::QASYMM8), | |
| TensorInfo(TensorShape(7U, 7U, 3U, 4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(7U, 7U, 3U, 4U), 1, DataType::F16), | |
| TensorInfo(TensorShape(7U, 7U, 3U, 4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(7U, 7U, 3U, 4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(7U, 7U, 3U, 4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(5U, 5U, 3U, 4U), 1, DataType::F32), | |
| })), | |
| framework::dataset::make("PoolInfo", { ROIPoolingLayerInfo(7U, 7U, 1./8), | |
| ROIPoolingLayerInfo(7U, 7U, 1./8), | |
| ROIPoolingLayerInfo(7U, 7U, 1./8), | |
| ROIPoolingLayerInfo(7U, 7U, 1./8), | |
| ROIPoolingLayerInfo(7U, 7U, 1./8), | |
| ROIPoolingLayerInfo(7U, 7U, 1./8), | |
| ROIPoolingLayerInfo(7U, 7U, 1./8), | |
| ROIPoolingLayerInfo(7U, 7U, 1./8), | |
| })), | |
| framework::dataset::make("Expected", { true, true, false, false, false, false, false })), | |
| input_info, rois_info, output_info, pool_info, expected) | |
| { | |
| ARM_COMPUTE_EXPECT(bool(CLROIPoolingLayer::validate(&input_info.clone()->set_is_resizable(true), &rois_info.clone()->set_is_resizable(true), &output_info.clone()->set_is_resizable(true), pool_info)) == expected, framework::LogLevel::ERRORS); | |
| } | |
| using CLROIPoolingLayerFloatFixture = ROIPoolingLayerFixture<CLTensor, CLAccessor, CLROIPoolingLayer, float>; | |
| TEST_SUITE(Float) | |
| FIXTURE_DATA_TEST_CASE(Small, CLROIPoolingLayerFloatFixture, framework::DatasetMode::ALL, | |
| framework::dataset::combine(framework::dataset::combine(datasets::SmallROIDataset(), | |
| framework::dataset::make("DataType", { DataType::F32 })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, relative_tolerance_f32, .02f, absolute_tolerance_f32); | |
| } | |
| TEST_SUITE_END() // Float test suite end | |
| // Begin quantized tests | |
| template <typename T> | |
| using CLROIPoolingLayerQuantizedFixture = ROIPoolingLayerQuantizedFixture<CLTensor, CLAccessor, CLROIPoolingLayer, T>; | |
| TEST_SUITE(QASYMM8) | |
| FIXTURE_DATA_TEST_CASE(Small, CLROIPoolingLayerQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(datasets::SmallROIDataset(), | |
| framework::dataset::make("DataType", { DataType::QASYMM8 })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW })), | |
| framework::dataset::make("InputQuantizationInfo", { QuantizationInfo(1.f / 255.f, 127) })), | |
| framework::dataset::make("OutputQuantizationInfo", { QuantizationInfo(2.f / 255.f, 120) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8); | |
| } | |
| TEST_SUITE_END() // end qasymm8 tests | |
| TEST_SUITE_END() // RoiPooling | |
| TEST_SUITE_END() // NEON | |
| } // validation namespace end | |
| } // test namespace end | |
| } // arm_compute namespace end |