| /* | |
| * Copyright (c) 2018-2020 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/CLROIAlignLayer.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/ROIAlignLayerFixture.h" | |
| #include "utils/TypePrinter.h" | |
| namespace arm_compute | |
| { | |
| namespace test | |
| { | |
| namespace validation | |
| { | |
| namespace | |
| { | |
| constexpr RelativeTolerance<float> relative_tolerance_f32(0.01f); | |
| constexpr AbsoluteTolerance<float> absolute_tolerance_f32(0.001f); | |
| constexpr RelativeTolerance<float> relative_tolerance_f16(0.01f); | |
| constexpr AbsoluteTolerance<float> absolute_tolerance_f16(0.001f); | |
| constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(1); | |
| constexpr AbsoluteTolerance<int8_t> tolerance_qasymm8_s(1); | |
| } // namespace | |
| TEST_SUITE(CL) | |
| TEST_SUITE(RoiAlign) | |
| // *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), | |
| TensorInfo(TensorShape(250U, 128U, 3U), 1, DataType::F32), // Mismatching data type input/rois | |
| 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 | |
| TensorInfo(TensorShape(250U, 128U, 3U), 1, DataType::QASYMM8, QuantizationInfo(1.f / 255.f, 127)), // Invalid ROIS data type | |
| TensorInfo(TensorShape(250U, 128U, 3U), 1, DataType::QASYMM8, QuantizationInfo(1.f / 255.f, 127)), // Invalid ROIS Quantization Info | |
| }), | |
| framework::dataset::make("RoisInfo", { TensorInfo(TensorShape(5, 4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(5, 4U), 1, DataType::F16), | |
| TensorInfo(TensorShape(5, 4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(5, 4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(5, 10U), 1, DataType::F32), | |
| TensorInfo(TensorShape(4, 4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(5, 4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(5, 4U), 1, DataType::F32), | |
| TensorInfo(TensorShape(5, 4U), 1, DataType::QASYMM16, QuantizationInfo(0.2f, 0)), | |
| })), | |
| framework::dataset::make("OutputInfo",{ 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::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), | |
| TensorInfo(TensorShape(7U, 7U, 3U, 4U), 1, DataType::QASYMM8, QuantizationInfo(1.f / 255.f, 120)), | |
| TensorInfo(TensorShape(7U, 7U, 3U, 4U), 1, DataType::QASYMM8, QuantizationInfo(1.f / 255.f, 120)), | |
| })), | |
| 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, false, false, false, false, false, false, false, false })), | |
| input_info, rois_info, output_info, pool_info, expected) | |
| { | |
| ARM_COMPUTE_EXPECT(bool(CLROIAlignLayer::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); | |
| } | |
| // clang-format on | |
| // *INDENT-ON* | |
| using CLROIAlignLayerFloatFixture = ROIAlignLayerFixture<CLTensor, CLAccessor, CLROIAlignLayer, float, float>; | |
| using CLROIAlignLayerHalfFixture = ROIAlignLayerFixture<CLTensor, CLAccessor, CLROIAlignLayer, half, half>; | |
| TEST_SUITE(Float) | |
| TEST_SUITE(FP32) | |
| FIXTURE_DATA_TEST_CASE(Small, CLROIAlignLayerFloatFixture, framework::DatasetMode::ALL, | |
| combine(combine(datasets::SmallROIDataset(), | |
| framework::dataset::make("DataType", { DataType::F32 })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, relative_tolerance_f32, .02f, absolute_tolerance_f32); | |
| } | |
| TEST_SUITE_END() // FP32 | |
| TEST_SUITE(FP16) | |
| FIXTURE_DATA_TEST_CASE(Small, CLROIAlignLayerHalfFixture, framework::DatasetMode::ALL, | |
| combine(combine(datasets::SmallROIDataset(), | |
| framework::dataset::make("DataType", { DataType::F16 })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, relative_tolerance_f16, .02f, absolute_tolerance_f16); | |
| } | |
| TEST_SUITE_END() // FP16 | |
| TEST_SUITE_END() // Float | |
| template <typename T> | |
| using CLROIAlignLayerQuantizedFixture = ROIAlignLayerQuantizedFixture<CLTensor, CLAccessor, CLROIAlignLayer, T, uint16_t>; | |
| TEST_SUITE(Quantized) | |
| TEST_SUITE(QASYMM8) | |
| FIXTURE_DATA_TEST_CASE(Small, CLROIAlignLayerQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(datasets::SmallROIDataset(), | |
| framework::dataset::make("DataType", { DataType::QASYMM8 })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| 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() // QASYMM8 | |
| TEST_SUITE(QASYMM8_SIGNED) | |
| FIXTURE_DATA_TEST_CASE(Small, CLROIAlignLayerQuantizedFixture<int8_t>, framework::DatasetMode::ALL, | |
| combine(combine(combine(combine(datasets::SmallROIDataset(), | |
| framework::dataset::make("DataType", { DataType::QASYMM8_SIGNED })), | |
| framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), | |
| framework::dataset::make("InputQuantizationInfo", { QuantizationInfo(1.f / 255.f, 65) })), | |
| framework::dataset::make("OutputQuantizationInfo", { QuantizationInfo(2.f / 255.f, 20) }))) | |
| { | |
| // Validate output | |
| validate(CLAccessor(_target), _reference, tolerance_qasymm8_s); | |
| } | |
| TEST_SUITE_END() // QASYMM8_SIGNED | |
| TEST_SUITE_END() // Quantized | |
| TEST_SUITE_END() // RoiAlign | |
| TEST_SUITE_END() // CL | |
| } // namespace validation | |
| } // namespace test | |
| } // namespace arm_compute |