| /* |
| * Copyright (c) 2017-2019 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/runtime/CL/functions/CLMeanStdDev.h" |
| #include "tests/CL/CLAccessor.h" |
| #include "tests/PaddingCalculator.h" |
| #include "tests/datasets/ShapeDatasets.h" |
| #include "tests/framework/Macros.h" |
| #include "tests/validation/Validation.h" |
| #include "tests/validation/fixtures/MeanStdDevFixture.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| namespace |
| { |
| RelativeTolerance<float> tolerance_rel_high_error(0.05f); |
| RelativeTolerance<float> tolerance_rel_low_error(0.0005f); |
| AbsoluteTolerance<float> tolerance_rel_high_error_f32(0.01f); |
| AbsoluteTolerance<float> tolerance_rel_low_error_f32(0.00001f); |
| AbsoluteTolerance<float> tolerance_rel_high_error_f16(0.1f); |
| AbsoluteTolerance<float> tolerance_rel_low_error_f16(0.01f); |
| } // namespace |
| |
| TEST_SUITE(CL) |
| TEST_SUITE(MeanStdDev) |
| |
| // *INDENT-OFF* |
| // clang-format off |
| DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip( |
| framework::dataset::make("InputInfo", { TensorInfo(TensorShape(16U, 16U), 1, DataType::F32), // Wrong input data type |
| TensorInfo(TensorShape(16U, 5U, 16U), 1, DataType::U8), // Invalid shape |
| TensorInfo(TensorShape(16U, 16U), 1, DataType::U8), // Valid |
| }), |
| framework::dataset::make("Expected", { false, false, true })), |
| input_info, expected) |
| { |
| ARM_COMPUTE_EXPECT(bool(CLMeanStdDev::validate(&input_info.clone()->set_is_resizable(false), nullptr, nullptr)) == expected, framework::LogLevel::ERRORS); |
| } |
| // clang-format on |
| // *INDENT-ON* |
| |
| DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(datasets::Small2DShapes(), framework::dataset::make("DataType", { DataType::U8 })), shape, |
| data_type) |
| { |
| // Create tensors |
| CLTensor src = create_tensor<CLTensor>(shape, data_type); |
| |
| // Create output variables |
| float mean = 0.f; |
| float std_dev = 0.f; |
| |
| ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| |
| // Create configure function |
| CLMeanStdDev mean_std_dev_image; |
| mean_std_dev_image.configure(&src, &mean, &std_dev); |
| |
| // Validate valid region |
| const ValidRegion valid_region = shape_to_valid_region(shape); |
| validate(src.info()->valid_region(), valid_region); |
| |
| // Validate padding |
| const PaddingSize padding = PaddingCalculator(shape.x(), 8).required_padding(); |
| validate(src.info()->padding(), padding); |
| } |
| |
| template <typename T> |
| using CLMeanStdDevFixture = MeanStdDevValidationFixture<CLTensor, CLAccessor, CLMeanStdDev, T>; |
| |
| TEST_SUITE(U8) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::Small2DShapes(), framework::dataset::make("DataType", |
| DataType::U8))) |
| { |
| // Validate mean output |
| validate(_target.first, _reference.first); |
| |
| // Validate std_dev output |
| validate(_target.second, _reference.second, tolerance_rel_high_error); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLMeanStdDevFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(datasets::Large2DShapes(), framework::dataset::make("DataType", |
| DataType::U8))) |
| { |
| // Validate mean output |
| validate(_target.first, _reference.first, tolerance_rel_low_error); |
| |
| // Validate std_dev output |
| validate(_target.second, _reference.second, tolerance_rel_high_error); |
| } |
| TEST_SUITE_END() // U8 |
| |
| TEST_SUITE(F16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<half>, framework::DatasetMode::ALL, combine(datasets::Small2DShapes(), framework::dataset::make("DataType", |
| DataType::F16))) |
| { |
| // Validate mean output |
| validate(_target.first, _reference.first, tolerance_rel_low_error_f16); |
| |
| // Validate std_dev output |
| validate(_target.second, _reference.second, tolerance_rel_high_error_f16); |
| } |
| TEST_SUITE_END() // F16 |
| |
| TEST_SUITE(F32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::Small2DShapes(), framework::dataset::make("DataType", |
| DataType::F32))) |
| { |
| // Validate mean output |
| validate(_target.first, _reference.first, tolerance_rel_low_error_f32); |
| |
| // Validate std_dev output |
| validate(_target.second, _reference.second, tolerance_rel_high_error_f32); |
| } |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLMeanStdDevFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::Large2DShapes(), framework::dataset::make("DataType", |
| DataType::F32))) |
| { |
| // Validate mean output |
| validate(_target.first, _reference.first, tolerance_rel_low_error_f32); |
| |
| // Validate std_dev output |
| validate(_target.second, _reference.second, tolerance_rel_high_error_f32); |
| } |
| TEST_SUITE_END() // F32 |
| |
| TEST_SUITE_END() // MeanStdDev |
| TEST_SUITE_END() // CL |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |