John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 1 | /* |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 ARM Limited. |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
| 24 | #include "arm_compute/runtime/CL/functions/CLMeanStdDev.h" |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 25 | #include "tests/CL/CLAccessor.h" |
| 26 | #include "tests/PaddingCalculator.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 27 | #include "tests/datasets/ShapeDatasets.h" |
| 28 | #include "tests/framework/Macros.h" |
| 29 | #include "tests/validation/Validation.h" |
| 30 | #include "tests/validation/fixtures/MeanStdDevFixture.h" |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 31 | |
| 32 | namespace arm_compute |
| 33 | { |
| 34 | namespace test |
| 35 | { |
| 36 | namespace validation |
| 37 | { |
| 38 | namespace |
| 39 | { |
steniu01 | 3e05e4e | 2017-08-25 17:18:01 +0100 | [diff] [blame] | 40 | RelativeTolerance<float> tolerance_rel_high_error(0.05f); |
| 41 | RelativeTolerance<float> tolerance_rel_low_error(0.0005f); |
Michalis Spyrou | 9f5a643 | 2018-08-10 10:08:44 +0100 | [diff] [blame] | 42 | AbsoluteTolerance<float> tolerance_rel_high_error_f32(0.01f); |
| 43 | AbsoluteTolerance<float> tolerance_rel_low_error_f32(0.00001f); |
| 44 | AbsoluteTolerance<float> tolerance_rel_high_error_f16(0.1f); |
| 45 | AbsoluteTolerance<float> tolerance_rel_low_error_f16(0.01f); |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 46 | } // namespace |
| 47 | |
| 48 | TEST_SUITE(CL) |
| 49 | TEST_SUITE(MeanStdDev) |
| 50 | |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 51 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(concat(datasets::Small2DShapes(), datasets::Large2DShapes()), framework::dataset::make("DataType", { DataType::U8 })), shape, |
| 52 | data_type) |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 53 | { |
| 54 | // Create tensors |
| 55 | CLTensor src = create_tensor<CLTensor>(shape, data_type); |
| 56 | |
| 57 | // Create output variables |
| 58 | float mean = 0.f; |
| 59 | float std_dev = 0.f; |
| 60 | |
| 61 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 62 | |
| 63 | // Create configure function |
| 64 | CLMeanStdDev mean_std_dev_image; |
| 65 | mean_std_dev_image.configure(&src, &mean, &std_dev); |
| 66 | |
| 67 | // Validate valid region |
| 68 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 69 | validate(src.info()->valid_region(), valid_region); |
| 70 | |
| 71 | // Validate padding |
| 72 | const PaddingSize padding = PaddingCalculator(shape.x(), 8).required_padding(); |
| 73 | validate(src.info()->padding(), padding); |
| 74 | } |
| 75 | |
| 76 | template <typename T> |
| 77 | using CLMeanStdDevFixture = MeanStdDevValidationFixture<CLTensor, CLAccessor, CLMeanStdDev, T>; |
| 78 | |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 79 | TEST_SUITE(U8) |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 80 | FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::Small2DShapes(), framework::dataset::make("DataType", |
| 81 | DataType::U8))) |
| 82 | { |
| 83 | // Validate mean output |
| 84 | validate(_target.first, _reference.first); |
| 85 | |
| 86 | // Validate std_dev output |
| 87 | validate(_target.second, _reference.second, tolerance_rel_high_error); |
| 88 | } |
| 89 | FIXTURE_DATA_TEST_CASE(RunLarge, CLMeanStdDevFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(datasets::Large2DShapes(), framework::dataset::make("DataType", |
| 90 | DataType::U8))) |
| 91 | { |
| 92 | // Validate mean output |
| 93 | validate(_target.first, _reference.first, tolerance_rel_low_error); |
| 94 | |
| 95 | // Validate std_dev output |
| 96 | validate(_target.second, _reference.second, tolerance_rel_high_error); |
| 97 | } |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 98 | TEST_SUITE_END() // U8 |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 99 | |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 100 | TEST_SUITE(F16) |
| 101 | FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<half>, framework::DatasetMode::ALL, combine(datasets::Small2DShapes(), framework::dataset::make("DataType", |
| 102 | DataType::F16))) |
| 103 | { |
| 104 | // Validate mean output |
| 105 | validate(_target.first, _reference.first, tolerance_rel_low_error_f16); |
| 106 | |
| 107 | // Validate std_dev output |
| 108 | validate(_target.second, _reference.second, tolerance_rel_high_error_f16); |
| 109 | } |
| 110 | TEST_SUITE_END() // F16 |
| 111 | |
| 112 | TEST_SUITE(F32) |
| 113 | FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::Small2DShapes(), framework::dataset::make("DataType", |
| 114 | DataType::F32))) |
| 115 | { |
| 116 | // Validate mean output |
| 117 | validate(_target.first, _reference.first, tolerance_rel_low_error_f32); |
| 118 | |
| 119 | // Validate std_dev output |
| 120 | validate(_target.second, _reference.second, tolerance_rel_high_error_f32); |
| 121 | } |
| 122 | FIXTURE_DATA_TEST_CASE(RunLarge, CLMeanStdDevFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::Large2DShapes(), framework::dataset::make("DataType", |
| 123 | DataType::F32))) |
| 124 | { |
| 125 | // Validate mean output |
| 126 | validate(_target.first, _reference.first, tolerance_rel_low_error_f32); |
| 127 | |
| 128 | // Validate std_dev output |
| 129 | validate(_target.second, _reference.second, tolerance_rel_high_error_f32); |
| 130 | } |
| 131 | TEST_SUITE_END() // F32 |
| 132 | |
| 133 | TEST_SUITE_END() // MeanStdDev |
| 134 | TEST_SUITE_END() // CL |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 135 | } // namespace validation |
| 136 | } // namespace test |
| 137 | } // namespace arm_compute |