John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 1 | /* |
Michalis Spyrou | d175ece | 2020-07-30 23:39:32 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 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 | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 51 | // *INDENT-OFF* |
| 52 | // clang-format off |
| 53 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip( |
| 54 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(16U, 16U), 1, DataType::F32), // Wrong input data type |
| 55 | TensorInfo(TensorShape(16U, 5U, 16U), 1, DataType::U8), // Invalid shape |
| 56 | TensorInfo(TensorShape(16U, 16U), 1, DataType::U8), // Valid |
| 57 | }), |
| 58 | framework::dataset::make("Expected", { false, false, true })), |
| 59 | input_info, expected) |
| 60 | { |
| 61 | ARM_COMPUTE_EXPECT(bool(CLMeanStdDev::validate(&input_info.clone()->set_is_resizable(false), nullptr, nullptr)) == expected, framework::LogLevel::ERRORS); |
| 62 | } |
| 63 | // clang-format on |
| 64 | // *INDENT-ON* |
| 65 | |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 66 | template <typename T> |
| 67 | using CLMeanStdDevFixture = MeanStdDevValidationFixture<CLTensor, CLAccessor, CLMeanStdDev, T>; |
| 68 | |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 69 | TEST_SUITE(U8) |
Michalis Spyrou | cac09dc | 2020-11-24 00:16:49 +0000 | [diff] [blame] | 70 | FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(datasets::Small2DShapes(), framework::dataset::make("DataType", |
| 71 | DataType::U8))) |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 72 | { |
| 73 | // Validate mean output |
| 74 | validate(_target.first, _reference.first); |
| 75 | |
| 76 | // Validate std_dev output |
| 77 | validate(_target.second, _reference.second, tolerance_rel_high_error); |
| 78 | } |
| 79 | FIXTURE_DATA_TEST_CASE(RunLarge, CLMeanStdDevFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(datasets::Large2DShapes(), framework::dataset::make("DataType", |
| 80 | DataType::U8))) |
| 81 | { |
| 82 | // Validate mean output |
| 83 | validate(_target.first, _reference.first, tolerance_rel_low_error); |
| 84 | |
| 85 | // Validate std_dev output |
| 86 | validate(_target.second, _reference.second, tolerance_rel_high_error); |
| 87 | } |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 88 | TEST_SUITE_END() // U8 |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 89 | |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 90 | TEST_SUITE(F16) |
Michalis Spyrou | cac09dc | 2020-11-24 00:16:49 +0000 | [diff] [blame] | 91 | FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<half>, framework::DatasetMode::NIGHTLY, combine(datasets::Small2DShapes(), framework::dataset::make("DataType", |
| 92 | DataType::F16))) |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 93 | { |
| 94 | // Validate mean output |
| 95 | validate(_target.first, _reference.first, tolerance_rel_low_error_f16); |
| 96 | |
| 97 | // Validate std_dev output |
| 98 | validate(_target.second, _reference.second, tolerance_rel_high_error_f16); |
| 99 | } |
| 100 | TEST_SUITE_END() // F16 |
| 101 | |
| 102 | TEST_SUITE(F32) |
Michalis Spyrou | cac09dc | 2020-11-24 00:16:49 +0000 | [diff] [blame] | 103 | FIXTURE_DATA_TEST_CASE(RunSmall, CLMeanStdDevFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::Small2DShapes(), framework::dataset::make("DataType", |
| 104 | DataType::F32))) |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 105 | { |
| 106 | // Validate mean output |
| 107 | validate(_target.first, _reference.first, tolerance_rel_low_error_f32); |
| 108 | |
| 109 | // Validate std_dev output |
| 110 | validate(_target.second, _reference.second, tolerance_rel_high_error_f32); |
| 111 | } |
| 112 | FIXTURE_DATA_TEST_CASE(RunLarge, CLMeanStdDevFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::Large2DShapes(), framework::dataset::make("DataType", |
| 113 | DataType::F32))) |
| 114 | { |
| 115 | // Validate mean output |
| 116 | validate(_target.first, _reference.first, tolerance_rel_low_error_f32); |
| 117 | |
| 118 | // Validate std_dev output |
| 119 | validate(_target.second, _reference.second, tolerance_rel_high_error_f32); |
| 120 | } |
| 121 | TEST_SUITE_END() // F32 |
| 122 | |
| 123 | TEST_SUITE_END() // MeanStdDev |
| 124 | TEST_SUITE_END() // CL |
John Richardson | 338b195 | 2017-08-24 12:03:42 +0100 | [diff] [blame] | 125 | } // namespace validation |
| 126 | } // namespace test |
| 127 | } // namespace arm_compute |