Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 1 | /* |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2019 ARM Limited. |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +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/core/Types.h" |
| 25 | #include "arm_compute/runtime/CL/CLTensor.h" |
| 26 | #include "arm_compute/runtime/CL/CLTensorAllocator.h" |
| 27 | #include "arm_compute/runtime/CL/functions/CLReductionOperation.h" |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 28 | #include "tests/CL/CLAccessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 30 | #include "tests/datasets/ShapeDatasets.h" |
| 31 | #include "tests/framework/Asserts.h" |
| 32 | #include "tests/framework/Macros.h" |
| 33 | #include "tests/framework/datasets/Datasets.h" |
| 34 | #include "tests/validation/Validation.h" |
| 35 | #include "tests/validation/fixtures/ReductionOperationFixture.h" |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 36 | |
| 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace test |
| 40 | { |
| 41 | namespace validation |
| 42 | { |
| 43 | namespace |
| 44 | { |
| 45 | /** Tolerance for float operations */ |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 46 | AbsoluteTolerance<float> tolerance_f32(0.001f); |
Michalis Spyrou | 7c75ba0 | 2018-10-18 16:17:16 +0100 | [diff] [blame] | 47 | RelativeTolerance<float> rel_tolerance_f32(0.00001f); |
| 48 | AbsoluteTolerance<float> tolerance_f16(0.5f); |
| 49 | RelativeTolerance<float> rel_tolerance_f16(0.2f); |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 50 | |
| 51 | const auto ReductionOperations = framework::dataset::make("ReductionOperation", |
| 52 | { |
| 53 | ReductionOperation::SUM, |
Usama Arif | b289050 | 2019-05-21 11:48:37 +0100 | [diff] [blame] | 54 | ReductionOperation::PROD, |
| 55 | ReductionOperation::MIN, |
Usama Arif | 048b0f3 | 2019-05-22 16:32:27 +0100 | [diff] [blame] | 56 | ReductionOperation::MAX, |
Usama Arif | b289050 | 2019-05-21 11:48:37 +0100 | [diff] [blame] | 57 | |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 58 | }); |
| 59 | |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 60 | } // namespace |
| 61 | |
| 62 | TEST_SUITE(CL) |
| 63 | TEST_SUITE(ReductionOperation) |
| 64 | |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 65 | // *INDENT-OFF* |
| 66 | // clang-format off |
| 67 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 68 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), // Mismatching data type input/output |
Georgios Pinitas | 8be9148 | 2019-03-26 17:23:28 +0000 | [diff] [blame] | 69 | TensorInfo(TensorShape(128U, 64U), 3, DataType::F32), // Number of Input channels != 1 |
Michalis Spyrou | 8aaf93e | 2018-10-11 17:33:32 +0100 | [diff] [blame] | 70 | TensorInfo(TensorShape(128U, 64U), 1, DataType::S16), // DataType != QASYMM8/F16/F32 |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 71 | TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), // Axis >= num_max_dimensions |
Michalis Spyrou | 8aaf93e | 2018-10-11 17:33:32 +0100 | [diff] [blame] | 72 | TensorInfo(TensorShape(128U, 64U), 1, DataType::QASYMM8), // Axis == 0 and SUM_SQUARE and QASYMM8 |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 73 | TensorInfo(TensorShape(128U, 64U), 1, DataType::F32) |
| 74 | }), |
John Richardson | a424419 | 2018-05-14 17:20:39 +0100 | [diff] [blame] | 75 | framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(1U, 64U), 1, DataType::F16), |
| 76 | TensorInfo(TensorShape(1U, 64U), 1, DataType::F32), |
| 77 | TensorInfo(TensorShape(1U, 64U), 1, DataType::S16), |
| 78 | TensorInfo(TensorShape(1U, 64U), 1, DataType::F32), |
Michalis Spyrou | 8aaf93e | 2018-10-11 17:33:32 +0100 | [diff] [blame] | 79 | TensorInfo(TensorShape(1U, 64U), 1, DataType::QASYMM8), |
John Richardson | a424419 | 2018-05-14 17:20:39 +0100 | [diff] [blame] | 80 | TensorInfo(TensorShape(1U, 64U), 1, DataType::F32) |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 81 | })), |
| 82 | framework::dataset::make("Axis", { 0U, 0U, 0U, static_cast<unsigned int>(TensorShape::num_max_dimensions), 1U, 0U })), |
| 83 | framework::dataset::make("Expected", { false, false, false, false, false, true })), |
| 84 | input_info, output_info, axis, expected) |
| 85 | { |
| 86 | bool is_valid = bool(CLReductionOperation::validate(&input_info.clone()->set_is_resizable(false), |
John Richardson | a424419 | 2018-05-14 17:20:39 +0100 | [diff] [blame] | 87 | &output_info.clone()->set_is_resizable(true), |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 88 | axis, |
| 89 | ReductionOperation::SUM_SQUARE)); |
| 90 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 91 | } |
| 92 | // clang-format on |
| 93 | // *INDENT-ON* |
| 94 | |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 95 | template <typename T> |
Michalis Spyrou | bcf8a96 | 2018-10-12 10:51:31 +0100 | [diff] [blame] | 96 | using CLReductionOperationFixture = ReductionOperationFixture<CLTensor, CLAccessor, CLReductionOperation, T>; |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 97 | |
| 98 | TEST_SUITE(Float) |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 99 | TEST_SUITE(FP16) |
| 100 | FIXTURE_DATA_TEST_CASE(RunSmall, CLReductionOperationFixture<half>, framework::DatasetMode::PRECOMMIT, |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 101 | combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), ReductionOperations)) |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 102 | { |
| 103 | // Validate output |
| 104 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 105 | } |
| 106 | FIXTURE_DATA_TEST_CASE(RunLarge, CLReductionOperationFixture<half>, framework::DatasetMode::NIGHTLY, |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 107 | combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), ReductionOperations)) |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 108 | { |
| 109 | // Validate output |
Michalis Spyrou | 7c75ba0 | 2018-10-18 16:17:16 +0100 | [diff] [blame] | 110 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0, tolerance_f16); |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 111 | } |
| 112 | TEST_SUITE_END() // F16 |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 113 | TEST_SUITE(FP32) |
| 114 | FIXTURE_DATA_TEST_CASE(RunSmall, CLReductionOperationFixture<float>, framework::DatasetMode::PRECOMMIT, |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 115 | combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), ReductionOperations)) |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 116 | { |
| 117 | // Validate output |
| 118 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 119 | } |
| 120 | FIXTURE_DATA_TEST_CASE(RunLarge, CLReductionOperationFixture<float>, framework::DatasetMode::NIGHTLY, |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 121 | combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), ReductionOperations)) |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 122 | { |
| 123 | // Validate output |
Michalis Spyrou | 7c75ba0 | 2018-10-18 16:17:16 +0100 | [diff] [blame] | 124 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0, tolerance_f32); |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 125 | } |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 126 | TEST_SUITE_END() // F32 |
| 127 | TEST_SUITE_END() // Float |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 128 | |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 129 | TEST_SUITE_END() // Reduction |
| 130 | TEST_SUITE_END() // CL |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 131 | } // namespace validation |
| 132 | } // namespace test |
| 133 | } // namespace arm_compute |