Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 1 | /* |
Giorgio Arena | 3ecf9fe | 2021-04-28 16:11:51 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 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); |
Michalis Spyrou | 0b18d97 | 2020-01-30 18:11:13 +0000 | [diff] [blame] | 50 | /** Tolerance for quantized operations */ |
| 51 | RelativeTolerance<float> tolerance_qasymm8(1); |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 52 | |
Giorgio Arena | 3ecf9fe | 2021-04-28 16:11:51 +0100 | [diff] [blame] | 53 | const auto ReductionOperationsSumProdMean = framework::dataset::make("ReductionOperationsSumProdMean", |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 54 | { |
| 55 | ReductionOperation::SUM, |
Usama Arif | b289050 | 2019-05-21 11:48:37 +0100 | [diff] [blame] | 56 | ReductionOperation::PROD, |
Giorgio Arena | 3ecf9fe | 2021-04-28 16:11:51 +0100 | [diff] [blame] | 57 | ReductionOperation::MEAN_SUM |
Michalis Spyrou | 0b18d97 | 2020-01-30 18:11:13 +0000 | [diff] [blame] | 58 | |
| 59 | }); |
| 60 | const auto ReductionOperationsMinMax = framework::dataset::make("ReductionMinMax", |
| 61 | { |
Usama Arif | b289050 | 2019-05-21 11:48:37 +0100 | [diff] [blame] | 62 | ReductionOperation::MIN, |
Usama Arif | 048b0f3 | 2019-05-22 16:32:27 +0100 | [diff] [blame] | 63 | ReductionOperation::MAX, |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 64 | }); |
| 65 | |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 66 | const auto KeepDimensions = framework::dataset::make("KeepDims", { true, false }); |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 67 | } // namespace |
| 68 | |
| 69 | TEST_SUITE(CL) |
| 70 | TEST_SUITE(ReductionOperation) |
| 71 | |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 72 | // *INDENT-OFF* |
| 73 | // clang-format off |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 74 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 75 | 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] | 76 | TensorInfo(TensorShape(128U, 64U), 3, DataType::F32), // Number of Input channels != 1 |
Michalis Spyrou | 8aaf93e | 2018-10-11 17:33:32 +0100 | [diff] [blame] | 77 | TensorInfo(TensorShape(128U, 64U), 1, DataType::S16), // DataType != QASYMM8/F16/F32 |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 78 | TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), // Axis >= num_max_dimensions |
Michalis Spyrou | 8aaf93e | 2018-10-11 17:33:32 +0100 | [diff] [blame] | 79 | TensorInfo(TensorShape(128U, 64U), 1, DataType::QASYMM8), // Axis == 0 and SUM_SQUARE and QASYMM8 |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 80 | TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), |
| 81 | TensorInfo(TensorShape(128U, 64U), 1, DataType::F32) // Kept Dimension when keep_dims = false |
| 82 | |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 83 | }), |
John Richardson | a424419 | 2018-05-14 17:20:39 +0100 | [diff] [blame] | 84 | framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(1U, 64U), 1, DataType::F16), |
| 85 | TensorInfo(TensorShape(1U, 64U), 1, DataType::F32), |
| 86 | TensorInfo(TensorShape(1U, 64U), 1, DataType::S16), |
| 87 | TensorInfo(TensorShape(1U, 64U), 1, DataType::F32), |
Michalis Spyrou | 8aaf93e | 2018-10-11 17:33:32 +0100 | [diff] [blame] | 88 | TensorInfo(TensorShape(1U, 64U), 1, DataType::QASYMM8), |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 89 | TensorInfo(TensorShape(1U, 64U), 1, DataType::F32), |
John Richardson | a424419 | 2018-05-14 17:20:39 +0100 | [diff] [blame] | 90 | TensorInfo(TensorShape(1U, 64U), 1, DataType::F32) |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 91 | })), |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 92 | framework::dataset::make("Axis", { 0U, 0U, 0U, static_cast<unsigned int>(TensorShape::num_max_dimensions), 1U, 0U, 0U })), |
| 93 | framework::dataset::make("KeepDims", { true, true, true, true, true, true, false })), |
| 94 | framework::dataset::make("Expected", { false, false, false, false, false, true , false })), |
| 95 | input_info, output_info, axis, keep_dims, expected) |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 96 | { |
| 97 | 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] | 98 | &output_info.clone()->set_is_resizable(true), |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 99 | axis, |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 100 | ReductionOperation::SUM_SQUARE, |
| 101 | keep_dims)); |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 102 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 103 | } |
| 104 | // clang-format on |
| 105 | // *INDENT-ON* |
| 106 | |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 107 | template <typename T> |
Michalis Spyrou | bcf8a96 | 2018-10-12 10:51:31 +0100 | [diff] [blame] | 108 | using CLReductionOperationFixture = ReductionOperationFixture<CLTensor, CLAccessor, CLReductionOperation, T>; |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 109 | |
| 110 | TEST_SUITE(Float) |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 111 | TEST_SUITE(FP16) |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 112 | FIXTURE_DATA_TEST_CASE(RunSmall4D, CLReductionOperationFixture<half>, framework::DatasetMode::PRECOMMIT, |
Giorgio Arena | 3ecf9fe | 2021-04-28 16:11:51 +0100 | [diff] [blame] | 113 | combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), |
| 114 | concat(ReductionOperationsSumProdMean, |
| 115 | ReductionOperationsMinMax)), |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 116 | KeepDimensions)) |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 117 | { |
| 118 | // Validate output |
| 119 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 120 | } |
| 121 | FIXTURE_DATA_TEST_CASE(RunLarge, CLReductionOperationFixture<half>, framework::DatasetMode::NIGHTLY, |
Giorgio Arena | 3ecf9fe | 2021-04-28 16:11:51 +0100 | [diff] [blame] | 122 | combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), concat(ReductionOperationsSumProdMean, |
Michalis Spyrou | 9bd49f9 | 2020-02-07 15:25:17 +0000 | [diff] [blame] | 123 | ReductionOperationsMinMax)), |
| 124 | KeepDimensions)) |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 125 | { |
| 126 | // Validate output |
Michalis Spyrou | 7c75ba0 | 2018-10-18 16:17:16 +0100 | [diff] [blame] | 127 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0, tolerance_f16); |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 128 | } |
| 129 | TEST_SUITE_END() // F16 |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 130 | TEST_SUITE(FP32) |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 131 | FIXTURE_DATA_TEST_CASE(RunSmall4D, CLReductionOperationFixture<float>, framework::DatasetMode::PRECOMMIT, |
Giorgio Arena | 3ecf9fe | 2021-04-28 16:11:51 +0100 | [diff] [blame] | 132 | combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), |
| 133 | concat(ReductionOperationsSumProdMean, |
| 134 | ReductionOperationsMinMax)), |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 135 | KeepDimensions)) |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 136 | { |
| 137 | // Validate output |
| 138 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 139 | } |
| 140 | FIXTURE_DATA_TEST_CASE(RunLarge, CLReductionOperationFixture<float>, framework::DatasetMode::NIGHTLY, |
Giorgio Arena | 3ecf9fe | 2021-04-28 16:11:51 +0100 | [diff] [blame] | 141 | combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), concat(ReductionOperationsSumProdMean, |
Michalis Spyrou | 9bd49f9 | 2020-02-07 15:25:17 +0000 | [diff] [blame] | 142 | ReductionOperationsMinMax)), |
| 143 | KeepDimensions)) |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 144 | { |
| 145 | // Validate output |
Michalis Spyrou | 7c75ba0 | 2018-10-18 16:17:16 +0100 | [diff] [blame] | 146 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0, tolerance_f32); |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 147 | } |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 148 | TEST_SUITE_END() // F32 |
| 149 | TEST_SUITE_END() // Float |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 150 | |
Michalis Spyrou | 0b18d97 | 2020-01-30 18:11:13 +0000 | [diff] [blame] | 151 | template <typename T> |
| 152 | using CLReductionOperationQuantizedFixture = ReductionOperationQuantizedFixture<CLTensor, CLAccessor, CLReductionOperation, T>; |
| 153 | |
| 154 | TEST_SUITE(Quantized) |
Michalis Spyrou | 9bd49f9 | 2020-02-07 15:25:17 +0000 | [diff] [blame] | 155 | TEST_SUITE(QASYMM8) |
| 156 | FIXTURE_DATA_TEST_CASE(RunSmall, CLReductionOperationQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, |
| 157 | combine(combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), |
Giorgio Arena | 3ecf9fe | 2021-04-28 16:11:51 +0100 | [diff] [blame] | 158 | ReductionOperationsSumProdMean), |
Michalis Spyrou | 9bd49f9 | 2020-02-07 15:25:17 +0000 | [diff] [blame] | 159 | framework::dataset::make("QuantizationInfo", QuantizationInfo(1.f / 64, 2))), |
| 160 | KeepDimensions)) |
| 161 | { |
| 162 | // Validate output |
| 163 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| 164 | } |
| 165 | FIXTURE_DATA_TEST_CASE(RunSmallMinMax, CLReductionOperationQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, |
| 166 | combine(combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), |
| 167 | ReductionOperationsMinMax), |
| 168 | framework::dataset::make("QuantizationInfo", QuantizationInfo(1.f / 64, 2))), |
| 169 | KeepDimensions)) |
| 170 | { |
| 171 | // Validate output |
| 172 | validate(CLAccessor(_target), _reference); |
| 173 | } |
| 174 | TEST_SUITE_END() // QASYMM8 |
Michalis Spyrou | 0b18d97 | 2020-01-30 18:11:13 +0000 | [diff] [blame] | 175 | TEST_SUITE(QASYMM8_SIGNED) |
| 176 | FIXTURE_DATA_TEST_CASE(RunSmall, CLReductionOperationQuantizedFixture<int8_t>, framework::DatasetMode::ALL, |
| 177 | combine(combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), |
Giorgio Arena | 3ecf9fe | 2021-04-28 16:11:51 +0100 | [diff] [blame] | 178 | ReductionOperationsSumProdMean), |
Michalis Spyrou | 0b18d97 | 2020-01-30 18:11:13 +0000 | [diff] [blame] | 179 | framework::dataset::make("QuantizationInfo", QuantizationInfo(1.f / 64, 2))), |
| 180 | KeepDimensions)) |
| 181 | { |
| 182 | // Validate output |
| 183 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| 184 | } |
| 185 | FIXTURE_DATA_TEST_CASE(RunSmallMinMax, CLReductionOperationQuantizedFixture<int8_t>, framework::DatasetMode::ALL, |
| 186 | combine(combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), framework::dataset::make("Axis", { 0, 1, 2, 3 })), |
| 187 | ReductionOperationsMinMax), |
| 188 | framework::dataset::make("QuantizationInfo", QuantizationInfo(1.f / 64, 2))), |
| 189 | KeepDimensions)) |
| 190 | { |
| 191 | // Validate output |
| 192 | validate(CLAccessor(_target), _reference); |
| 193 | } |
| 194 | TEST_SUITE_END() // QASYMM8_SIGNED |
| 195 | TEST_SUITE_END() // Quantized |
Michalis Spyrou | d1794eb | 2018-06-15 16:15:26 +0100 | [diff] [blame] | 196 | TEST_SUITE_END() // Reduction |
| 197 | TEST_SUITE_END() // CL |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 198 | } // namespace validation |
| 199 | } // namespace test |
| 200 | } // namespace arm_compute |