Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +0100 | [diff] [blame] | 1 | /* |
Michalis Spyrou | 8d1b718 | 2019-01-02 15:54:03 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2019 ARM Limited. |
Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +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/NEON/functions/NEReductionOperation.h" |
| 26 | #include "arm_compute/runtime/Tensor.h" |
| 27 | #include "arm_compute/runtime/TensorAllocator.h" |
Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +0100 | [diff] [blame] | 28 | #include "tests/NEON/Accessor.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" |
Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +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 */ |
Michalis Spyrou | 0bebac5 | 2018-10-24 17:27:02 +0100 | [diff] [blame] | 46 | AbsoluteTolerance<float> tolerance_f32(0.0001f); |
| 47 | RelativeTolerance<float> rel_tolerance_f32(0.00001f); |
Michalis Spyrou | bcf8a96 | 2018-10-12 10:51:31 +0100 | [diff] [blame] | 48 | /** Tolerance for quantized operations */ |
| 49 | RelativeTolerance<float> tolerance_qasymm8(1); |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 50 | |
| 51 | const auto ReductionOperations = framework::dataset::make("ReductionOperation", |
Manuel Bottini | 1d4f385 | 2019-01-14 15:14:43 +0000 | [diff] [blame] | 52 | { |
| 53 | ReductionOperation::SUM, |
Usama Arif | a4a08ad | 2019-05-20 12:38:33 +0100 | [diff] [blame] | 54 | ReductionOperation::PROD, |
| 55 | ReductionOperation::MIN, |
Usama Arif | 28f0dd9 | 2019-05-20 13:44:34 +0100 | [diff] [blame^] | 56 | ReductionOperation::MAX, |
Manuel Bottini | 1d4f385 | 2019-01-14 15:14:43 +0000 | [diff] [blame] | 57 | }); |
| 58 | |
| 59 | const auto QuantizationInfos = framework::dataset::make("QuantizationInfo", |
| 60 | { |
| 61 | QuantizationInfo(1.f / 128, -10), |
| 62 | QuantizationInfo(1.f / 64, -5), |
| 63 | QuantizationInfo(1.f / 32, -2) |
| 64 | }); |
| 65 | |
| 66 | const auto Axises = framework::dataset::make("Axis", |
| 67 | { 0, 1, 2, 3 }); |
| 68 | |
Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +0100 | [diff] [blame] | 69 | } // namespace |
| 70 | |
| 71 | TEST_SUITE(NEON) |
| 72 | TEST_SUITE(ReductionOperation) |
| 73 | |
John Richardson | 73d4aef | 2018-05-08 14:34:33 +0100 | [diff] [blame] | 74 | // *INDENT-OFF* |
| 75 | // clang-format off |
| 76 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 77 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), // Mismatching data type input/output |
| 78 | TensorInfo(TensorShape(128U, 64U), 2, DataType::F32), // Number of Input channels != 1 |
| 79 | TensorInfo(TensorShape(128U, 64U), 1, DataType::S16), // DataType != F32 |
| 80 | TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), // Axis >= num_max_dimensions |
John Richardson | 73d4aef | 2018-05-08 14:34:33 +0100 | [diff] [blame] | 81 | TensorInfo(TensorShape(128U, 64U), 1, DataType::F32) |
| 82 | }), |
| 83 | framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(1U, 64U), 1, DataType::F16), |
| 84 | TensorInfo(TensorShape(1U, 64U), 1, DataType::F32), |
| 85 | TensorInfo(TensorShape(1U, 64U), 1, DataType::S16), |
| 86 | TensorInfo(TensorShape(1U, 64U), 1, DataType::F32), |
John Richardson | 73d4aef | 2018-05-08 14:34:33 +0100 | [diff] [blame] | 87 | TensorInfo(TensorShape(1U, 64U), 1, DataType::F32) |
| 88 | })), |
Michalis Spyrou | 8d1b718 | 2019-01-02 15:54:03 +0000 | [diff] [blame] | 89 | framework::dataset::make("Axis", { 0U, 0U, 0U, static_cast<unsigned int>(TensorShape::num_max_dimensions), 0U })), |
| 90 | framework::dataset::make("Expected", { false, false, false, false, true })), |
John Richardson | 73d4aef | 2018-05-08 14:34:33 +0100 | [diff] [blame] | 91 | input_info, output_info, axis, expected) |
| 92 | { |
| 93 | bool is_valid = bool(NEReductionOperation::validate(&input_info.clone()->set_is_resizable(false), |
| 94 | &output_info.clone()->set_is_resizable(true), |
| 95 | axis, |
| 96 | ReductionOperation::SUM_SQUARE)); |
| 97 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 98 | } |
| 99 | // clang-format on |
| 100 | // *INDENT-ON* |
| 101 | |
Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +0100 | [diff] [blame] | 102 | template <typename T> |
Michalis Spyrou | bcf8a96 | 2018-10-12 10:51:31 +0100 | [diff] [blame] | 103 | using NEReductionOperationFixture = ReductionOperationFixture<Tensor, Accessor, NEReductionOperation, T>; |
Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +0100 | [diff] [blame] | 104 | |
| 105 | TEST_SUITE(FP32) |
| 106 | FIXTURE_DATA_TEST_CASE(RunSmall, NEReductionOperationFixture<float>, framework::DatasetMode::PRECOMMIT, |
Manuel Bottini | 1d4f385 | 2019-01-14 15:14:43 +0000 | [diff] [blame] | 107 | combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::F32)), Axises), ReductionOperations)) |
Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +0100 | [diff] [blame] | 108 | { |
| 109 | // Validate output |
| 110 | validate(Accessor(_target), _reference, tolerance_f32); |
| 111 | } |
| 112 | FIXTURE_DATA_TEST_CASE(RunLarge, NEReductionOperationFixture<float>, framework::DatasetMode::NIGHTLY, |
Manuel Bottini | 1d4f385 | 2019-01-14 15:14:43 +0000 | [diff] [blame] | 113 | combine(combine(combine(datasets::Large4DShapes(), framework::dataset::make("DataType", DataType::F32)), Axises), ReductionOperations)) |
Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +0100 | [diff] [blame] | 114 | { |
| 115 | // Validate output |
Michalis Spyrou | 0bebac5 | 2018-10-24 17:27:02 +0100 | [diff] [blame] | 116 | validate(Accessor(_target), _reference, rel_tolerance_f32, 0, tolerance_f32); |
Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +0100 | [diff] [blame] | 117 | } |
Michalis Spyrou | bcf8a96 | 2018-10-12 10:51:31 +0100 | [diff] [blame] | 118 | TEST_SUITE_END() // FP32 |
Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +0100 | [diff] [blame] | 119 | |
Michalis Spyrou | bcf8a96 | 2018-10-12 10:51:31 +0100 | [diff] [blame] | 120 | template <typename T> |
| 121 | using NEReductionOperationQuantizedFixture = ReductionOperationQuantizedFixture<Tensor, Accessor, NEReductionOperation, T>; |
| 122 | |
| 123 | TEST_SUITE(QASYMM8) |
| 124 | FIXTURE_DATA_TEST_CASE(RunSmall, NEReductionOperationQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, |
Manuel Bottini | 1d4f385 | 2019-01-14 15:14:43 +0000 | [diff] [blame] | 125 | combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), Axises), |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 126 | ReductionOperations), |
Manuel Bottini | 1d4f385 | 2019-01-14 15:14:43 +0000 | [diff] [blame] | 127 | QuantizationInfos)) |
Michalis Spyrou | bcf8a96 | 2018-10-12 10:51:31 +0100 | [diff] [blame] | 128 | { |
| 129 | // Validate output |
| 130 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 131 | } |
| 132 | FIXTURE_DATA_TEST_CASE(RunLarge, NEReductionOperationQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, |
Manuel Bottini | 1d4f385 | 2019-01-14 15:14:43 +0000 | [diff] [blame] | 133 | combine(combine(combine(combine(datasets::Large4DShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), Axises), |
Manuel Bottini | b412fab | 2018-12-10 17:40:23 +0000 | [diff] [blame] | 134 | ReductionOperations), |
Manuel Bottini | 1d4f385 | 2019-01-14 15:14:43 +0000 | [diff] [blame] | 135 | QuantizationInfos)) |
Michalis Spyrou | bcf8a96 | 2018-10-12 10:51:31 +0100 | [diff] [blame] | 136 | { |
| 137 | // Validate output |
| 138 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 139 | } |
| 140 | TEST_SUITE_END() // QASYMM8 |
| 141 | |
| 142 | TEST_SUITE_END() // ReductionOperation |
| 143 | TEST_SUITE_END() // NEON |
Georgios Pinitas | d976958 | 2017-08-03 10:19:40 +0100 | [diff] [blame] | 144 | } // namespace validation |
| 145 | } // namespace test |
| 146 | } // namespace arm_compute |