Pablo Tello | 299025a | 2017-09-29 11:30:12 +0100 | [diff] [blame] | 1 | /* |
Sheri Zhang | ac6499a | 2021-02-10 15:32:38 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 Arm Limited. |
Pablo Tello | 299025a | 2017-09-29 11:30:12 +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" |
Gian Marco | e75a02b | 2017-11-08 12:24:09 +0000 | [diff] [blame] | 25 | #include "arm_compute/runtime/NEON/functions/NEGEMMLowpMatrixMultiplyCore.h" |
| 26 | #include "arm_compute/runtime/NEON/functions/NEGEMMLowpOutputStage.h" |
Pablo Tello | 299025a | 2017-09-29 11:30:12 +0100 | [diff] [blame] | 27 | #include "arm_compute/runtime/Tensor.h" |
| 28 | #include "arm_compute/runtime/TensorAllocator.h" |
| 29 | #include "tests/NEON/Accessor.h" |
Gian Marco Iodice | ab18212 | 2017-10-09 15:05:40 +0100 | [diff] [blame] | 30 | #include "tests/NEON/Helper.h" |
Gian Marco | e75a02b | 2017-11-08 12:24:09 +0000 | [diff] [blame] | 31 | #include "tests/PaddingCalculator.h" |
George Wort | 2d7e683 | 2019-02-22 16:37:41 +0000 | [diff] [blame] | 32 | #include "tests/datasets/GEMMLowpFusedOffsetOutputDataset.h" |
Gian Marco | fa4cacd | 2017-10-18 17:05:02 +0100 | [diff] [blame] | 33 | #include "tests/datasets/LargeGEMMLowpDataset.h" |
Gian Marco | e75a02b | 2017-11-08 12:24:09 +0000 | [diff] [blame] | 34 | #include "tests/datasets/ShapeDatasets.h" |
Gian Marco | fa4cacd | 2017-10-18 17:05:02 +0100 | [diff] [blame] | 35 | #include "tests/datasets/SmallGEMMLowpDataset.h" |
Pablo Tello | 299025a | 2017-09-29 11:30:12 +0100 | [diff] [blame] | 36 | #include "tests/framework/Asserts.h" |
| 37 | #include "tests/framework/Macros.h" |
| 38 | #include "tests/framework/datasets/Datasets.h" |
| 39 | #include "tests/validation/Validation.h" |
| 40 | #include "tests/validation/fixtures/GEMMLowpFixture.h" |
| 41 | |
| 42 | namespace arm_compute |
| 43 | { |
| 44 | namespace test |
| 45 | { |
| 46 | namespace validation |
| 47 | { |
Pablo Tello | 299025a | 2017-09-29 11:30:12 +0100 | [diff] [blame] | 48 | TEST_SUITE(NEON) |
| 49 | TEST_SUITE(GEMMLowp) |
Gian Marco | e75a02b | 2017-11-08 12:24:09 +0000 | [diff] [blame] | 50 | TEST_SUITE(MatrixMultiplyCore) |
| 51 | using NEGEMMLowpMatrixMultiplyCoreFixture = GEMMLowpMatrixMultiplyCoreValidationFixture<Tensor, Accessor, NEGEMMLowpMatrixMultiplyCore>; |
Gian Marco | fa4cacd | 2017-10-18 17:05:02 +0100 | [diff] [blame] | 52 | |
morgolock | 4adaddb | 2020-09-29 14:24:32 +0100 | [diff] [blame] | 53 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, framework::dataset::concat(datasets::SmallGEMMLowpDataset(), datasets::LargeGEMMLowpDataset()), |
| 54 | shape_a, shape_b, shape_c, a_offset, b_offset) |
| 55 | { |
| 56 | // Create tensors |
| 57 | Tensor a = create_tensor<Tensor>(shape_a, DataType::QASYMM8); |
| 58 | Tensor b = create_tensor<Tensor>(shape_b, DataType::QASYMM8); |
| 59 | Tensor c = create_tensor<Tensor>(shape_c, DataType::S32); |
| 60 | |
| 61 | a.info()->set_quantization_info(QuantizationInfo(1.0f / 255, a_offset)); |
| 62 | b.info()->set_quantization_info(QuantizationInfo(1.0f / 255, b_offset)); |
| 63 | |
| 64 | ARM_COMPUTE_EXPECT(a.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 65 | ARM_COMPUTE_EXPECT(b.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 66 | ARM_COMPUTE_EXPECT(c.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 67 | |
| 68 | // Create and configure function |
| 69 | NEGEMMLowpMatrixMultiplyCore gemmlowp_mm; |
| 70 | gemmlowp_mm.configure(&a, &b, nullptr, &c); |
| 71 | |
| 72 | // Validate padding is zero |
| 73 | validate(a.info()->padding(), PaddingSize()); |
| 74 | validate(b.info()->padding(), PaddingSize()); |
| 75 | validate(c.info()->padding(), PaddingSize()); |
| 76 | } |
| 77 | |
Georgios Pinitas | a3b1b46 | 2017-11-16 19:24:39 +0000 | [diff] [blame] | 78 | // *INDENT-OFF* |
| 79 | // clang-format off |
| 80 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 81 | framework::dataset::make("InputAInfo", { TensorInfo(TensorShape(21U, 13U), 1, DataType::QASYMM8, QuantizationInfo(1.f/255, 10)), // Input not a multiple of 4 |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 82 | TensorInfo(TensorShape(21U, 13U), 1, DataType::S32), // Mismatching data type |
Georgios Pinitas | a3b1b46 | 2017-11-16 19:24:39 +0000 | [diff] [blame] | 83 | TensorInfo(TensorShape(20U, 13U), 1, DataType::QASYMM8, QuantizationInfo(1.f/255, 10)), // Invalid dimensions |
| 84 | TensorInfo(TensorShape(21U, 13U), 1, DataType::QASYMM8, QuantizationInfo(1.f/255, 10)), // Invalid dimensions |
| 85 | TensorInfo(TensorShape(16U, 32U), 1, DataType::QASYMM8, QuantizationInfo(1.f/255, 10)), |
| 86 | }), |
| 87 | framework::dataset::make("InputBInfo",{ TensorInfo(TensorShape(33U, 21U), 1, DataType::QASYMM8, QuantizationInfo(1.f/256, 10)), |
| 88 | TensorInfo(TensorShape(33U, 21U), 1, DataType::QASYMM8, QuantizationInfo(1.f/256, 10)), |
| 89 | TensorInfo(TensorShape(33U, 21U), 1, DataType::QASYMM8, QuantizationInfo(1.f/256, 10)), |
| 90 | TensorInfo(TensorShape(33U, 21U), 1, DataType::QASYMM8, QuantizationInfo(1.f/256, 10)), |
| 91 | TensorInfo(TensorShape(64U, 16U), 1, DataType::QASYMM8, QuantizationInfo(1.f/256, 10)), |
| 92 | })), |
| 93 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(33U, 13U), 1, DataType::S32), |
| 94 | TensorInfo(TensorShape(33U, 13U), 1, DataType::S32), |
| 95 | TensorInfo(TensorShape(33U, 13U), 1, DataType::S32), |
| 96 | TensorInfo(TensorShape(8U, 11U), 1, DataType::S32), |
| 97 | TensorInfo(TensorShape(64U, 32U), 1, DataType::S32), |
| 98 | })), |
morgolock | 4adaddb | 2020-09-29 14:24:32 +0100 | [diff] [blame] | 99 | framework::dataset::make("Expected", { true, false, false, false, true })), |
Georgios Pinitas | a3b1b46 | 2017-11-16 19:24:39 +0000 | [diff] [blame] | 100 | a_info, b_info, output_info, expected) |
| 101 | { |
| 102 | // Lock tensors |
Georgios Pinitas | 631c41a | 2017-12-06 11:53:03 +0000 | [diff] [blame] | 103 | Status status = NEGEMMLowpMatrixMultiplyCore::validate(&a_info.clone()->set_is_resizable(false), |
| 104 | &b_info.clone()->set_is_resizable(false), |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 105 | nullptr, |
Georgios Pinitas | 631c41a | 2017-12-06 11:53:03 +0000 | [diff] [blame] | 106 | &output_info.clone()->set_is_resizable(false)); |
| 107 | ARM_COMPUTE_EXPECT(bool(status) == expected, framework::LogLevel::ERRORS); |
Georgios Pinitas | a3b1b46 | 2017-11-16 19:24:39 +0000 | [diff] [blame] | 108 | } |
| 109 | // clang-format on |
| 110 | // *INDENT-ON* |
| 111 | |
Gian Marco | e75a02b | 2017-11-08 12:24:09 +0000 | [diff] [blame] | 112 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMLowpMatrixMultiplyCoreFixture, framework::DatasetMode::ALL, datasets::SmallGEMMLowpDataset()) |
Pablo Tello | 299025a | 2017-09-29 11:30:12 +0100 | [diff] [blame] | 113 | { |
| 114 | // Validate output |
Gian Marco | fa4cacd | 2017-10-18 17:05:02 +0100 | [diff] [blame] | 115 | validate(Accessor(_target), _reference); |
| 116 | } |
| 117 | |
Gian Marco | e75a02b | 2017-11-08 12:24:09 +0000 | [diff] [blame] | 118 | FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMLowpMatrixMultiplyCoreFixture, framework::DatasetMode::NIGHTLY, datasets::LargeGEMMLowpDataset()) |
Gian Marco | fa4cacd | 2017-10-18 17:05:02 +0100 | [diff] [blame] | 119 | { |
| 120 | // Validate output |
| 121 | validate(Accessor(_target), _reference); |
Pablo Tello | 299025a | 2017-09-29 11:30:12 +0100 | [diff] [blame] | 122 | } |
Pablo Tello | 299025a | 2017-09-29 11:30:12 +0100 | [diff] [blame] | 123 | |
George Wort | 2d7e683 | 2019-02-22 16:37:41 +0000 | [diff] [blame] | 124 | using NEGEMMLowpMatrixMultiplyCoreFusedOffsetOutputFixture = GEMMLowpMatrixMultiplyCoreFusedOffsetOutputValidationFixture<Tensor, Accessor, NEGEMMLowpMatrixMultiplyCore>; |
| 125 | TEST_SUITE(FusedOffsetOutput) |
Manuel Bottini | 959c26d | 2019-12-02 16:22:35 +0000 | [diff] [blame] | 126 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMLowpMatrixMultiplyCoreFusedOffsetOutputFixture, framework::DatasetMode::ALL, combine(datasets::SmallGEMMLowpFusedOffsetOutputUint8Dataset(), |
Vidhya Sudhan Loganathan | 951b8a4 | 2019-11-04 14:42:08 +0000 | [diff] [blame] | 127 | framework::dataset::make("DataType", { DataType::QASYMM8 }))) |
George Wort | 2d7e683 | 2019-02-22 16:37:41 +0000 | [diff] [blame] | 128 | { |
| 129 | // Validate output |
| 130 | validate(Accessor(_target), _reference); |
| 131 | } |
| 132 | |
Manuel Bottini | 959c26d | 2019-12-02 16:22:35 +0000 | [diff] [blame] | 133 | FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMLowpMatrixMultiplyCoreFusedOffsetOutputFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMLowpFusedOffsetOutputUint8Dataset(), |
Vidhya Sudhan Loganathan | 951b8a4 | 2019-11-04 14:42:08 +0000 | [diff] [blame] | 134 | framework::dataset::make("DataType", { DataType::QASYMM8 }))) |
George Wort | 2d7e683 | 2019-02-22 16:37:41 +0000 | [diff] [blame] | 135 | { |
| 136 | // Validate output |
| 137 | validate(Accessor(_target), _reference); |
| 138 | } |
| 139 | TEST_SUITE_END() // FusedOffsetOutput |
Gian Marco | e75a02b | 2017-11-08 12:24:09 +0000 | [diff] [blame] | 140 | TEST_SUITE_END() // MatrixMultiplyCore |
Gian Marco | e75a02b | 2017-11-08 12:24:09 +0000 | [diff] [blame] | 141 | TEST_SUITE_END() // GEMMLowp |
Manuel Bottini | ae58bdf | 2021-06-17 17:18:45 +0100 | [diff] [blame^] | 142 | TEST_SUITE_END() // NEON |
Pablo Tello | 299025a | 2017-09-29 11:30:12 +0100 | [diff] [blame] | 143 | } // namespace validation |
| 144 | } // namespace test |
| 145 | } // namespace arm_compute |