Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 1 | /* |
Anthony Barbier | 1c0d0ff | 2018-01-31 13:05:09 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 ARM Limited. |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +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 | */ |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 24 | #include "arm_compute/core/NEON/kernels/NEGEMMInterleave4x4Kernel.h" |
Pablo Tello | 088cc7f | 2017-12-07 15:20:55 +0000 | [diff] [blame] | 25 | #include "arm_compute/core/NEON/kernels/NEGEMMTranspose1xWKernel.h" |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/Types.h" |
| 27 | #include "arm_compute/runtime/NEON/functions/NEGEMM.h" |
| 28 | #include "arm_compute/runtime/Tensor.h" |
| 29 | #include "arm_compute/runtime/TensorAllocator.h" |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 30 | #include "tests/NEON/Accessor.h" |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 31 | #include "tests/NEON/Helper.h" |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 32 | #include "tests/PaddingCalculator.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 33 | #include "tests/datasets/LargeGEMMDataset.h" |
| 34 | #include "tests/datasets/SmallGEMMDataset.h" |
Anthony Barbier | 1c0d0ff | 2018-01-31 13:05:09 +0000 | [diff] [blame] | 35 | #include "tests/datasets/TinyGEMMDataset.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +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/GEMMFixture.h" |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 41 | #include "tests/validation/fixtures/GEMMInterleave4x4Fixture.h" |
Pablo Tello | 088cc7f | 2017-12-07 15:20:55 +0000 | [diff] [blame] | 42 | #include "tests/validation/fixtures/GEMMTranspose1xWFixture.h" |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 43 | |
| 44 | namespace arm_compute |
| 45 | { |
| 46 | namespace test |
| 47 | { |
| 48 | namespace validation |
| 49 | { |
| 50 | namespace |
| 51 | { |
| 52 | constexpr AbsoluteTolerance<float> tolerance_f(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for floating point data types */ |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 53 | |
| 54 | /** CNN data types */ |
| 55 | const auto CNNDataTypes = framework::dataset::make("DataType", |
| 56 | { |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 57 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 58 | DataType::F16, |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 59 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 60 | DataType::F32, |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 61 | }); |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 62 | |
| 63 | const auto data_interleave = framework::dataset::make("M", 8, 12) * framework::dataset::make("N", 8, 12); |
Pablo Tello | 088cc7f | 2017-12-07 15:20:55 +0000 | [diff] [blame] | 64 | const auto data_transpose = framework::dataset::make("M", 8, 14) * framework::dataset::make("N", 7, 14); |
| 65 | |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 66 | } // namespace |
| 67 | |
| 68 | TEST_SUITE(NEON) |
| 69 | TEST_SUITE(GEMM) |
| 70 | |
Pablo Tello | 088cc7f | 2017-12-07 15:20:55 +0000 | [diff] [blame] | 71 | TEST_SUITE(TRANSPOSE_1XW) |
| 72 | using NEGEMMTranspose1xW = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMTranspose1xWKernel, 4>; |
| 73 | using NEGEMMTranspose1xWFixture = GEMMTranspose1xWValidationFixture<Tensor, Accessor, NEGEMMTranspose1xW, float>; |
| 74 | TEST_SUITE(FP32) |
| 75 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMTranspose1xWFixture, framework::DatasetMode::PRECOMMIT, data_transpose * framework::dataset::make("DataType", DataType::F32)) |
| 76 | { |
| 77 | // Validate output |
| 78 | validate(Accessor(_target), _reference); |
| 79 | } |
| 80 | TEST_SUITE_END() // FP32 |
| 81 | |
Pablo Tello | 088cc7f | 2017-12-07 15:20:55 +0000 | [diff] [blame] | 82 | TEST_SUITE_END() // TRANSPOSE_1XW |
| 83 | |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 84 | TEST_SUITE(INTERLEAVE_4X4) |
| 85 | using NEGEMMInterleave4x4 = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMInterleave4x4Kernel, 4>; |
| 86 | |
| 87 | TEST_SUITE(FP32) |
| 88 | using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixture<Tensor, Accessor, NEGEMMInterleave4x4, float>; |
| 89 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave * framework::dataset::make("DataType", DataType::F32)) |
| 90 | { |
| 91 | // Validate output |
| 92 | validate(Accessor(_target), _reference); |
| 93 | } |
| 94 | TEST_SUITE_END() // FP32 |
| 95 | |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 96 | TEST_SUITE_END() // INTERLEAVE_4X4 |
| 97 | |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 98 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(framework::dataset::concat(datasets::SmallGEMMDataset(), datasets::LargeGEMMDataset()), CNNDataTypes), |
| 99 | shape_a, shape_b, shape_c, output_shape, alpha, beta, data_type) |
| 100 | { |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 101 | // Create tensors |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 102 | Tensor a = create_tensor<Tensor>(shape_a, data_type, 1); |
| 103 | Tensor b = create_tensor<Tensor>(shape_b, data_type, 1); |
| 104 | Tensor c = create_tensor<Tensor>(shape_c, data_type, 1); |
| 105 | Tensor dst = create_tensor<Tensor>(output_shape, data_type, 1); |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 106 | |
| 107 | ARM_COMPUTE_EXPECT(a.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 108 | ARM_COMPUTE_EXPECT(b.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 109 | ARM_COMPUTE_EXPECT(c.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 110 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 111 | |
| 112 | // Create and configure function |
| 113 | NEGEMM gemm; |
| 114 | gemm.configure(&a, &b, &c, &dst, alpha, beta); |
| 115 | |
| 116 | //TODO(COMPMID-415): Validate valid region |
| 117 | } |
| 118 | |
| 119 | template <typename T> |
| 120 | using NEGEMMFixture = GEMMValidationFixture<Tensor, Accessor, NEGEMM, T>; |
| 121 | |
| 122 | TEST_SUITE(Float) |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 123 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 124 | TEST_SUITE(FP16) |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 125 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixture<half>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::F16))) |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 126 | { |
| 127 | // Validate output |
| 128 | validate(Accessor(_target), _reference, tolerance_f); |
| 129 | } |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 130 | FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixture<half>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", |
| 131 | DataType::F16))) |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 132 | { |
| 133 | // Validate output |
| 134 | validate(Accessor(_target), _reference, tolerance_f); |
| 135 | } |
| 136 | TEST_SUITE_END() |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 137 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 138 | |
| 139 | TEST_SUITE(FP32) |
| 140 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::F32))) |
| 141 | { |
| 142 | // Validate output |
| 143 | validate(Accessor(_target), _reference, tolerance_f); |
| 144 | } |
| 145 | FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", DataType::F32))) |
| 146 | { |
| 147 | // Validate output |
| 148 | validate(Accessor(_target), _reference, tolerance_f); |
| 149 | } |
| 150 | TEST_SUITE_END() |
| 151 | TEST_SUITE_END() |
| 152 | |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 153 | TEST_SUITE_END() |
| 154 | TEST_SUITE_END() |
| 155 | } // namespace validation |
| 156 | } // namespace test |
| 157 | } // namespace arm_compute |