Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 1 | /* |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 ARM Limited. |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +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/GLES_COMPUTE/GCTensor.h" |
| 26 | #include "arm_compute/runtime/GLES_COMPUTE/GCTensorAllocator.h" |
| 27 | #include "arm_compute/runtime/GLES_COMPUTE/functions/GCFullyConnectedLayer.h" |
| 28 | #include "tests/GLES_COMPUTE/GCAccessor.h" |
| 29 | #include "tests/GLES_COMPUTE/Helper.h" |
| 30 | #include "tests/PaddingCalculator.h" |
| 31 | #include "tests/datasets/FullyConnectedLayerDataset.h" |
| 32 | #include "tests/framework/Asserts.h" |
| 33 | #include "tests/framework/Macros.h" |
| 34 | #include "tests/framework/datasets/Datasets.h" |
| 35 | #include "tests/validation/Validation.h" |
| 36 | #include "tests/validation/fixtures/FullyConnectedLayerFixture.h" |
| 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace test |
| 41 | { |
| 42 | namespace validation |
| 43 | { |
| 44 | namespace |
| 45 | { |
| 46 | /** Tolerance for float operations */ |
| 47 | RelativeTolerance<float> tolerance_f32(0.05f); |
| 48 | RelativeTolerance<half_float::half> tolerance_f16(half(0.2)); |
| 49 | constexpr float tolerance_num = 0.07f; /**< Tolerance number */ |
| 50 | |
| 51 | /** CNN data types */ |
| 52 | const auto CNNDataTypes = framework::dataset::make("DataType", |
| 53 | { |
| 54 | DataType::F16, |
| 55 | DataType::F32, |
| 56 | }); |
| 57 | |
| 58 | const auto FullyConnectedParameters = combine(framework::dataset::make("TransposeWeights", { false, true }), framework::dataset::make("ReshapeWeights", { false, true })); |
| 59 | } // namespace |
| 60 | |
| 61 | TEST_SUITE(GC) |
| 62 | TEST_SUITE(FullyConnectedLayer) |
| 63 | |
| 64 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(framework::dataset::concat(datasets::SmallFullyConnectedLayerDataset(), datasets::LargeFullyConnectedLayerDataset()), |
| 65 | FullyConnectedParameters), |
| 66 | CNNDataTypes), |
| 67 | src_shape, weights_shape, bias_shape, dst_shape, transpose_weights, reshape_weights, data_type) |
| 68 | { |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 69 | TensorShape ws(weights_shape); |
| 70 | |
| 71 | // Transpose weights if not done in the function |
| 72 | if(!reshape_weights || !transpose_weights) |
| 73 | { |
| 74 | const size_t shape_x = ws.x(); |
| 75 | ws.set(0, ws.y()); |
| 76 | ws.set(1, shape_x); |
| 77 | } |
| 78 | |
| 79 | // Create tensors |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 80 | GCTensor src = create_tensor<GCTensor>(src_shape, data_type, 1); |
| 81 | GCTensor weights = create_tensor<GCTensor>(ws, data_type, 1); |
| 82 | GCTensor bias = create_tensor<GCTensor>(bias_shape, data_type, 1); |
| 83 | GCTensor dst = create_tensor<GCTensor>(dst_shape, data_type, 1); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 84 | |
| 85 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 86 | ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 87 | ARM_COMPUTE_EXPECT(bias.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 88 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 89 | |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 90 | // Create Fully Connected layer info |
| 91 | FullyConnectedLayerInfo fc_info; |
| 92 | fc_info.transpose_weights = transpose_weights; |
| 93 | fc_info.are_weights_reshaped = !reshape_weights; |
| 94 | |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 95 | // Create and configure function. |
| 96 | GCFullyConnectedLayer fc; |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 97 | fc.configure(&src, &weights, &bias, &dst, fc_info); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 98 | |
| 99 | // Validate valid region |
| 100 | const ValidRegion dst_valid_region = shape_to_valid_region(dst_shape); |
| 101 | validate(dst.info()->valid_region(), dst_valid_region); |
| 102 | } |
| 103 | |
| 104 | template <typename T> |
Giorgio Arena | a855af1 | 2018-07-16 17:20:38 +0100 | [diff] [blame] | 105 | using GCFullyConnectedLayerFixture = FullyConnectedLayerValidationFixture<GCTensor, GCAccessor, GCFullyConnectedLayer, T>; |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 106 | |
| 107 | TEST_SUITE(Float) |
| 108 | TEST_SUITE(FP16) |
| 109 | FIXTURE_DATA_TEST_CASE(RunSmall, GCFullyConnectedLayerFixture<half_float::half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallFullyConnectedLayerDataset(), |
| 110 | FullyConnectedParameters), |
| 111 | framework::dataset::make("DataType", DataType::F16))) |
| 112 | { |
| 113 | // Validate output |
| 114 | validate(GCAccessor(_target), _reference, tolerance_f16, tolerance_num); |
| 115 | } |
| 116 | FIXTURE_DATA_TEST_CASE(RunLarge, GCFullyConnectedLayerFixture<half_float::half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeFullyConnectedLayerDataset(), |
| 117 | FullyConnectedParameters), |
| 118 | framework::dataset::make("DataType", DataType::F16))) |
| 119 | { |
| 120 | // Validate output |
| 121 | validate(GCAccessor(_target), _reference, tolerance_f16, tolerance_num); |
| 122 | } |
| 123 | TEST_SUITE_END() |
| 124 | |
| 125 | TEST_SUITE(FP32) |
| 126 | FIXTURE_DATA_TEST_CASE(RunSmall, GCFullyConnectedLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallFullyConnectedLayerDataset(), FullyConnectedParameters), |
| 127 | framework::dataset::make("DataType", DataType::F32))) |
| 128 | { |
| 129 | // Validate output |
| 130 | validate(GCAccessor(_target), _reference, tolerance_f32); |
| 131 | } |
| 132 | FIXTURE_DATA_TEST_CASE(RunLarge, GCFullyConnectedLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeFullyConnectedLayerDataset(), FullyConnectedParameters), |
| 133 | framework::dataset::make("DataType", DataType::F32))) |
| 134 | { |
| 135 | // Validate output |
| 136 | validate(GCAccessor(_target), _reference, tolerance_f32); |
| 137 | } |
| 138 | TEST_SUITE_END() |
| 139 | TEST_SUITE_END() |
| 140 | |
| 141 | TEST_SUITE_END() |
| 142 | TEST_SUITE_END() |
| 143 | } // namespace validation |
| 144 | } // namespace test |
| 145 | } // namespace arm_compute |