Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 1 | /* |
Giorgio Arena | 1167487 | 2018-02-07 15:38:12 +0000 | [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/GCBatchNormalizationLayer.h" |
| 28 | #include "tests/GLES_COMPUTE/GCAccessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
| 30 | #include "tests/datasets/RandomBatchNormalizationLayerDataset.h" |
| 31 | #include "tests/datasets/ShapeDatasets.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/BatchNormalizationLayerFixture.h" |
| 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace test |
| 41 | { |
| 42 | namespace validation |
| 43 | { |
| 44 | namespace |
| 45 | { |
| 46 | constexpr AbsoluteTolerance<float> tolerance_f(0.00001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ |
| 47 | constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */ |
Giorgio Arena | 1167487 | 2018-02-07 15:38:12 +0000 | [diff] [blame] | 48 | const auto act_infos = framework::dataset::make("ActivationInfo", |
| 49 | { |
| 50 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
| 51 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 6.f), |
| 52 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 8.f, 2.f), |
| 53 | }); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 54 | } // namespace |
| 55 | |
| 56 | TEST_SUITE(GC) |
| 57 | TEST_SUITE(BatchNormalizationLayer) |
| 58 | |
| 59 | template <typename T> |
| 60 | using GCBatchNormalizationLayerFixture = BatchNormalizationLayerValidationFixture<GCTensor, GCAccessor, GCBatchNormalizationLayer, T>; |
| 61 | |
| 62 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(datasets::RandomBatchNormalizationLayerDataset(), framework::dataset::make("DataType", { DataType::F32 })), |
| 63 | shape0, shape1, epsilon, dt) |
| 64 | { |
| 65 | // Set fixed point position data type allowed |
| 66 | int fixed_point_position = (arm_compute::is_data_type_fixed_point(dt)) ? 3 : 0; |
| 67 | |
| 68 | // Create tensors |
| 69 | GCTensor src = create_tensor<GCTensor>(shape0, dt, 1, fixed_point_position); |
| 70 | GCTensor dst = create_tensor<GCTensor>(shape0, dt, 1, fixed_point_position); |
| 71 | GCTensor mean = create_tensor<GCTensor>(shape1, dt, 1, fixed_point_position); |
| 72 | GCTensor var = create_tensor<GCTensor>(shape1, dt, 1, fixed_point_position); |
| 73 | GCTensor beta = create_tensor<GCTensor>(shape1, dt, 1, fixed_point_position); |
| 74 | GCTensor gamma = create_tensor<GCTensor>(shape1, dt, 1, fixed_point_position); |
| 75 | |
| 76 | // Create and Configure function |
| 77 | GCBatchNormalizationLayer norm; |
| 78 | norm.configure(&src, &dst, &mean, &var, &beta, &gamma, epsilon); |
| 79 | |
| 80 | // Validate valid region |
| 81 | const ValidRegion valid_region = shape_to_valid_region(shape0); |
| 82 | validate(dst.info()->valid_region(), valid_region); |
| 83 | } |
| 84 | |
| 85 | TEST_SUITE(Float) |
| 86 | TEST_SUITE(FP16) |
Giorgio Arena | 1167487 | 2018-02-07 15:38:12 +0000 | [diff] [blame] | 87 | FIXTURE_DATA_TEST_CASE(Random, GCBatchNormalizationLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::RandomBatchNormalizationLayerDataset(), |
| 88 | act_infos), |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 89 | framework::dataset::make("DataType", DataType::F16))) |
| 90 | { |
| 91 | // Validate output |
| 92 | validate(GCAccessor(_target), _reference, tolerance_f16, 0); |
| 93 | } |
| 94 | TEST_SUITE_END() |
| 95 | |
| 96 | TEST_SUITE(FP32) |
Giorgio Arena | 1167487 | 2018-02-07 15:38:12 +0000 | [diff] [blame] | 97 | FIXTURE_DATA_TEST_CASE(Random, GCBatchNormalizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::RandomBatchNormalizationLayerDataset(), |
| 98 | act_infos), |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 99 | framework::dataset::make("DataType", DataType::F32))) |
| 100 | { |
| 101 | // Validate output |
| 102 | validate(GCAccessor(_target), _reference, tolerance_f, 0); |
| 103 | } |
| 104 | TEST_SUITE_END() |
| 105 | TEST_SUITE_END() |
| 106 | |
| 107 | TEST_SUITE_END() |
| 108 | TEST_SUITE_END() |
| 109 | } // namespace validation |
| 110 | } // namespace test |
| 111 | } // namespace arm_compute |