Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 1 | /* |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2019 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" |
Michele Di Giorgio | 0cbb927 | 2018-03-01 16:56:48 +0000 | [diff] [blame] | 35 | #include "tests/validation/Helpers.h" |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 36 | #include "tests/validation/Validation.h" |
| 37 | #include "tests/validation/fixtures/BatchNormalizationLayerFixture.h" |
| 38 | |
| 39 | namespace arm_compute |
| 40 | { |
| 41 | namespace test |
| 42 | { |
| 43 | namespace validation |
| 44 | { |
| 45 | namespace |
| 46 | { |
| 47 | constexpr AbsoluteTolerance<float> tolerance_f(0.00001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ |
| 48 | 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] | 49 | const auto act_infos = framework::dataset::make("ActivationInfo", |
| 50 | { |
| 51 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
| 52 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 6.f), |
| 53 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 8.f, 2.f), |
| 54 | }); |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 55 | |
| 56 | const auto data_GB = combine(framework::dataset::make("UseGamma", { false, true }), |
| 57 | framework::dataset::make("UseBeta", { false, true })); |
| 58 | const auto data_f16 = combine(combine(combine(data_GB, act_infos), framework::dataset::make("DataType", DataType::F16)), |
| 59 | framework::dataset::make("DataLayout", { DataLayout::NCHW })); |
| 60 | const auto data_f32 = combine(combine(combine(data_GB, act_infos), framework::dataset::make("DataType", DataType::F32)), |
| 61 | framework::dataset::make("DataLayout", { DataLayout::NCHW })); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 62 | } // namespace |
| 63 | |
| 64 | TEST_SUITE(GC) |
| 65 | TEST_SUITE(BatchNormalizationLayer) |
| 66 | |
| 67 | template <typename T> |
| 68 | using GCBatchNormalizationLayerFixture = BatchNormalizationLayerValidationFixture<GCTensor, GCAccessor, GCBatchNormalizationLayer, T>; |
| 69 | |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 70 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallRandomBatchNormalizationLayerDataset(), |
| 71 | data_GB), |
Michele Di Giorgio | 0cbb927 | 2018-03-01 16:56:48 +0000 | [diff] [blame] | 72 | framework::dataset::make("DataType", { DataType::F32 })), |
| 73 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 74 | shape0, shape1, epsilon, use_beta, use_gamma, dt, data_layout) |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 75 | { |
Michele Di Giorgio | 0cbb927 | 2018-03-01 16:56:48 +0000 | [diff] [blame] | 76 | TensorShape src_dst_shapes = shape0; |
| 77 | if(data_layout == DataLayout::NHWC) |
| 78 | { |
| 79 | permute(src_dst_shapes, PermutationVector(2U, 0U, 1U)); |
| 80 | } |
| 81 | |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 82 | // Create tensors |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 83 | GCTensor src = create_tensor<GCTensor>(src_dst_shapes, dt, 1, QuantizationInfo(), data_layout); |
| 84 | GCTensor dst = create_tensor<GCTensor>(src_dst_shapes, dt, 1, QuantizationInfo(), data_layout); |
| 85 | GCTensor mean = create_tensor<GCTensor>(shape1, dt, 1); |
| 86 | GCTensor var = create_tensor<GCTensor>(shape1, dt, 1); |
| 87 | GCTensor beta = create_tensor<GCTensor>(shape1, dt, 1); |
| 88 | GCTensor gamma = create_tensor<GCTensor>(shape1, dt, 1); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 89 | |
| 90 | // Create and Configure function |
| 91 | GCBatchNormalizationLayer norm; |
Michele Di Giorgio | 4d33630 | 2018-03-02 09:43:54 +0000 | [diff] [blame] | 92 | GCTensor *beta_ptr = use_beta ? &beta : nullptr; |
| 93 | GCTensor *gamma_ptr = use_gamma ? &gamma : nullptr; |
| 94 | norm.configure(&src, &dst, &mean, &var, beta_ptr, gamma_ptr, epsilon); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 95 | |
| 96 | // Validate valid region |
Michele Di Giorgio | 0cbb927 | 2018-03-01 16:56:48 +0000 | [diff] [blame] | 97 | const ValidRegion valid_region = shape_to_valid_region(src_dst_shapes); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 98 | validate(dst.info()->valid_region(), valid_region); |
| 99 | } |
| 100 | |
| 101 | TEST_SUITE(Float) |
| 102 | TEST_SUITE(FP16) |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 103 | FIXTURE_DATA_TEST_CASE(Random, GCBatchNormalizationLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallRandomBatchNormalizationLayerDataset(), data_f16)) |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 104 | { |
| 105 | // Validate output |
| 106 | validate(GCAccessor(_target), _reference, tolerance_f16, 0); |
| 107 | } |
| 108 | TEST_SUITE_END() |
| 109 | |
| 110 | TEST_SUITE(FP32) |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 111 | FIXTURE_DATA_TEST_CASE(Random, GCBatchNormalizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::LargeRandomBatchNormalizationLayerDataset(), data_f32)) |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 112 | { |
| 113 | // Validate output |
| 114 | validate(GCAccessor(_target), _reference, tolerance_f, 0); |
| 115 | } |
| 116 | TEST_SUITE_END() |
| 117 | TEST_SUITE_END() |
| 118 | |
| 119 | TEST_SUITE_END() |
| 120 | TEST_SUITE_END() |
| 121 | } // namespace validation |
| 122 | } // namespace test |
| 123 | } // namespace arm_compute |