SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 1 | /* |
Anthony Barbier | 72856ab | 2018-01-11 10:45:24 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 ARM Limited. |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +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 | #ifndef ARM_COMPUTE_TEST_BATCHNORMALIZATIONLAYERFIXTURE |
| 25 | #define ARM_COMPUTE_TEST_BATCHNORMALIZATIONLAYERFIXTURE |
| 26 | |
| 27 | #include "arm_compute/core/TensorShape.h" |
| 28 | #include "arm_compute/core/Types.h" |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 29 | #include "tests/Globals.h" |
| 30 | #include "tests/Utils.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 31 | #include "tests/framework/Fixture.h" |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 32 | |
| 33 | namespace arm_compute |
| 34 | { |
| 35 | namespace test |
| 36 | { |
Michalis Spyrou | 724079d | 2017-12-15 11:37:37 +0000 | [diff] [blame] | 37 | namespace benchmark |
| 38 | { |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 39 | /** Fixture that can be used for NEON and CL */ |
| 40 | template <typename TensorType, typename Function, typename Accessor> |
| 41 | class BatchNormalizationLayerFixture : public framework::Fixture |
| 42 | { |
| 43 | public: |
| 44 | template <typename...> |
Michele Di Giorgio | 0cbb927 | 2018-03-01 16:56:48 +0000 | [diff] [blame] | 45 | void setup(TensorShape tensor_shape, TensorShape param_shape, float epsilon, bool use_gamma, bool use_beta, ActivationLayerInfo act_info, DataType data_type, DataLayout data_layout, int batches) |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 46 | { |
| 47 | // Set batched in source and destination shapes |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 48 | |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 49 | tensor_shape.set(tensor_shape.num_dimensions(), batches); |
Michele Di Giorgio | 0cbb927 | 2018-03-01 16:56:48 +0000 | [diff] [blame] | 50 | if(data_layout == DataLayout::NHWC) |
| 51 | { |
| 52 | permute(tensor_shape, PermutationVector(2U, 0U, 1U)); |
| 53 | } |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 54 | |
| 55 | // Create tensors |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 56 | src = create_tensor<TensorType>(tensor_shape, data_type, 1, QuantizationInfo(), data_layout); |
| 57 | dst = create_tensor<TensorType>(tensor_shape, data_type, 1, QuantizationInfo(), data_layout); |
| 58 | mean = create_tensor<TensorType>(param_shape, data_type, 1); |
| 59 | variance = create_tensor<TensorType>(param_shape, data_type, 1); |
| 60 | beta = create_tensor<TensorType>(param_shape, data_type, 1); |
| 61 | gamma = create_tensor<TensorType>(param_shape, data_type, 1); |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 62 | |
| 63 | // Create and configure function |
Michele Di Giorgio | 4d33630 | 2018-03-02 09:43:54 +0000 | [diff] [blame] | 64 | TensorType *beta_ptr = use_beta ? &beta : nullptr; |
| 65 | TensorType *gamma_ptr = use_gamma ? &gamma : nullptr; |
| 66 | batch_norm_layer.configure(&src, &dst, &mean, &variance, beta_ptr, gamma_ptr, epsilon, act_info); |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 67 | |
| 68 | // Allocate tensors |
| 69 | src.allocator()->allocate(); |
| 70 | dst.allocator()->allocate(); |
| 71 | mean.allocator()->allocate(); |
| 72 | variance.allocator()->allocate(); |
| 73 | beta.allocator()->allocate(); |
| 74 | gamma.allocator()->allocate(); |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 75 | } |
| 76 | |
| 77 | void run() |
| 78 | { |
| 79 | batch_norm_layer.run(); |
Joel Liang | 1c5ffd6 | 2017-12-28 10:09:51 +0800 | [diff] [blame] | 80 | } |
| 81 | |
| 82 | void sync() |
| 83 | { |
| 84 | sync_if_necessary<TensorType>(); |
| 85 | sync_tensor_if_necessary<TensorType>(dst); |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 86 | } |
| 87 | |
| 88 | void teardown() |
| 89 | { |
| 90 | src.allocator()->free(); |
| 91 | dst.allocator()->free(); |
| 92 | mean.allocator()->free(); |
| 93 | variance.allocator()->free(); |
| 94 | beta.allocator()->free(); |
| 95 | gamma.allocator()->free(); |
| 96 | } |
| 97 | |
| 98 | private: |
| 99 | TensorType src{}; |
| 100 | TensorType dst{}; |
| 101 | TensorType mean{}; |
| 102 | TensorType variance{}; |
| 103 | TensorType beta{}; |
| 104 | TensorType gamma{}; |
| 105 | Function batch_norm_layer{}; |
| 106 | }; |
Michalis Spyrou | 724079d | 2017-12-15 11:37:37 +0000 | [diff] [blame] | 107 | } // namespace benchmark |
SiCong Li | 1e5c157 | 2017-07-27 17:58:52 +0100 | [diff] [blame] | 108 | } // namespace test |
| 109 | } // namespace arm_compute |
| 110 | #endif /* ARM_COMPUTE_TEST_BATCHNORMALIZATIONLAYERFIXTURE */ |