Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +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_SOFTMAX_LAYER_FIXTURE |
| 25 | #define ARM_COMPUTE_TEST_SOFTMAX_LAYER_FIXTURE |
| 26 | |
| 27 | #include "arm_compute/core/TensorShape.h" |
| 28 | #include "arm_compute/core/Types.h" |
| 29 | #include "arm_compute/runtime/Tensor.h" |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 30 | #include "tests/AssetsLibrary.h" |
| 31 | #include "tests/Globals.h" |
| 32 | #include "tests/IAccessor.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 33 | #include "tests/framework/Asserts.h" |
| 34 | #include "tests/framework/Fixture.h" |
Georgios Pinitas | 5a7e776 | 2017-12-01 16:27:29 +0000 | [diff] [blame] | 35 | #include "tests/validation/reference/SoftmaxLayer.h" |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 36 | |
| 37 | #include <random> |
| 38 | |
| 39 | namespace arm_compute |
| 40 | { |
| 41 | namespace test |
| 42 | { |
| 43 | namespace validation |
| 44 | { |
Sang-Hoon Park | d24affe | 2019-10-08 18:07:23 +0100 | [diff] [blame] | 45 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T, bool IS_LOG = false> |
Chunosov | f450caa | 2017-11-08 16:09:35 +0700 | [diff] [blame] | 46 | class SoftmaxValidationGenericFixture : public framework::Fixture |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 47 | { |
| 48 | public: |
| 49 | template <typename...> |
giuros01 | efbf6c8 | 2018-09-03 09:53:53 +0100 | [diff] [blame] | 50 | void setup(TensorShape shape, DataType data_type, QuantizationInfo quantization_info, float beta, size_t axis) |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 51 | { |
Chunosov | f450caa | 2017-11-08 16:09:35 +0700 | [diff] [blame] | 52 | _quantization_info = quantization_info; |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 53 | |
giuros01 | efbf6c8 | 2018-09-03 09:53:53 +0100 | [diff] [blame] | 54 | _reference = compute_reference(shape, data_type, quantization_info, beta, axis); |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame^] | 55 | _target = compute_target(shape, data_type, quantization_info, beta, axis); |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 56 | } |
| 57 | |
| 58 | protected: |
| 59 | template <typename U> |
| 60 | void fill(U &&tensor) |
| 61 | { |
Chunosov | f450caa | 2017-11-08 16:09:35 +0700 | [diff] [blame] | 62 | if(!is_data_type_quantized(tensor.data_type())) |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 63 | { |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame^] | 64 | std::uniform_real_distribution<> distribution(-10.f, 10.f); |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 65 | library->fill(tensor, distribution, 0); |
| 66 | } |
Sang-Hoon Park | 0779fec | 2019-11-13 17:08:12 +0000 | [diff] [blame] | 67 | else // data type is quantized_asymmetric (signed or unsigned) |
Chunosov | f450caa | 2017-11-08 16:09:35 +0700 | [diff] [blame] | 68 | { |
| 69 | std::uniform_int_distribution<> distribution(0, 100); |
| 70 | library->fill(tensor, distribution, 0); |
| 71 | } |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 72 | } |
| 73 | |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 74 | TensorType compute_target(const TensorShape &shape, DataType data_type, |
Sheri Zhang | 1f567af | 2020-05-05 11:47:36 +0100 | [diff] [blame] | 75 | QuantizationInfo quantization_info, float beta, int32_t axis) |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 76 | { |
| 77 | // Create tensors |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 78 | TensorType src = create_tensor<TensorType>(shape, data_type, 1, quantization_info); |
Sang-Hoon Park | 0779fec | 2019-11-13 17:08:12 +0000 | [diff] [blame] | 79 | TensorType dst = create_tensor<TensorType>(shape, data_type, 1, get_softmax_output_quantization_info(data_type, IS_LOG)); |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 80 | |
| 81 | // Create and configure function |
| 82 | FunctionType smx_layer; |
giuros01 | efbf6c8 | 2018-09-03 09:53:53 +0100 | [diff] [blame] | 83 | smx_layer.configure(&src, &dst, beta, axis); |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 84 | |
| 85 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 86 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 87 | |
| 88 | // Allocate tensors |
| 89 | src.allocator()->allocate(); |
| 90 | dst.allocator()->allocate(); |
| 91 | |
| 92 | ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 93 | ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 94 | |
| 95 | // Fill tensors |
| 96 | fill(AccessorType(src)); |
| 97 | |
| 98 | // Compute function |
| 99 | smx_layer.run(); |
| 100 | |
| 101 | return dst; |
| 102 | } |
| 103 | |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 104 | SimpleTensor<T> compute_reference(const TensorShape &shape, DataType data_type, |
Sheri Zhang | 1f567af | 2020-05-05 11:47:36 +0100 | [diff] [blame] | 105 | QuantizationInfo quantization_info, float beta, int32_t axis) |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 106 | { |
| 107 | // Create reference |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 108 | SimpleTensor<T> src{ shape, data_type, 1, quantization_info }; |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 109 | |
| 110 | // Fill reference |
| 111 | fill(src); |
| 112 | |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame^] | 113 | return reference::softmax_layer<T>(src, beta, axis, IS_LOG); |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 114 | } |
| 115 | |
Chunosov | f450caa | 2017-11-08 16:09:35 +0700 | [diff] [blame] | 116 | TensorType _target{}; |
| 117 | SimpleTensor<T> _reference{}; |
Chunosov | f450caa | 2017-11-08 16:09:35 +0700 | [diff] [blame] | 118 | QuantizationInfo _quantization_info{}; |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 119 | }; |
| 120 | |
Sang-Hoon Park | d24affe | 2019-10-08 18:07:23 +0100 | [diff] [blame] | 121 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T, bool IS_LOG = false> |
| 122 | class SoftmaxValidationFixture : public SoftmaxValidationGenericFixture<TensorType, AccessorType, FunctionType, T, IS_LOG> |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 123 | { |
| 124 | public: |
| 125 | template <typename...> |
giuros01 | efbf6c8 | 2018-09-03 09:53:53 +0100 | [diff] [blame] | 126 | void setup(TensorShape shape, DataType data_type, float beta, size_t axis) |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 127 | { |
Sang-Hoon Park | d24affe | 2019-10-08 18:07:23 +0100 | [diff] [blame] | 128 | SoftmaxValidationGenericFixture<TensorType, AccessorType, FunctionType, T, IS_LOG>::setup(shape, |
| 129 | data_type, |
| 130 | QuantizationInfo(), |
| 131 | beta, |
| 132 | axis); |
Chunosov | f450caa | 2017-11-08 16:09:35 +0700 | [diff] [blame] | 133 | } |
| 134 | }; |
| 135 | |
Sang-Hoon Park | d24affe | 2019-10-08 18:07:23 +0100 | [diff] [blame] | 136 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T, bool IS_LOG = false> |
| 137 | class SoftmaxValidationQuantizedFixture : public SoftmaxValidationGenericFixture<TensorType, AccessorType, FunctionType, T, IS_LOG> |
Chunosov | f450caa | 2017-11-08 16:09:35 +0700 | [diff] [blame] | 138 | { |
| 139 | public: |
| 140 | template <typename...> |
giuros01 | efbf6c8 | 2018-09-03 09:53:53 +0100 | [diff] [blame] | 141 | void setup(TensorShape shape, DataType data_type, QuantizationInfo quantization_info, float beta, size_t axis) |
Chunosov | f450caa | 2017-11-08 16:09:35 +0700 | [diff] [blame] | 142 | { |
Sang-Hoon Park | d24affe | 2019-10-08 18:07:23 +0100 | [diff] [blame] | 143 | SoftmaxValidationGenericFixture<TensorType, AccessorType, FunctionType, T, IS_LOG>::setup(shape, |
| 144 | data_type, |
| 145 | quantization_info, |
| 146 | beta, |
| 147 | axis); |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 148 | } |
| 149 | }; |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame^] | 150 | |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 151 | } // namespace validation |
| 152 | } // namespace test |
| 153 | } // namespace arm_compute |
| 154 | #endif /* ARM_COMPUTE_TEST_SOFTMAX_LAYER_FIXTURE */ |