Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 1 | /* |
Matthew Bentham | 945b8da | 2023-07-12 11:54:59 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2021, 2023 Arm Limited. |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +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_ACTIVATION_LAYER_FIXTURE |
| 25 | #define ARM_COMPUTE_TEST_ACTIVATION_LAYER_FIXTURE |
| 26 | |
| 27 | #include "arm_compute/core/TensorShape.h" |
| 28 | #include "arm_compute/core/Types.h" |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 29 | #include "tests/AssetsLibrary.h" |
| 30 | #include "tests/Globals.h" |
| 31 | #include "tests/IAccessor.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 32 | #include "tests/framework/Asserts.h" |
| 33 | #include "tests/framework/Fixture.h" |
Pablo Tello | db8485a | 2019-09-24 11:03:47 +0100 | [diff] [blame] | 34 | #include "tests/framework/ParametersLibrary.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 35 | #include "tests/validation/Helpers.h" |
Georgios Pinitas | 5a7e776 | 2017-12-01 16:27:29 +0000 | [diff] [blame] | 36 | #include "tests/validation/reference/ActivationLayer.h" |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 37 | |
| 38 | #include <random> |
| 39 | |
| 40 | namespace arm_compute |
| 41 | { |
| 42 | namespace test |
| 43 | { |
| 44 | namespace validation |
| 45 | { |
| 46 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 47 | class ActivationValidationGenericFixture : public framework::Fixture |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 48 | { |
| 49 | public: |
Pablo Tello | db8485a | 2019-09-24 11:03:47 +0100 | [diff] [blame] | 50 | ActivationValidationGenericFixture() |
| 51 | : _target(parameters->get_ctx<TensorType>()) |
| 52 | { |
| 53 | } |
| 54 | |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 55 | void setup(TensorShape shape, bool in_place, ActivationLayerInfo::ActivationFunction function, float alpha_beta, DataType data_type, QuantizationInfo quantization_info) |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 56 | { |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 57 | ActivationLayerInfo info(function, alpha_beta, alpha_beta); |
| 58 | |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 59 | _in_place = in_place; |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 60 | _data_type = data_type; |
giuros01 | c9573f3 | 2019-06-20 10:30:17 +0100 | [diff] [blame] | 61 | _output_quantization_info = calculate_output_quantization_info(_data_type, info, quantization_info); |
| 62 | _input_quantization_info = in_place ? _output_quantization_info : quantization_info; |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 63 | |
giuros01 | c9573f3 | 2019-06-20 10:30:17 +0100 | [diff] [blame] | 64 | _function = function; |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 65 | _target = compute_target(shape, info); |
| 66 | _reference = compute_reference(shape, info); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 67 | } |
| 68 | |
| 69 | protected: |
Sang-Hoon Park | a8a7c1d | 2020-05-12 22:01:23 +0100 | [diff] [blame] | 70 | std::vector<T> get_boundary_values(T min, T max) |
| 71 | { |
| 72 | // This function will return a vector filled with the following values that can |
| 73 | // represent two partitions derived from equivalent partitioning. |
| 74 | // * Lower parition: min, min + delta, lower quarter (nominal), center - delta |
| 75 | // * Upper partition: center, center + delta, upper quarter (nominal), max - delta, max |
| 76 | const auto delta = is_data_type_float(_data_type) ? T(0.1f) : T(1); |
| 77 | const auto center_value = (min + max) / 2; |
| 78 | const auto lower_quarter = (min + center_value) / 2; |
| 79 | const auto upper_quarter = (center_value + max) / 2; |
| 80 | |
| 81 | std::vector<T> boundary_values{}; |
| 82 | |
| 83 | // To ensure all the inserted values are within the given range after subtracing/adding delta |
| 84 | auto insert_values = [&boundary_values, &min, &max](const std::initializer_list<T> &new_values) |
| 85 | { |
| 86 | for(auto &v : new_values) |
| 87 | { |
| 88 | if(v >= min && v <= max) |
| 89 | { |
| 90 | boundary_values.emplace_back(v); |
| 91 | } |
| 92 | } |
| 93 | }; |
| 94 | |
| 95 | insert_values({ min, static_cast<T>(min + delta), static_cast<T>(lower_quarter), static_cast<T>(center_value - delta) }); // lower partition |
| 96 | insert_values({ static_cast<T>(center_value), static_cast<T>(center_value + delta), static_cast<T>(upper_quarter), static_cast<T>(max - delta), max }); // upper partition |
| 97 | |
| 98 | return boundary_values; |
| 99 | } |
| 100 | |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 101 | template <typename U> |
| 102 | void fill(U &&tensor) |
| 103 | { |
| 104 | if(is_data_type_float(_data_type)) |
| 105 | { |
| 106 | float min_bound = 0; |
| 107 | float max_bound = 0; |
| 108 | std::tie(min_bound, max_bound) = get_activation_layer_test_bounds<T>(_function, _data_type); |
Sang-Hoon Park | a8a7c1d | 2020-05-12 22:01:23 +0100 | [diff] [blame] | 109 | library->fill_static_values(tensor, get_boundary_values(static_cast<T>(min_bound), static_cast<T>(max_bound))); |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 110 | } |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 111 | else |
| 112 | { |
Sang-Hoon Park | a8a7c1d | 2020-05-12 22:01:23 +0100 | [diff] [blame] | 113 | PixelValue min{}; |
| 114 | PixelValue max{}; |
| 115 | std::tie(min, max) = get_min_max(tensor.data_type()); |
| 116 | library->fill_static_values(tensor, get_boundary_values(min.get<T>(), max.get<T>())); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 117 | } |
| 118 | } |
| 119 | |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 120 | TensorType compute_target(const TensorShape &shape, ActivationLayerInfo info) |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 121 | { |
Pablo Tello | db8485a | 2019-09-24 11:03:47 +0100 | [diff] [blame] | 122 | auto ctx = parameters->get_ctx<TensorType>(); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 123 | // Create tensors |
Pablo Tello | db8485a | 2019-09-24 11:03:47 +0100 | [diff] [blame] | 124 | TensorType src = create_tensor<TensorType>(shape, _data_type, 1, _input_quantization_info, DataLayout::NCHW, ctx); |
| 125 | TensorType dst = create_tensor<TensorType>(shape, _data_type, 1, _output_quantization_info, DataLayout::NCHW, ctx); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 126 | |
| 127 | // Create and configure function |
Pablo Tello | db8485a | 2019-09-24 11:03:47 +0100 | [diff] [blame] | 128 | FunctionType act_layer(ctx); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 129 | |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 130 | TensorType *dst_ptr = _in_place ? nullptr : &dst; |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 131 | |
| 132 | act_layer.configure(&src, dst_ptr, info); |
| 133 | |
Michele Di Giorgio | 4fc10b3 | 2021-04-30 18:30:41 +0100 | [diff] [blame] | 134 | ARM_COMPUTE_ASSERT(src.info()->is_resizable()); |
| 135 | ARM_COMPUTE_ASSERT(dst.info()->is_resizable()); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 136 | |
| 137 | // Allocate tensors |
| 138 | src.allocator()->allocate(); |
Michele Di Giorgio | 4fc10b3 | 2021-04-30 18:30:41 +0100 | [diff] [blame] | 139 | ARM_COMPUTE_ASSERT(!src.info()->is_resizable()); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 140 | |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 141 | if(!_in_place) |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 142 | { |
| 143 | dst.allocator()->allocate(); |
Michele Di Giorgio | 4fc10b3 | 2021-04-30 18:30:41 +0100 | [diff] [blame] | 144 | ARM_COMPUTE_ASSERT(!dst.info()->is_resizable()); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 145 | } |
| 146 | |
| 147 | // Fill tensors |
| 148 | fill(AccessorType(src)); |
| 149 | |
| 150 | // Compute function |
| 151 | act_layer.run(); |
| 152 | |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 153 | if(_in_place) |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 154 | { |
| 155 | return src; |
| 156 | } |
| 157 | else |
| 158 | { |
| 159 | return dst; |
| 160 | } |
| 161 | } |
| 162 | |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 163 | SimpleTensor<T> compute_reference(const TensorShape &shape, ActivationLayerInfo info) |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 164 | { |
| 165 | // Create reference |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 166 | SimpleTensor<T> src{ shape, _data_type, 1, _input_quantization_info }; |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 167 | |
| 168 | // Fill reference |
| 169 | fill(src); |
| 170 | |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 171 | return reference::activation_layer<T>(src, info, _output_quantization_info); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 172 | } |
| 173 | |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 174 | private: |
giuros01 | c9573f3 | 2019-06-20 10:30:17 +0100 | [diff] [blame] | 175 | QuantizationInfo calculate_output_quantization_info(DataType dt, const ActivationLayerInfo &act_info, const QuantizationInfo &default_qinfo) |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 176 | { |
Michalis Spyrou | 8d4d1b8 | 2019-11-28 11:31:23 +0000 | [diff] [blame] | 177 | auto qasymm8_max = float(std::numeric_limits<uint8_t>::max()) + 1.f; |
| 178 | auto qasymm8_signed_max = float(std::numeric_limits<int8_t>::max()) + 1.f; |
| 179 | auto qsymm16_max = float(std::numeric_limits<int16_t>::max()) + 1.f; |
giuros01 | c9573f3 | 2019-06-20 10:30:17 +0100 | [diff] [blame] | 180 | |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 181 | switch(act_info.activation()) |
| 182 | { |
| 183 | case ActivationLayerInfo::ActivationFunction::TANH: |
giuros01 | c9573f3 | 2019-06-20 10:30:17 +0100 | [diff] [blame] | 184 | if(dt == DataType::QSYMM16) |
| 185 | { |
| 186 | return QuantizationInfo(1.f / qsymm16_max, 0); |
| 187 | } |
| 188 | else if(dt == DataType::QASYMM8) |
| 189 | { |
| 190 | return QuantizationInfo(1.f / (0.5 * qasymm8_max), int(0.5 * qasymm8_max)); |
| 191 | } |
Michalis Spyrou | 8d4d1b8 | 2019-11-28 11:31:23 +0000 | [diff] [blame] | 192 | else if(dt == DataType::QASYMM8_SIGNED) |
| 193 | { |
| 194 | return QuantizationInfo(1.f / qasymm8_signed_max, 0); |
| 195 | } |
giuros01 | c9573f3 | 2019-06-20 10:30:17 +0100 | [diff] [blame] | 196 | else |
| 197 | { |
| 198 | return default_qinfo; |
| 199 | } |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 200 | case ActivationLayerInfo::ActivationFunction::LOGISTIC: |
giuros01 | c9573f3 | 2019-06-20 10:30:17 +0100 | [diff] [blame] | 201 | if(dt == DataType::QSYMM16) |
| 202 | { |
| 203 | return QuantizationInfo(1.f / qsymm16_max, 0); |
| 204 | } |
| 205 | else if(dt == DataType::QASYMM8) |
| 206 | { |
| 207 | return QuantizationInfo(1.f / qasymm8_max, 0); |
| 208 | } |
Michalis Spyrou | 8d4d1b8 | 2019-11-28 11:31:23 +0000 | [diff] [blame] | 209 | else if(dt == DataType::QASYMM8_SIGNED) |
| 210 | { |
| 211 | return QuantizationInfo(1.f / (2.f * qasymm8_signed_max), -int(qasymm8_signed_max)); |
| 212 | } |
giuros01 | c9573f3 | 2019-06-20 10:30:17 +0100 | [diff] [blame] | 213 | else |
| 214 | { |
| 215 | return default_qinfo; |
| 216 | } |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 217 | default: |
| 218 | return default_qinfo; |
| 219 | } |
| 220 | } |
| 221 | |
| 222 | protected: |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 223 | TensorType _target{}; |
| 224 | SimpleTensor<T> _reference{}; |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 225 | bool _in_place{}; |
| 226 | QuantizationInfo _input_quantization_info{}; |
| 227 | QuantizationInfo _output_quantization_info{}; |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 228 | DataType _data_type{}; |
| 229 | ActivationLayerInfo::ActivationFunction _function{}; |
| 230 | }; |
| 231 | |
| 232 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 233 | class ActivationValidationFixture : public ActivationValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 234 | { |
| 235 | public: |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 236 | void setup(TensorShape shape, bool in_place, ActivationLayerInfo::ActivationFunction function, float alpha_beta, DataType data_type) |
| 237 | { |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 238 | ActivationValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, in_place, function, alpha_beta, data_type, QuantizationInfo()); |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 239 | } |
| 240 | }; |
| 241 | |
| 242 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
| 243 | class ActivationValidationQuantizedFixture : public ActivationValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
| 244 | { |
| 245 | public: |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 246 | void setup(TensorShape shape, bool in_place, ActivationLayerInfo::ActivationFunction function, float alpha_beta, DataType data_type, QuantizationInfo quantization_info) |
| 247 | { |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 248 | ActivationValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, in_place, function, alpha_beta, data_type, quantization_info); |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 249 | } |
| 250 | }; |
| 251 | |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 252 | } // namespace validation |
| 253 | } // namespace test |
| 254 | } // namespace arm_compute |
| 255 | #endif /* ARM_COMPUTE_TEST_ACTIVATION_LAYER_FIXTURE */ |