Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 1 | /* |
Alex Gilday | 7da29b6 | 2018-03-23 14:16:00 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 ARM Limited. |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +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_CONVOLUTION_LAYER_FIXTURE |
| 25 | #define ARM_COMPUTE_TEST_CONVOLUTION_LAYER_FIXTURE |
| 26 | |
| 27 | #include "arm_compute/core/TensorShape.h" |
| 28 | #include "arm_compute/core/Types.h" |
Moritz Pflanzer | beabe3b | 2017-08-31 14:56:32 +0100 | [diff] [blame] | 29 | #include "arm_compute/runtime/NEON/NEScheduler.h" |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +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" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 35 | #include "tests/validation/Helpers.h" |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 36 | #include "tests/validation/reference/ActivationLayer.h" |
Georgios Pinitas | 5a7e776 | 2017-12-01 16:27:29 +0000 | [diff] [blame] | 37 | #include "tests/validation/reference/ConvolutionLayer.h" |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 38 | #include "tests/validation/reference/Permute.h" |
Georgios Pinitas | 5a7e776 | 2017-12-01 16:27:29 +0000 | [diff] [blame] | 39 | #include "tests/validation/reference/Utils.h" |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 40 | |
| 41 | #include <random> |
| 42 | |
| 43 | namespace arm_compute |
| 44 | { |
Moritz Pflanzer | beabe3b | 2017-08-31 14:56:32 +0100 | [diff] [blame] | 45 | class NEConvolutionLayer; |
| 46 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 47 | namespace test |
| 48 | { |
| 49 | namespace validation |
| 50 | { |
| 51 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 52 | class ConvolutionValidationGenericFixture : public framework::Fixture |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 53 | { |
| 54 | public: |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 55 | using TBias = typename std::conditional<std::is_same<typename std::decay<T>::type, uint8_t>::value, int32_t, T>::type; |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 56 | |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 57 | public: |
| 58 | template <typename...> |
Alex Gilday | 7da29b6 | 2018-03-23 14:16:00 +0000 | [diff] [blame] | 59 | void setup(TensorShape input_shape, TensorShape weights_shape, TensorShape bias_shape, TensorShape output_shape, PadStrideInfo info, Size2D dilation, bool reshape_weights, |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 60 | DataType data_type, DataLayout data_layout, QuantizationInfo quantization_info, ActivationLayerInfo act_info) |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 61 | { |
| 62 | _data_type = data_type; |
| 63 | _is_quantized = is_data_type_quantized_asymmetric(data_type); |
| 64 | _bias_data_type = _is_quantized ? DataType::S32 : data_type; |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 65 | _quantization_info = quantization_info; |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 66 | _data_layout = data_layout; |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 67 | |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 68 | _target = compute_target(input_shape, weights_shape, bias_shape, output_shape, info, reshape_weights, dilation, act_info); |
| 69 | _reference = compute_reference(input_shape, weights_shape, bias_shape, output_shape, info, dilation, act_info); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 70 | } |
| 71 | |
| 72 | protected: |
| 73 | template <typename U> |
| 74 | void fill(U &&tensor, int i) |
| 75 | { |
| 76 | switch(tensor.data_type()) |
| 77 | { |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 78 | case DataType::QASYMM8: |
| 79 | { |
Michele Di Giorgio | ed5a492 | 2018-09-13 16:22:01 +0100 | [diff] [blame] | 80 | std::pair<int, int> bounds = get_quantized_bounds(tensor.quantization_info(), -1.0f, 1.0f); |
| 81 | std::uniform_int_distribution<uint8_t> distribution(bounds.first, bounds.second); |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 82 | library->fill(tensor, distribution, i); |
| 83 | break; |
| 84 | } |
| 85 | case DataType::S32: |
| 86 | { |
| 87 | std::uniform_int_distribution<int32_t> distribution(-100, 100); |
| 88 | library->fill(tensor, distribution, i); |
| 89 | break; |
| 90 | } |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 91 | case DataType::F16: |
| 92 | case DataType::F32: |
| 93 | { |
| 94 | std::uniform_real_distribution<> distribution(-1.0f, 1.0f); |
| 95 | library->fill(tensor, distribution, i); |
| 96 | break; |
| 97 | } |
| 98 | default: |
| 99 | library->fill_tensor_uniform(tensor, i); |
| 100 | } |
| 101 | } |
| 102 | |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 103 | TensorType compute_target(TensorShape input_shape, TensorShape weights_shape, const TensorShape &bias_shape, TensorShape output_shape, const PadStrideInfo &info, |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 104 | bool reshape_weights, const Size2D &dilation, const ActivationLayerInfo act_info) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 105 | { |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 106 | ARM_COMPUTE_ERROR_ON((input_shape[2] % weights_shape[2]) != 0); |
| 107 | |
| 108 | const unsigned int num_groups = input_shape[2] / weights_shape[2]; |
| 109 | |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 110 | if(_data_layout == DataLayout::NHWC) |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 111 | { |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 112 | permute(input_shape, PermutationVector(2U, 0U, 1U)); |
| 113 | permute(weights_shape, PermutationVector(2U, 0U, 1U)); |
| 114 | permute(output_shape, PermutationVector(2U, 0U, 1U)); |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 115 | } |
| 116 | |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 117 | const int idx_width = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::WIDTH); |
| 118 | const int idx_height = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::HEIGHT); |
| 119 | |
| 120 | WeightsInfo weights_info(!reshape_weights, weights_shape[idx_width], weights_shape[idx_height], weights_shape[3]); |
| 121 | TensorShape reshaped_weights_shape(weights_shape); |
| 122 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 123 | // Create tensors |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 124 | TensorType src = create_tensor<TensorType>(input_shape, _data_type, 1, _quantization_info, _data_layout); |
| 125 | TensorType weights = create_tensor<TensorType>(reshaped_weights_shape, _data_type, 1, _quantization_info, _data_layout); |
| 126 | TensorType bias = create_tensor<TensorType>(bias_shape, _bias_data_type, 1, _quantization_info, _data_layout); |
| 127 | TensorType dst = create_tensor<TensorType>(output_shape, _data_type, 1, _quantization_info, _data_layout); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 128 | |
| 129 | // Create and configure function |
| 130 | FunctionType conv; |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 131 | conv.configure(&src, &weights, &bias, &dst, info, weights_info, dilation, act_info, num_groups); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 132 | |
| 133 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 134 | ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 135 | ARM_COMPUTE_EXPECT(bias.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 136 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 137 | |
| 138 | // Allocate tensors |
| 139 | src.allocator()->allocate(); |
| 140 | weights.allocator()->allocate(); |
| 141 | bias.allocator()->allocate(); |
| 142 | dst.allocator()->allocate(); |
| 143 | |
| 144 | ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 145 | ARM_COMPUTE_EXPECT(!weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 146 | ARM_COMPUTE_EXPECT(!bias.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 147 | ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 148 | |
| 149 | // Fill tensors |
| 150 | fill(AccessorType(src), 0); |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 151 | fill(AccessorType(weights), 1); |
| 152 | fill(AccessorType(bias), 2); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 153 | |
| 154 | // Compute NEConvolutionLayer function |
| 155 | conv.run(); |
| 156 | |
| 157 | return dst; |
| 158 | } |
| 159 | |
Alex Gilday | 7da29b6 | 2018-03-23 14:16:00 +0000 | [diff] [blame] | 160 | SimpleTensor<T> compute_reference(const TensorShape &input_shape, const TensorShape &weights_shape, const TensorShape &bias_shape, const TensorShape &output_shape, const PadStrideInfo &info, |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 161 | const Size2D &dilation, const ActivationLayerInfo act_info) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 162 | { |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 163 | ARM_COMPUTE_ERROR_ON((input_shape[2] % weights_shape[2]) != 0); |
| 164 | |
| 165 | const unsigned int num_groups = input_shape[2] / weights_shape[2]; |
| 166 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 167 | // Create reference |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 168 | SimpleTensor<T> src{ input_shape, _data_type, 1, _quantization_info }; |
| 169 | SimpleTensor<T> weights{ weights_shape, _data_type, 1, _quantization_info }; |
| 170 | SimpleTensor<TBias> bias{ bias_shape, _bias_data_type, 1, _quantization_info }; |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 171 | |
| 172 | // Fill reference |
| 173 | fill(src, 0); |
| 174 | fill(weights, 1); |
| 175 | fill(bias, 2); |
| 176 | |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 177 | return (act_info.enabled()) ? reference::activation_layer<T>(reference::convolution_layer<T>(src, weights, bias, output_shape, info, dilation, num_groups), |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 178 | act_info) : |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 179 | reference::convolution_layer<T>(src, weights, bias, output_shape, info, dilation, num_groups); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 180 | } |
| 181 | |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 182 | TensorType _target{}; |
| 183 | SimpleTensor<T> _reference{}; |
| 184 | DataType _data_type{}; |
| 185 | DataType _bias_data_type{}; |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 186 | DataLayout _data_layout{}; |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 187 | QuantizationInfo _quantization_info{}; |
| 188 | bool _is_quantized = false; |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 189 | }; |
| 190 | |
| 191 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 192 | class ConvolutionValidationFixture : public ConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 193 | { |
| 194 | public: |
| 195 | template <typename...> |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 196 | void setup(TensorShape input_shape, TensorShape weights_shape, TensorShape bias_shape, TensorShape output_shape, PadStrideInfo info, Size2D dilation, bool reshape_weights, DataType data_type, |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 197 | DataLayout data_layout, ActivationLayerInfo act_info) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 198 | { |
Gian Marco Iodice | 916d1bc | 2018-08-13 11:20:41 +0100 | [diff] [blame] | 199 | ConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(input_shape, weights_shape, bias_shape, output_shape, info, dilation, reshape_weights, |
| 200 | data_type, data_layout, |
Michalis Spyrou | e250389 | 2018-04-23 15:17:31 +0100 | [diff] [blame] | 201 | QuantizationInfo(), act_info); |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 202 | } |
| 203 | }; |
| 204 | |
| 205 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 206 | class ConvolutionValidationQuantizedFixture : public ConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
| 207 | { |
| 208 | public: |
| 209 | template <typename...> |
Alex Gilday | 7da29b6 | 2018-03-23 14:16:00 +0000 | [diff] [blame] | 210 | void setup(TensorShape input_shape, TensorShape weights_shape, TensorShape bias_shape, TensorShape output_shape, PadStrideInfo info, Size2D dilation, bool reshape_weights, DataType data_type, |
Georgios Pinitas | 19ea419 | 2018-06-19 13:09:53 +0100 | [diff] [blame] | 211 | DataLayout data_layout, QuantizationInfo quantization_info, ActivationLayerInfo act_info) |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 212 | { |
Georgios Pinitas | 19ea419 | 2018-06-19 13:09:53 +0100 | [diff] [blame] | 213 | ConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(input_shape, weights_shape, bias_shape, output_shape, info, dilation, reshape_weights, |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 214 | data_type, data_layout, quantization_info, act_info); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 215 | } |
| 216 | }; |
| 217 | } // namespace validation |
| 218 | } // namespace test |
| 219 | } // namespace arm_compute |
| 220 | #endif /* ARM_COMPUTE_TEST_CONVOLUTION_LAYER_FIXTURE */ |