Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 1 | /* |
Giorgio Arena | b309fc2 | 2021-01-05 09:46:16 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 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 | */ |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 24 | #include "arm_compute/core/Helpers.h" |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 25 | #include "arm_compute/core/TensorShape.h" |
| 26 | #include "arm_compute/core/Types.h" |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 27 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 28 | #include "tests/AssetsLibrary.h" |
| 29 | #include "tests/Globals.h" |
| 30 | #include "tests/IAccessor.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 31 | #include "tests/framework/Asserts.h" |
| 32 | #include "tests/framework/Fixture.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 33 | #include "tests/validation/Helpers.h" |
| 34 | #include "tests/validation/fixtures/ConvolutionLayerFixture.h" |
Georgios Pinitas | 5a7e776 | 2017-12-01 16:27:29 +0000 | [diff] [blame] | 35 | #include "tests/validation/reference/ConvolutionLayer.h" |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 36 | #include "tests/validation/reference/Permute.h" |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 37 | |
| 38 | #include <random> |
| 39 | |
| 40 | namespace arm_compute |
| 41 | { |
| 42 | namespace test |
| 43 | { |
| 44 | namespace validation |
| 45 | { |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 46 | using namespace arm_compute::misc::shape_calculator; |
| 47 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 48 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 49 | class DirectConvolutionValidationGenericFixture : public framework::Fixture |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 50 | { |
| 51 | public: |
Sheri Zhang | 681f2d4 | 2020-02-20 11:23:08 +0000 | [diff] [blame] | 52 | using TBias = typename std::conditional < std::is_same<T, uint8_t>::value || std::is_same<T, int8_t>::value, int32_t, T >::type; |
Georgios Pinitas | 540d008 | 2017-11-17 10:55:00 +0000 | [diff] [blame] | 53 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 54 | template <typename...> |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 55 | void setup(TensorShape input_shape, int stride_x, int stride_y, int pad_x, int pad_y, unsigned int kernel_size, unsigned int num_kernels, |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 56 | DataType data_type, QuantizationInfo quantization_info, ActivationLayerInfo act_info, DataLayout data_layout, bool mixed_layout = false) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 57 | { |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 58 | _quantization_info = quantization_info; |
| 59 | _data_type = data_type; |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 60 | _mixed_layout = mixed_layout; |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 61 | |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 62 | TensorShape weights_shape(kernel_size, kernel_size, input_shape.z(), num_kernels); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 63 | const TensorShape bias_shape(num_kernels); |
| 64 | const PadStrideInfo info(stride_x, stride_y, pad_x, pad_y, DimensionRoundingType::FLOOR); |
Georgios Pinitas | 540d008 | 2017-11-17 10:55:00 +0000 | [diff] [blame] | 65 | const DataType bias_data_type = is_data_type_quantized_asymmetric(data_type) ? DataType::S32 : data_type; |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 66 | |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 67 | TensorInfo input_info = TensorInfo(input_shape, 1, data_type); |
| 68 | TensorInfo weights_info = TensorInfo(weights_shape, 1, data_type); |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 69 | |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 70 | const TensorShape output_shape = compute_deep_convolution_shape(input_info, weights_info, info); |
| 71 | |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 72 | _target = compute_target(input_shape, weights_shape, bias_shape, output_shape, info, data_type, bias_data_type, quantization_info, act_info, data_layout); |
| 73 | _reference = compute_reference(input_shape, weights_shape, bias_shape, output_shape, info, data_type, bias_data_type, quantization_info, act_info); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 74 | } |
| 75 | |
Jaroslaw Rzepecki | 2ecbada | 2017-11-29 13:51:34 +0000 | [diff] [blame] | 76 | template <typename...> |
Alex Gilday | 7da29b6 | 2018-03-23 14:16:00 +0000 | [diff] [blame] | 77 | void setup(TensorShape input_shape, TensorShape weights_shape, TensorShape bias_shape, TensorShape output_shape, PadStrideInfo info, Size2D dilation, |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 78 | DataType data_type, QuantizationInfo quantization_info, ActivationLayerInfo act_info, DataLayout data_layout) |
Jaroslaw Rzepecki | 2ecbada | 2017-11-29 13:51:34 +0000 | [diff] [blame] | 79 | { |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 80 | ARM_COMPUTE_ERROR_ON(data_layout == DataLayout::UNKNOWN); |
Alex Gilday | 7da29b6 | 2018-03-23 14:16:00 +0000 | [diff] [blame] | 81 | ARM_COMPUTE_UNUSED(dilation); |
| 82 | |
Jaroslaw Rzepecki | 2ecbada | 2017-11-29 13:51:34 +0000 | [diff] [blame] | 83 | _quantization_info = quantization_info; |
| 84 | _data_type = data_type; |
| 85 | |
| 86 | const DataType bias_data_type = is_data_type_quantized_asymmetric(data_type) ? DataType::S32 : data_type; |
| 87 | |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 88 | _target = compute_target(input_shape, weights_shape, bias_shape, output_shape, info, data_type, bias_data_type, quantization_info, act_info, data_layout); |
| 89 | _reference = compute_reference(input_shape, weights_shape, bias_shape, output_shape, info, data_type, bias_data_type, quantization_info, act_info); |
Jaroslaw Rzepecki | 2ecbada | 2017-11-29 13:51:34 +0000 | [diff] [blame] | 90 | } |
| 91 | |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 92 | protected: |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 93 | void mix_layout(FunctionType &layer, TensorType &src, TensorType &dst) |
| 94 | { |
| 95 | DataLayout data_layout = src.info()->data_layout(); |
| 96 | // Test Multi DataLayout graph cases, when the data layout changes after configure |
| 97 | src.info()->set_data_layout(data_layout == DataLayout::NCHW ? DataLayout::NHWC : DataLayout::NCHW); |
| 98 | dst.info()->set_data_layout(data_layout == DataLayout::NCHW ? DataLayout::NHWC : DataLayout::NCHW); |
| 99 | |
| 100 | // Compute Convolution function |
| 101 | layer.run(); |
| 102 | |
| 103 | // Reinstating original data layout for the test suite to properly check the values |
| 104 | src.info()->set_data_layout(data_layout); |
| 105 | dst.info()->set_data_layout(data_layout); |
| 106 | } |
| 107 | |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 108 | template <typename U> |
| 109 | void fill(U &&tensor, int i) |
| 110 | { |
| 111 | switch(tensor.data_type()) |
| 112 | { |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 113 | case DataType::QASYMM8: |
| 114 | { |
Georgios Pinitas | 6fdfaa8 | 2017-11-29 14:27:24 +0000 | [diff] [blame] | 115 | std::uniform_int_distribution<uint8_t> distribution(0, 50); |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 116 | library->fill(tensor, distribution, i); |
| 117 | break; |
| 118 | } |
Sheri Zhang | 681f2d4 | 2020-02-20 11:23:08 +0000 | [diff] [blame] | 119 | case DataType::QASYMM8_SIGNED: |
| 120 | { |
Sheri Zhang | 970353e | 2020-03-19 14:29:49 +0000 | [diff] [blame] | 121 | // Use small input range to avoid all the test results being saturated at the end. |
| 122 | std::uniform_int_distribution<int8_t> distribution(-25, 25); |
Sheri Zhang | 681f2d4 | 2020-02-20 11:23:08 +0000 | [diff] [blame] | 123 | library->fill(tensor, distribution, i); |
| 124 | break; |
| 125 | } |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 126 | case DataType::F16: |
Giorgio Arena | 6aeb217 | 2020-12-15 15:45:43 +0000 | [diff] [blame] | 127 | { |
Giorgio Arena | a8e2aeb | 2021-01-06 11:34:57 +0000 | [diff] [blame] | 128 | arm_compute::utils::uniform_real_distribution_16bit<half> distribution{ -1.0f, 1.0f }; |
Giorgio Arena | 6aeb217 | 2020-12-15 15:45:43 +0000 | [diff] [blame] | 129 | library->fill(tensor, distribution, i); |
| 130 | break; |
| 131 | } |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 132 | case DataType::F32: |
| 133 | { |
Giorgio Arena | 6aeb217 | 2020-12-15 15:45:43 +0000 | [diff] [blame] | 134 | std::uniform_real_distribution<float> distribution(-1.0f, 1.0f); |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 135 | library->fill(tensor, distribution, i); |
| 136 | break; |
| 137 | } |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 138 | case DataType::S32: |
| 139 | { |
Georgios Pinitas | 6fdfaa8 | 2017-11-29 14:27:24 +0000 | [diff] [blame] | 140 | std::uniform_int_distribution<int32_t> distribution(-5, 5); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 141 | library->fill(tensor, distribution, i); |
| 142 | break; |
| 143 | } |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 144 | default: |
| 145 | library->fill_tensor_uniform(tensor, i); |
| 146 | } |
| 147 | } |
| 148 | |
Giorgio Arena | 563494c | 2018-04-30 17:29:41 +0100 | [diff] [blame] | 149 | TensorType compute_target(TensorShape input_shape, TensorShape weights_shape, const TensorShape &bias_shape, TensorShape output_shape, const PadStrideInfo &info, |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 150 | DataType data_type, DataType bias_data_type, QuantizationInfo quantization_info, ActivationLayerInfo act_info, const DataLayout &data_layout) |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 151 | { |
Giorgio Arena | 563494c | 2018-04-30 17:29:41 +0100 | [diff] [blame] | 152 | if(data_layout == DataLayout::NHWC) |
| 153 | { |
| 154 | permute(input_shape, PermutationVector(2U, 0U, 1U)); |
| 155 | permute(weights_shape, PermutationVector(2U, 0U, 1U)); |
| 156 | permute(output_shape, PermutationVector(2U, 0U, 1U)); |
| 157 | } |
| 158 | |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 159 | // Create tensors |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 160 | TensorType src = create_tensor<TensorType>(input_shape, data_type, 1, quantization_info, data_layout); |
| 161 | TensorType weights = create_tensor<TensorType>(weights_shape, data_type, 1, quantization_info, data_layout); |
| 162 | TensorType bias = create_tensor<TensorType>(bias_shape, bias_data_type, 1, quantization_info); |
| 163 | TensorType dst = create_tensor<TensorType>(output_shape, data_type, 1, quantization_info, data_layout); |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 164 | |
| 165 | // Create and configure function |
| 166 | FunctionType conv; |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 167 | conv.configure(&src, &weights, &bias, &dst, info, act_info); |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 168 | |
Michele Di Giorgio | 4fc10b3 | 2021-04-30 18:30:41 +0100 | [diff] [blame^] | 169 | ARM_COMPUTE_ASSERT(src.info()->is_resizable()); |
| 170 | ARM_COMPUTE_ASSERT(weights.info()->is_resizable()); |
| 171 | ARM_COMPUTE_ASSERT(bias.info()->is_resizable()); |
| 172 | ARM_COMPUTE_ASSERT(dst.info()->is_resizable()); |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 173 | |
Giorgio Arena | ebbb6f9 | 2021-04-13 09:52:18 +0100 | [diff] [blame] | 174 | add_padding_x({ &src, &weights, &bias, &dst }, data_layout); |
Giorgio Arena | 63825e8 | 2021-03-25 14:54:50 +0000 | [diff] [blame] | 175 | |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 176 | // Allocate tensors |
| 177 | src.allocator()->allocate(); |
| 178 | weights.allocator()->allocate(); |
| 179 | bias.allocator()->allocate(); |
| 180 | dst.allocator()->allocate(); |
| 181 | |
Michele Di Giorgio | 4fc10b3 | 2021-04-30 18:30:41 +0100 | [diff] [blame^] | 182 | ARM_COMPUTE_ASSERT(!src.info()->is_resizable()); |
| 183 | ARM_COMPUTE_ASSERT(!weights.info()->is_resizable()); |
| 184 | ARM_COMPUTE_ASSERT(!bias.info()->is_resizable()); |
| 185 | ARM_COMPUTE_ASSERT(!dst.info()->is_resizable()); |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 186 | |
| 187 | // Fill tensors |
| 188 | fill(AccessorType(src), 0); |
| 189 | fill(AccessorType(weights), 1); |
| 190 | fill(AccessorType(bias), 2); |
| 191 | |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 192 | if(_mixed_layout) |
| 193 | { |
| 194 | mix_layout(conv, src, dst); |
| 195 | } |
| 196 | else |
| 197 | { |
| 198 | // Compute Convolution function |
| 199 | conv.run(); |
| 200 | } |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 201 | |
| 202 | return dst; |
| 203 | } |
| 204 | |
| 205 | SimpleTensor<T> compute_reference(const TensorShape &input_shape, const TensorShape &weights_shape, const TensorShape &bias_shape, const TensorShape &output_shape, const PadStrideInfo &info, |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 206 | DataType data_type, DataType bias_data_type, QuantizationInfo quantization_info, ActivationLayerInfo act_info) |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 207 | { |
| 208 | // Create reference |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 209 | SimpleTensor<T> src{ input_shape, data_type, 1, quantization_info }; |
| 210 | SimpleTensor<T> weights{ weights_shape, data_type, 1, quantization_info }; |
| 211 | SimpleTensor<TBias> bias{ bias_shape, bias_data_type, 1, quantization_info }; |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 212 | |
| 213 | // Fill reference |
| 214 | fill(src, 0); |
| 215 | fill(weights, 1); |
| 216 | fill(bias, 2); |
| 217 | |
Giorgio Arena | 563494c | 2018-04-30 17:29:41 +0100 | [diff] [blame] | 218 | SimpleTensor<T> dst = reference::convolution_layer<T>(src, weights, bias, output_shape, info); |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 219 | return (act_info.enabled()) ? reference::activation_layer<T>(dst, act_info) : dst; |
Moritz Pflanzer | cde1e8a | 2017-09-08 09:53:14 +0100 | [diff] [blame] | 220 | } |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 221 | TensorType _target{}; |
| 222 | SimpleTensor<T> _reference{}; |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 223 | QuantizationInfo _quantization_info{}; |
| 224 | DataType _data_type{}; |
Giorgio Arena | 63825e8 | 2021-03-25 14:54:50 +0000 | [diff] [blame] | 225 | bool _mixed_layout{ false }; |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 226 | }; |
| 227 | |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 228 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T, bool mixed_layout = false> |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 229 | class DirectConvolutionValidationFixture : public DirectConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 230 | { |
| 231 | public: |
| 232 | template <typename...> |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 233 | void setup(TensorShape input_shape, int stride_x, int stride_y, int pad_x, int pad_y, unsigned int kernel_size, unsigned int num_kernels, DataType data_type, ActivationLayerInfo act_info, |
| 234 | DataLayout data_layout) |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 235 | { |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 236 | DirectConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(input_shape, stride_x, stride_y, pad_x, pad_y, kernel_size, num_kernels, data_type, QuantizationInfo(), |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 237 | act_info, data_layout, mixed_layout); |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 238 | } |
| 239 | }; |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 240 | |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 241 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T, bool mixed_layout = false> |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 242 | class DirectConvolutionValidationQuantizedFixture : public DirectConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
| 243 | { |
| 244 | public: |
| 245 | template <typename...> |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 246 | void setup(TensorShape input_shape, int stride_x, int stride_y, int pad_x, int pad_y, unsigned int kernel_size, unsigned int num_kernels, DataType data_type, QuantizationInfo quantization_info, |
Giorgio Arena | e620a83 | 2020-02-17 16:33:20 +0000 | [diff] [blame] | 247 | ActivationLayerInfo act_info, DataLayout data_layout) |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 248 | { |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 249 | DirectConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(input_shape, stride_x, stride_y, pad_x, pad_y, kernel_size, num_kernels, data_type, quantization_info, |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 250 | act_info, data_layout, mixed_layout); |
Chunosov | d621bca | 2017-11-03 17:33:15 +0700 | [diff] [blame] | 251 | } |
| 252 | }; |
| 253 | |
Jaroslaw Rzepecki | 2ecbada | 2017-11-29 13:51:34 +0000 | [diff] [blame] | 254 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
| 255 | class DirectConvolutionValidationWithTensorShapesQuantizedFixture : public DirectConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
| 256 | { |
| 257 | public: |
| 258 | template <typename...> |
Alex Gilday | 7da29b6 | 2018-03-23 14:16:00 +0000 | [diff] [blame] | 259 | void setup(TensorShape input_shape, TensorShape weights_shape, TensorShape bias_shape, TensorShape output_shape, PadStrideInfo info, Size2D dilation, |
Giorgio Arena | e620a83 | 2020-02-17 16:33:20 +0000 | [diff] [blame] | 260 | DataType data_type, QuantizationInfo quantization_info, ActivationLayerInfo act_info, DataLayout data_layout) |
Jaroslaw Rzepecki | 2ecbada | 2017-11-29 13:51:34 +0000 | [diff] [blame] | 261 | { |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 262 | DirectConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(input_shape, weights_shape, bias_shape, output_shape, info, dilation, data_type, quantization_info, |
Giorgio Arena | e620a83 | 2020-02-17 16:33:20 +0000 | [diff] [blame] | 263 | act_info, data_layout); |
Jaroslaw Rzepecki | 2ecbada | 2017-11-29 13:51:34 +0000 | [diff] [blame] | 264 | } |
| 265 | }; |
| 266 | |
| 267 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
| 268 | class DirectConvolutionValidationWithTensorShapesFixture : public DirectConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
| 269 | { |
| 270 | public: |
| 271 | template <typename...> |
Alex Gilday | 7da29b6 | 2018-03-23 14:16:00 +0000 | [diff] [blame] | 272 | void setup(TensorShape input_shape, TensorShape weights_shape, TensorShape bias_shape, TensorShape output_shape, PadStrideInfo info, Size2D dilation, |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 273 | DataType data_type, ActivationLayerInfo act_info) |
Jaroslaw Rzepecki | 2ecbada | 2017-11-29 13:51:34 +0000 | [diff] [blame] | 274 | { |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 275 | DirectConvolutionValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(input_shape, weights_shape, bias_shape, output_shape, info, dilation, data_type, QuantizationInfo(), |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 276 | act_info, DataLayout::NCHW); |
Jaroslaw Rzepecki | 2ecbada | 2017-11-29 13:51:34 +0000 | [diff] [blame] | 277 | } |
| 278 | }; |
| 279 | |
Moritz Pflanzer | b3d2579 | 2017-07-26 11:49:37 +0100 | [diff] [blame] | 280 | } // namespace validation |
| 281 | } // namespace test |
| 282 | } // namespace arm_compute |