Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 1 | /* |
Usama Arif | e73686a | 2019-04-08 17:30:48 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2019 ARM Limited. |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +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_DEPTHWISE_CONVOLUTION_FIXTURE |
| 25 | #define ARM_COMPUTE_TEST_DEPTHWISE_CONVOLUTION_FIXTURE |
| 26 | |
| 27 | #include "arm_compute/core/TensorShape.h" |
| 28 | #include "arm_compute/core/Types.h" |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 29 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +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" |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [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/DepthwiseConvolutionLayer.h" |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 38 | |
Georgios Pinitas | f72f936 | 2018-01-12 16:29:45 +0000 | [diff] [blame] | 39 | #include "utils/Utils.h" |
| 40 | |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 41 | #include <random> |
| 42 | |
| 43 | namespace arm_compute |
| 44 | { |
| 45 | namespace test |
| 46 | { |
| 47 | namespace validation |
| 48 | { |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 49 | using namespace arm_compute::misc::shape_calculator; |
| 50 | |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 51 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 52 | class DepthwiseConvolutionLayerValidationGenericFixture : public framework::Fixture |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 53 | { |
| 54 | public: |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 55 | using TBias = typename std::conditional<std::is_same<typename std::decay<T>::type, uint8_t>::value, int32_t, T>::type; |
| 56 | |
| 57 | public: |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 58 | template <typename...> |
Pablo Tello | a28aebc | 2019-06-03 14:59:48 +0100 | [diff] [blame] | 59 | void setup(TensorShape in_shape, Size2D kernel_size, PadStrideInfo pad_stride_info, Size2D dilation, unsigned int depth_multiplier, DataType data_type, |
| 60 | QuantizationInfo input_quantization_info, QuantizationInfo output_quantization_info, DataLayout data_layout, ActivationLayerInfo act_info) |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 61 | { |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 62 | const DataType bias_data_type = is_data_type_quantized_asymmetric(data_type) ? DataType::S32 : data_type; |
| 63 | |
| 64 | TensorShape weights_shape(kernel_size.width, kernel_size.height); |
| 65 | |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 66 | const TensorInfo in_info(in_shape, 1, data_type); |
| 67 | const TensorInfo we_info(weights_shape, 1, data_type); |
| 68 | const TensorShape out_shape = compute_depthwise_convolution_shape(in_info, we_info, pad_stride_info, depth_multiplier, dilation); |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 69 | |
| 70 | weights_shape.set(2, out_shape.z()); |
Pablo Tello | 941cd70 | 2017-12-12 14:35:00 +0000 | [diff] [blame] | 71 | const TensorShape biases_shape(weights_shape[2]); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 72 | |
Pablo Tello | a28aebc | 2019-06-03 14:59:48 +0100 | [diff] [blame] | 73 | _target = compute_target(in_shape, weights_shape, biases_shape, out_shape, pad_stride_info, dilation, depth_multiplier, |
| 74 | data_type, bias_data_type, input_quantization_info, output_quantization_info, data_layout, act_info); |
| 75 | _reference = compute_reference(in_shape, weights_shape, biases_shape, out_shape, pad_stride_info, dilation, depth_multiplier, |
| 76 | data_type, bias_data_type, input_quantization_info, output_quantization_info, act_info); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 77 | } |
| 78 | |
| 79 | protected: |
| 80 | template <typename U> |
| 81 | void fill(U &&tensor, int i) |
| 82 | { |
| 83 | switch(tensor.data_type()) |
| 84 | { |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 85 | case DataType::QASYMM8: |
| 86 | { |
| 87 | std::uniform_int_distribution<uint8_t> distribution(0, 10); |
| 88 | library->fill(tensor, distribution, i); |
| 89 | break; |
| 90 | } |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 91 | case DataType::F32: |
Frank Lei | 8cdfdb8 | 2018-01-02 16:49:33 +0800 | [diff] [blame] | 92 | case DataType::F16: |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 93 | { |
| 94 | std::uniform_real_distribution<> distribution(-1.0f, 1.0f); |
| 95 | library->fill(tensor, distribution, i); |
| 96 | break; |
| 97 | } |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 98 | case DataType::S32: |
| 99 | { |
Georgios Pinitas | f72f936 | 2018-01-12 16:29:45 +0000 | [diff] [blame] | 100 | std::uniform_int_distribution<int32_t> distribution(-100, 100); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 101 | library->fill(tensor, distribution, i); |
| 102 | break; |
| 103 | } |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 104 | default: |
| 105 | library->fill_tensor_uniform(tensor, i); |
| 106 | } |
| 107 | } |
| 108 | |
Usama Arif | e73686a | 2019-04-08 17:30:48 +0100 | [diff] [blame] | 109 | TensorType compute_target(TensorShape input_shape, TensorShape weights_shape, TensorShape biases_shape, TensorShape output_shape, PadStrideInfo &pad_stride_info, Size2D dilation, |
| 110 | unsigned int depth_multiplier, |
Pablo Tello | a28aebc | 2019-06-03 14:59:48 +0100 | [diff] [blame] | 111 | const DataType data_type, const DataType bias_data_type, |
Georgios Pinitas | ddec4d6 | 2019-07-10 19:23:02 +0100 | [diff] [blame] | 112 | const QuantizationInfo &input_quantization_info, const QuantizationInfo &output_quantization_info, |
| 113 | const DataLayout data_layout, const ActivationLayerInfo &act_info) |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 114 | { |
Giorgio Arena | 563494c | 2018-04-30 17:29:41 +0100 | [diff] [blame] | 115 | if(data_layout == DataLayout::NHWC) |
| 116 | { |
| 117 | permute(input_shape, PermutationVector(2U, 0U, 1U)); |
| 118 | permute(weights_shape, PermutationVector(2U, 0U, 1U)); |
| 119 | permute(output_shape, PermutationVector(2U, 0U, 1U)); |
| 120 | } |
| 121 | |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 122 | // Create tensors |
Pablo Tello | a28aebc | 2019-06-03 14:59:48 +0100 | [diff] [blame] | 123 | TensorType src = create_tensor<TensorType>(input_shape, data_type, 1, input_quantization_info, data_layout); |
| 124 | TensorType weights = create_tensor<TensorType>(weights_shape, data_type, 1, input_quantization_info, data_layout); |
| 125 | TensorType biases = create_tensor<TensorType>(biases_shape, bias_data_type, 1, input_quantization_info, data_layout); |
| 126 | TensorType dst = create_tensor<TensorType>(output_shape, data_type, 1, output_quantization_info, data_layout); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 127 | |
| 128 | // Create Depthwise Convolution configure function |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 129 | FunctionType dwc; |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 130 | dwc.configure(&src, &weights, &biases, &dst, pad_stride_info, depth_multiplier, act_info, dilation); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 131 | |
| 132 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 133 | ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 134 | ARM_COMPUTE_EXPECT(biases.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 135 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 136 | |
| 137 | // Allocate tensors |
| 138 | src.allocator()->allocate(); |
| 139 | weights.allocator()->allocate(); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 140 | biases.allocator()->allocate(); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 141 | dst.allocator()->allocate(); |
| 142 | |
| 143 | ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 144 | ARM_COMPUTE_EXPECT(!weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 145 | ARM_COMPUTE_EXPECT(!biases.info()->is_resizable(), framework::LogLevel::ERRORS); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 146 | ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 147 | |
| 148 | // Fill tensors |
| 149 | fill(AccessorType(src), 0); |
| 150 | fill(AccessorType(weights), 1); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 151 | fill(AccessorType(biases), 2); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 152 | |
| 153 | // Compute function |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 154 | dwc.run(); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 155 | |
| 156 | return dst; |
| 157 | } |
| 158 | |
Pablo Tello | a28aebc | 2019-06-03 14:59:48 +0100 | [diff] [blame] | 159 | SimpleTensor<T> compute_reference(const TensorShape &in_shape, const TensorShape &weights_shape, const TensorShape &biases_shape, const TensorShape &out_shape, |
| 160 | const PadStrideInfo &pad_stride_info, |
Usama Arif | e73686a | 2019-04-08 17:30:48 +0100 | [diff] [blame] | 161 | const Size2D &dilation, unsigned int depth_multiplier, |
Pablo Tello | a28aebc | 2019-06-03 14:59:48 +0100 | [diff] [blame] | 162 | const DataType data_type, const DataType bias_data_type, |
Georgios Pinitas | ddec4d6 | 2019-07-10 19:23:02 +0100 | [diff] [blame] | 163 | const QuantizationInfo &input_quantization_info, const QuantizationInfo &output_quantization_info, |
| 164 | const ActivationLayerInfo &act_info) |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 165 | { |
Pablo Tello | a28aebc | 2019-06-03 14:59:48 +0100 | [diff] [blame] | 166 | SimpleTensor<T> src{ in_shape, data_type, 1, input_quantization_info }; |
| 167 | SimpleTensor<T> weights{ weights_shape, data_type, 1, input_quantization_info }; |
| 168 | SimpleTensor<TBias> biases{ biases_shape, bias_data_type, 1, input_quantization_info }; |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 169 | |
| 170 | fill(src, 0); |
| 171 | fill(weights, 1); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 172 | fill(biases, 2); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 173 | |
Pablo Tello | a28aebc | 2019-06-03 14:59:48 +0100 | [diff] [blame] | 174 | SimpleTensor<T> depth_out = reference::depthwise_convolution(src, weights, biases, out_shape, pad_stride_info, depth_multiplier, dilation, output_quantization_info); |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 175 | return (act_info.enabled()) ? reference::activation_layer<T>(depth_out, act_info) : depth_out; |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 176 | } |
| 177 | |
Georgios Pinitas | ddec4d6 | 2019-07-10 19:23:02 +0100 | [diff] [blame] | 178 | TensorType _target{}; |
| 179 | SimpleTensor<T> _reference{}; |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 180 | }; |
| 181 | |
| 182 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 183 | class DepthwiseConvolutionLayerValidationFixture : public DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 184 | { |
| 185 | public: |
| 186 | template <typename...> |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 187 | void setup(TensorShape in_shape, Size2D kernel_size, PadStrideInfo pad_stride_info, Size2D dilation, unsigned int depth_multiplier, DataType data_type, DataLayout data_layout, |
| 188 | ActivationLayerInfo act_info) |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 189 | { |
Usama Arif | e73686a | 2019-04-08 17:30:48 +0100 | [diff] [blame] | 190 | DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(in_shape, kernel_size, pad_stride_info, dilation, depth_multiplier, |
Pablo Tello | a28aebc | 2019-06-03 14:59:48 +0100 | [diff] [blame] | 191 | data_type, QuantizationInfo(), QuantizationInfo(), data_layout, act_info); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 192 | } |
| 193 | }; |
| 194 | |
| 195 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Gian Marco Iodice | bd9097d | 2019-07-26 15:31:02 +0100 | [diff] [blame] | 196 | class DepthwiseConvolutionLayerNativeValidationFixture : public DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 197 | { |
| 198 | public: |
| 199 | template <typename...> |
| 200 | void setup(size_t width, size_t height, size_t channel, size_t batch, Size2D kernel_size, size_t depth_multiplier, Size2D dilation, Size2D stride, bool padding_valid, DataType data_type, |
| 201 | DataLayout data_layout) |
| 202 | { |
| 203 | const TensorShape src_shape(width, height, channel, batch); |
| 204 | const TensorShape weights_shape(kernel_size.width, kernel_size.height, channel * depth_multiplier); |
| 205 | const TensorShape biases_shape(weights_shape.z()); |
| 206 | |
| 207 | PadStrideInfo conv_info; |
| 208 | if(padding_valid) |
| 209 | { |
| 210 | conv_info = PadStrideInfo(); |
| 211 | } |
| 212 | else |
| 213 | { |
| 214 | conv_info = calculate_same_pad(src_shape, weights_shape, PadStrideInfo(stride.width, stride.height), DataLayout::NCHW, dilation); |
| 215 | } |
| 216 | |
| 217 | _target = compute_target(src_shape, weights_shape, biases_shape, conv_info, dilation, depth_multiplier, data_type, data_layout); |
| 218 | _reference = compute_reference(src_shape, weights_shape, biases_shape, conv_info, dilation, depth_multiplier, data_type); |
| 219 | } |
| 220 | |
| 221 | protected: |
| 222 | template <typename U> |
| 223 | void fill(U &&tensor, int i) |
| 224 | { |
| 225 | switch(tensor.data_type()) |
| 226 | { |
| 227 | case DataType::F32: |
| 228 | { |
| 229 | std::uniform_real_distribution<> distribution(-1.0f, 1.0f); |
| 230 | library->fill(tensor, distribution, i); |
| 231 | break; |
| 232 | } |
| 233 | default: |
| 234 | library->fill_tensor_uniform(tensor, i); |
| 235 | } |
| 236 | } |
| 237 | |
| 238 | TensorType compute_target(TensorShape input_shape, TensorShape weights_shape, TensorShape biases_shape, PadStrideInfo &conv_info, Size2D dilation, |
| 239 | unsigned int depth_multiplier, const DataType data_type, const DataLayout data_layout) |
| 240 | { |
| 241 | if(data_layout == DataLayout::NHWC) |
| 242 | { |
| 243 | permute(input_shape, PermutationVector(2U, 0U, 1U)); |
| 244 | permute(weights_shape, PermutationVector(2U, 0U, 1U)); |
| 245 | } |
| 246 | |
| 247 | // Create tensors |
| 248 | TensorType src = create_tensor<TensorType>(input_shape, data_type, 1, QuantizationInfo(), data_layout); |
| 249 | TensorType weights = create_tensor<TensorType>(weights_shape, data_type, 1, QuantizationInfo(), data_layout); |
| 250 | TensorType biases = create_tensor<TensorType>(biases_shape, data_type, 1, QuantizationInfo(), data_layout); |
| 251 | TensorType dst = create_tensor<TensorType>(TensorShape(), data_type, 1, QuantizationInfo(), data_layout); |
| 252 | |
| 253 | // Create Depthwise Convolution configure function |
| 254 | FunctionType dwc; |
| 255 | dwc.configure(&src, &weights, &biases, &dst, conv_info, depth_multiplier, dilation); |
| 256 | |
| 257 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 258 | ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 259 | ARM_COMPUTE_EXPECT(biases.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 260 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 261 | |
| 262 | // Allocate tensors |
| 263 | src.allocator()->allocate(); |
| 264 | weights.allocator()->allocate(); |
| 265 | biases.allocator()->allocate(); |
| 266 | dst.allocator()->allocate(); |
| 267 | |
| 268 | ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 269 | ARM_COMPUTE_EXPECT(!weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 270 | ARM_COMPUTE_EXPECT(!biases.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 271 | ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 272 | |
| 273 | // Fill tensors |
| 274 | fill(AccessorType(src), 0); |
| 275 | fill(AccessorType(weights), 1); |
| 276 | fill(AccessorType(biases), 2); |
| 277 | |
| 278 | // Compute function |
| 279 | dwc.run(); |
| 280 | |
| 281 | return dst; |
| 282 | } |
| 283 | |
| 284 | SimpleTensor<T> compute_reference(const TensorShape &input_shape, const TensorShape &weights_shape, const TensorShape &biases_shape, const PadStrideInfo &conv_info, |
| 285 | const Size2D &dilation, unsigned int depth_multiplier, const DataType data_type) |
| 286 | { |
| 287 | SimpleTensor<T> src{ input_shape, data_type }; |
| 288 | SimpleTensor<T> weights{ weights_shape, data_type }; |
| 289 | SimpleTensor<T> biases{ biases_shape, data_type }; |
| 290 | |
| 291 | fill(src, 0); |
| 292 | fill(weights, 1); |
| 293 | fill(biases, 2); |
| 294 | |
| 295 | const TensorShape dst_shape = compute_depthwise_convolution_shape(TensorInfo(input_shape, 1, data_type), TensorInfo(weights_shape, 1, data_type), conv_info, |
| 296 | depth_multiplier, dilation); |
| 297 | return reference::depthwise_convolution(src, weights, biases, dst_shape, conv_info, depth_multiplier, dilation); |
| 298 | } |
| 299 | |
| 300 | TensorType _target{}; |
| 301 | SimpleTensor<T> _reference{}; |
| 302 | }; |
| 303 | |
| 304 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 305 | class DepthwiseConvolutionLayerValidationQuantizedFixture : public DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 306 | { |
| 307 | public: |
| 308 | template <typename...> |
Pablo Tello | a28aebc | 2019-06-03 14:59:48 +0100 | [diff] [blame] | 309 | void setup(TensorShape in_shape, Size2D kernel_size, PadStrideInfo pad_stride_info, Size2D dilation, unsigned int depth_multiplier, DataType data_type, |
| 310 | QuantizationInfo input_quantization_info, QuantizationInfo output_quantization_info, DataLayout data_layout, ActivationLayerInfo act_info) |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 311 | { |
Usama Arif | e73686a | 2019-04-08 17:30:48 +0100 | [diff] [blame] | 312 | DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(in_shape, kernel_size, pad_stride_info, dilation, depth_multiplier, |
Pablo Tello | a28aebc | 2019-06-03 14:59:48 +0100 | [diff] [blame] | 313 | data_type, input_quantization_info, output_quantization_info, data_layout, act_info); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 314 | } |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 315 | }; |
| 316 | } // namespace validation |
| 317 | } // namespace test |
| 318 | } // namespace arm_compute |
| 319 | #endif /* ARM_COMPUTE_TEST_DEPTHWISE_CONVOLUTION_FIXTURE */ |