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...> |
Usama Arif | e73686a | 2019-04-08 17:30:48 +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, QuantizationInfo quantization_info, |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 60 | 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 | _quantization_info = quantization_info; |
| 63 | _data_type = data_type; |
| 64 | const DataType bias_data_type = is_data_type_quantized_asymmetric(data_type) ? DataType::S32 : data_type; |
| 65 | |
| 66 | TensorShape weights_shape(kernel_size.width, kernel_size.height); |
| 67 | |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 68 | const TensorInfo in_info(in_shape, 1, data_type); |
| 69 | const TensorInfo we_info(weights_shape, 1, data_type); |
| 70 | 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] | 71 | |
| 72 | weights_shape.set(2, out_shape.z()); |
Pablo Tello | 941cd70 | 2017-12-12 14:35:00 +0000 | [diff] [blame] | 73 | const TensorShape biases_shape(weights_shape[2]); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 74 | |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 75 | _target = compute_target(in_shape, weights_shape, biases_shape, out_shape, pad_stride_info, dilation, depth_multiplier, data_type, bias_data_type, quantization_info, data_layout, act_info); |
| 76 | _reference = compute_reference(in_shape, weights_shape, biases_shape, out_shape, pad_stride_info, dilation, depth_multiplier, data_type, bias_data_type, 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, |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 111 | const DataType data_type, const DataType bias_data_type, const QuantizationInfo quantization_info, const DataLayout data_layout, ActivationLayerInfo act_info) |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 112 | { |
Giorgio Arena | 563494c | 2018-04-30 17:29:41 +0100 | [diff] [blame] | 113 | if(data_layout == DataLayout::NHWC) |
| 114 | { |
| 115 | permute(input_shape, PermutationVector(2U, 0U, 1U)); |
| 116 | permute(weights_shape, PermutationVector(2U, 0U, 1U)); |
| 117 | permute(output_shape, PermutationVector(2U, 0U, 1U)); |
| 118 | } |
| 119 | |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 120 | // Create tensors |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 121 | TensorType src = create_tensor<TensorType>(input_shape, data_type, 1, quantization_info, data_layout); |
| 122 | TensorType weights = create_tensor<TensorType>(weights_shape, data_type, 1, quantization_info, data_layout); |
| 123 | TensorType biases = create_tensor<TensorType>(biases_shape, bias_data_type, 1, quantization_info, data_layout); |
| 124 | TensorType dst = create_tensor<TensorType>(output_shape, data_type, 1, quantization_info, data_layout); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 125 | |
| 126 | // Create Depthwise Convolution configure function |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 127 | FunctionType dwc; |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 128 | 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] | 129 | |
| 130 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 131 | ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 132 | ARM_COMPUTE_EXPECT(biases.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 133 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 134 | |
| 135 | // Allocate tensors |
| 136 | src.allocator()->allocate(); |
| 137 | weights.allocator()->allocate(); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 138 | biases.allocator()->allocate(); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 139 | dst.allocator()->allocate(); |
| 140 | |
| 141 | ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 142 | ARM_COMPUTE_EXPECT(!weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 143 | ARM_COMPUTE_EXPECT(!biases.info()->is_resizable(), framework::LogLevel::ERRORS); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 144 | ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 145 | |
| 146 | // Fill tensors |
| 147 | fill(AccessorType(src), 0); |
| 148 | fill(AccessorType(weights), 1); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 149 | fill(AccessorType(biases), 2); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 150 | |
| 151 | // Compute function |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 152 | dwc.run(); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 153 | |
| 154 | return dst; |
| 155 | } |
| 156 | |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 157 | SimpleTensor<T> compute_reference(const TensorShape &in_shape, const TensorShape &weights_shape, const TensorShape &biases_shape, const TensorShape &out_shape, const PadStrideInfo &pad_stride_info, |
Usama Arif | e73686a | 2019-04-08 17:30:48 +0100 | [diff] [blame] | 158 | const Size2D &dilation, unsigned int depth_multiplier, |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 159 | const DataType data_type, const DataType bias_data_type, const QuantizationInfo quantization_info, ActivationLayerInfo act_info) |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 160 | { |
Vidhya Sudhan Loganathan | 014333d | 2018-07-02 09:13:49 +0100 | [diff] [blame] | 161 | SimpleTensor<T> src{ in_shape, data_type, 1, quantization_info }; |
| 162 | SimpleTensor<T> weights{ weights_shape, data_type, 1, quantization_info }; |
| 163 | SimpleTensor<TBias> biases{ biases_shape, bias_data_type, 1, quantization_info }; |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 164 | |
| 165 | fill(src, 0); |
| 166 | fill(weights, 1); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 167 | fill(biases, 2); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 168 | |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 169 | SimpleTensor<T> depth_out = reference::depthwise_convolution(src, weights, biases, out_shape, pad_stride_info, depth_multiplier, dilation); |
| 170 | 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] | 171 | } |
| 172 | |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 173 | TensorType _target{}; |
| 174 | SimpleTensor<T> _reference{}; |
| 175 | DataType _data_type{}; |
| 176 | QuantizationInfo _quantization_info{}; |
| 177 | }; |
| 178 | |
| 179 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 180 | class DepthwiseConvolutionLayerValidationFixture : public DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 181 | { |
| 182 | public: |
| 183 | template <typename...> |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 184 | void setup(TensorShape in_shape, Size2D kernel_size, PadStrideInfo pad_stride_info, Size2D dilation, unsigned int depth_multiplier, DataType data_type, DataLayout data_layout, |
| 185 | ActivationLayerInfo act_info) |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 186 | { |
Usama Arif | e73686a | 2019-04-08 17:30:48 +0100 | [diff] [blame] | 187 | DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(in_shape, kernel_size, pad_stride_info, dilation, depth_multiplier, |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 188 | data_type, QuantizationInfo(), data_layout, act_info); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 189 | } |
| 190 | }; |
| 191 | |
| 192 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 193 | class DepthwiseConvolutionLayerValidationQuantizedFixture : public DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 194 | { |
| 195 | public: |
| 196 | template <typename...> |
Usama Arif | e73686a | 2019-04-08 17:30:48 +0100 | [diff] [blame] | 197 | void setup(TensorShape in_shape, Size2D kernel_size, PadStrideInfo pad_stride_info, Size2D dilation, unsigned int depth_multiplier, DataType data_type, QuantizationInfo quantization_info, |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 198 | DataLayout data_layout, ActivationLayerInfo act_info) |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 199 | { |
Usama Arif | e73686a | 2019-04-08 17:30:48 +0100 | [diff] [blame] | 200 | DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(in_shape, kernel_size, pad_stride_info, dilation, depth_multiplier, |
Manuel Bottini | a788c2f | 2019-04-08 13:18:00 +0100 | [diff] [blame] | 201 | data_type, quantization_info, data_layout, act_info); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 202 | } |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 203 | }; |
| 204 | } // namespace validation |
| 205 | } // namespace test |
| 206 | } // namespace arm_compute |
| 207 | #endif /* ARM_COMPUTE_TEST_DEPTHWISE_CONVOLUTION_FIXTURE */ |