Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 1 | /* |
Georgios Pinitas | f72f936 | 2018-01-12 16:29:45 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 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" |
Georgios Pinitas | 5a7e776 | 2017-12-01 16:27:29 +0000 | [diff] [blame] | 36 | #include "tests/validation/reference/DepthwiseConvolutionLayer.h" |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 37 | |
Georgios Pinitas | f72f936 | 2018-01-12 16:29:45 +0000 | [diff] [blame] | 38 | #include "utils/Utils.h" |
| 39 | |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 40 | #include <random> |
| 41 | |
| 42 | namespace arm_compute |
| 43 | { |
| 44 | namespace test |
| 45 | { |
| 46 | namespace validation |
| 47 | { |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 48 | using namespace arm_compute::misc::shape_calculator; |
| 49 | |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 50 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 51 | class DepthwiseConvolutionLayerValidationGenericFixture : public framework::Fixture |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 52 | { |
| 53 | public: |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 54 | using TBias = typename std::conditional<std::is_same<typename std::decay<T>::type, uint8_t>::value, int32_t, T>::type; |
| 55 | |
| 56 | public: |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 57 | template <typename...> |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 58 | void setup(TensorShape in_shape, Size2D kernel_size, PadStrideInfo pad_stride_info, unsigned int depth_multiplier, DataType data_type, QuantizationInfo quantization_info, DataLayout data_layout) |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 59 | { |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 60 | _quantization_info = quantization_info; |
| 61 | _data_type = data_type; |
| 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 | |
| 66 | const TensorInfo in_info(in_shape, 1, data_type); |
| 67 | const TensorInfo we_info(weights_shape, 1, data_type); |
| 68 | TensorShape out_shape = compute_depthwise_convolution_shape(in_info, we_info, pad_stride_info, depth_multiplier); |
| 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 | |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 73 | _target = compute_target(in_shape, weights_shape, biases_shape, out_shape, pad_stride_info, depth_multiplier, data_type, bias_data_type, quantization_info, data_layout); |
Giorgio Arena | 563494c | 2018-04-30 17:29:41 +0100 | [diff] [blame] | 74 | _reference = compute_reference(in_shape, weights_shape, biases_shape, out_shape, pad_stride_info, depth_multiplier, data_type, bias_data_type, quantization_info); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 75 | } |
| 76 | |
| 77 | protected: |
| 78 | template <typename U> |
| 79 | void fill(U &&tensor, int i) |
| 80 | { |
| 81 | switch(tensor.data_type()) |
| 82 | { |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 83 | case DataType::QASYMM8: |
| 84 | { |
| 85 | std::uniform_int_distribution<uint8_t> distribution(0, 10); |
| 86 | library->fill(tensor, distribution, i); |
| 87 | break; |
| 88 | } |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 89 | case DataType::F32: |
Frank Lei | 8cdfdb8 | 2018-01-02 16:49:33 +0800 | [diff] [blame] | 90 | case DataType::F16: |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 91 | { |
| 92 | std::uniform_real_distribution<> distribution(-1.0f, 1.0f); |
| 93 | library->fill(tensor, distribution, i); |
| 94 | break; |
| 95 | } |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 96 | case DataType::S32: |
| 97 | { |
Georgios Pinitas | f72f936 | 2018-01-12 16:29:45 +0000 | [diff] [blame] | 98 | std::uniform_int_distribution<int32_t> distribution(-100, 100); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 99 | library->fill(tensor, distribution, i); |
| 100 | break; |
| 101 | } |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 102 | default: |
| 103 | library->fill_tensor_uniform(tensor, i); |
| 104 | } |
| 105 | } |
| 106 | |
Giorgio Arena | 563494c | 2018-04-30 17:29:41 +0100 | [diff] [blame] | 107 | TensorType compute_target(TensorShape input_shape, TensorShape weights_shape, TensorShape biases_shape, TensorShape output_shape, PadStrideInfo &pad_stride_info, unsigned int depth_multiplier, |
Giorgio Arena | 1ed1fc6 | 2018-03-26 16:20:05 +0100 | [diff] [blame] | 108 | const DataType data_type, const DataType bias_data_type, const QuantizationInfo quantization_info, const DataLayout data_layout) |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 109 | { |
Giorgio Arena | 563494c | 2018-04-30 17:29:41 +0100 | [diff] [blame] | 110 | if(data_layout == DataLayout::NHWC) |
| 111 | { |
| 112 | permute(input_shape, PermutationVector(2U, 0U, 1U)); |
| 113 | permute(weights_shape, PermutationVector(2U, 0U, 1U)); |
| 114 | permute(output_shape, PermutationVector(2U, 0U, 1U)); |
| 115 | } |
| 116 | |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 117 | // Create tensors |
Giorgio Arena | 1ed1fc6 | 2018-03-26 16:20:05 +0100 | [diff] [blame] | 118 | TensorType src = create_tensor<TensorType>(input_shape, data_type, 1, 0, quantization_info, data_layout); |
| 119 | TensorType weights = create_tensor<TensorType>(weights_shape, data_type, 1, 0, quantization_info, data_layout); |
| 120 | TensorType biases = create_tensor<TensorType>(biases_shape, bias_data_type, 1, 0, quantization_info, data_layout); |
| 121 | TensorType dst = create_tensor<TensorType>(output_shape, data_type, 1, 0, quantization_info, data_layout); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 122 | |
| 123 | // Create Depthwise Convolution configure function |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 124 | FunctionType dwc; |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 125 | dwc.configure(&src, &weights, &biases, &dst, pad_stride_info, depth_multiplier); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 126 | |
| 127 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 128 | ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 129 | ARM_COMPUTE_EXPECT(biases.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 130 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 131 | |
| 132 | // Allocate tensors |
| 133 | src.allocator()->allocate(); |
| 134 | weights.allocator()->allocate(); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 135 | biases.allocator()->allocate(); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 136 | dst.allocator()->allocate(); |
| 137 | |
| 138 | ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 139 | ARM_COMPUTE_EXPECT(!weights.info()->is_resizable(), framework::LogLevel::ERRORS); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 140 | ARM_COMPUTE_EXPECT(!biases.info()->is_resizable(), framework::LogLevel::ERRORS); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 141 | ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 142 | |
| 143 | // Fill tensors |
| 144 | fill(AccessorType(src), 0); |
| 145 | fill(AccessorType(weights), 1); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 146 | fill(AccessorType(biases), 2); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 147 | |
| 148 | // Compute function |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 149 | dwc.run(); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 150 | |
| 151 | return dst; |
| 152 | } |
| 153 | |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 154 | 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, |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 155 | unsigned int depth_multiplier, |
Giorgio Arena | 563494c | 2018-04-30 17:29:41 +0100 | [diff] [blame] | 156 | const DataType data_type, const DataType bias_data_type, const QuantizationInfo quantization_info) |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 157 | { |
Giorgio Arena | 563494c | 2018-04-30 17:29:41 +0100 | [diff] [blame] | 158 | SimpleTensor<T> src{ in_shape, data_type, 1, 0, quantization_info }; |
| 159 | SimpleTensor<T> weights{ weights_shape, data_type, 1, 0, quantization_info }; |
| 160 | SimpleTensor<TBias> biases{ biases_shape, bias_data_type, 1, 0, quantization_info }; |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 161 | |
| 162 | fill(src, 0); |
| 163 | fill(weights, 1); |
Georgios Pinitas | 81a26ad | 2017-10-23 20:29:30 +0100 | [diff] [blame] | 164 | fill(biases, 2); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 165 | |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 166 | return reference::depthwise_convolution(src, weights, biases, out_shape, pad_stride_info, depth_multiplier); |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 167 | } |
| 168 | |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 169 | TensorType _target{}; |
| 170 | SimpleTensor<T> _reference{}; |
| 171 | DataType _data_type{}; |
| 172 | QuantizationInfo _quantization_info{}; |
| 173 | }; |
| 174 | |
| 175 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 176 | class DepthwiseConvolutionLayerValidationFixture : public DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 177 | { |
| 178 | public: |
| 179 | template <typename...> |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 180 | void setup(TensorShape in_shape, Size2D kernel_size, PadStrideInfo pad_stride_info, unsigned int depth_multiplier, DataType data_type, DataLayout data_layout) |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 181 | { |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 182 | DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(in_shape, kernel_size, pad_stride_info, depth_multiplier, |
Giorgio Arena | 1ed1fc6 | 2018-03-26 16:20:05 +0100 | [diff] [blame] | 183 | data_type, QuantizationInfo(), data_layout); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 184 | } |
| 185 | }; |
| 186 | |
| 187 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 188 | class DepthwiseConvolutionLayerValidationQuantizedFixture : public DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T> |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 189 | { |
| 190 | public: |
| 191 | template <typename...> |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 192 | void setup(TensorShape in_shape, Size2D kernel_size, PadStrideInfo pad_stride_info, unsigned int depth_multiplier, DataType data_type, QuantizationInfo quantization_info, DataLayout data_layout) |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 193 | { |
Giorgio Arena | 7657224 | 2018-04-04 17:44:26 +0100 | [diff] [blame] | 194 | DepthwiseConvolutionLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(in_shape, kernel_size, pad_stride_info, depth_multiplier, |
Giorgio Arena | dfca60b | 2018-01-31 10:30:59 +0000 | [diff] [blame] | 195 | data_type, quantization_info, data_layout); |
Dmitry Savenko | d7295b7 | 2017-11-20 22:00:08 +0700 | [diff] [blame] | 196 | } |
Giorgio Arena | 93a690e | 2017-08-01 16:09:33 +0100 | [diff] [blame] | 197 | }; |
| 198 | } // namespace validation |
| 199 | } // namespace test |
| 200 | } // namespace arm_compute |
| 201 | #endif /* ARM_COMPUTE_TEST_DEPTHWISE_CONVOLUTION_FIXTURE */ |