1 /* 2 * Copyright (c) 2018-2020 Arm Limited. 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 #include "arm_compute/core/TensorShape.h" 25 #include "arm_compute/core/Types.h" 26 #include "tests/AssetsLibrary.h" 27 #include "tests/Globals.h" 28 #include "tests/IAccessor.h" 29 #include "tests/framework/Asserts.h" 30 #include "tests/framework/Fixture.h" 31 #include "tests/validation/Helpers.h" 32 #include "tests/validation/reference/UpsampleLayer.h" 33 34 #include <random> 35 36 namespace arm_compute 37 { 38 namespace test 39 { 40 namespace validation 41 { 42 template <typename TensorType, typename AccessorType, typename FunctionType, typename T> 43 class UpsampleLayerFixtureBase : public framework::Fixture 44 { 45 public: 46 template <typename...> setup(TensorShape input_shape,DataType data_type,DataLayout data_layout,Size2D info,const InterpolationPolicy & policy,QuantizationInfo quantization_info)47 void setup(TensorShape input_shape, DataType data_type, DataLayout data_layout, 48 Size2D info, const InterpolationPolicy &policy, QuantizationInfo quantization_info) 49 { 50 _data_type = data_type; 51 52 _target = compute_target(input_shape, info, policy, data_type, data_layout, quantization_info); 53 _reference = compute_reference(input_shape, info, policy, data_type, quantization_info); 54 } 55 56 protected: 57 template <typename U> fill(U && tensor,int i)58 void fill(U &&tensor, int i) 59 { 60 library->fill_tensor_uniform(tensor, i); 61 } 62 compute_target(TensorShape input_shape,const Size2D & info,const InterpolationPolicy & policy,DataType data_type,DataLayout data_layout,QuantizationInfo quantization_info)63 TensorType compute_target(TensorShape input_shape, const Size2D &info, const InterpolationPolicy &policy, 64 DataType data_type, DataLayout data_layout, QuantizationInfo quantization_info) 65 { 66 TensorShape output_shape(input_shape); 67 output_shape.set(0, info.x() * input_shape[0]); 68 output_shape.set(1, info.y() * input_shape[1]); 69 70 if(data_layout == DataLayout::NHWC) 71 { 72 permute(input_shape, PermutationVector(2U, 0U, 1U)); 73 permute(output_shape, PermutationVector(2U, 0U, 1U)); 74 } 75 76 // Create tensors 77 TensorType src = create_tensor<TensorType>(input_shape, data_type, 1, quantization_info, data_layout); 78 TensorType dst = create_tensor<TensorType>(output_shape, data_type, 1, quantization_info, data_layout); 79 80 // Create and configure function 81 FunctionType upsample; 82 upsample.configure(&src, &dst, info, policy); 83 84 ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); 85 ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); 86 87 // Allocate tensors 88 src.allocator()->allocate(); 89 dst.allocator()->allocate(); 90 91 ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); 92 ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); 93 94 // Fill tensors 95 fill(AccessorType(src), 0); 96 97 // Compute DeconvolutionLayer function 98 upsample.run(); 99 100 return dst; 101 } 102 compute_reference(const TensorShape & input_shape,const Size2D & info,const InterpolationPolicy & policy,DataType data_type,QuantizationInfo quantization_info)103 SimpleTensor<T> compute_reference(const TensorShape &input_shape, const Size2D &info, const InterpolationPolicy &policy, 104 DataType data_type, QuantizationInfo quantization_info) 105 { 106 // Create reference 107 SimpleTensor<T> src{ input_shape, data_type, 1, quantization_info }; 108 109 // Fill reference 110 fill(src, 0); 111 112 return reference::upsample_layer<T>(src, info, policy); 113 } 114 115 TensorType _target{}; 116 SimpleTensor<T> _reference{}; 117 DataType _data_type{}; 118 }; 119 120 template <typename TensorType, typename AccessorType, typename FunctionType, typename T> 121 class UpsampleLayerFixture : public UpsampleLayerFixtureBase<TensorType, AccessorType, FunctionType, T> 122 { 123 public: 124 template <typename...> setup(TensorShape input_shape,DataType data_type,DataLayout data_layout,Size2D info,const InterpolationPolicy & policy)125 void setup(TensorShape input_shape, DataType data_type, DataLayout data_layout, 126 Size2D info, const InterpolationPolicy &policy) 127 { 128 UpsampleLayerFixtureBase<TensorType, AccessorType, FunctionType, T>::setup(input_shape, data_type, data_layout, 129 info, policy, QuantizationInfo()); 130 } 131 }; 132 133 template <typename TensorType, typename AccessorType, typename FunctionType, typename T> 134 class UpsampleLayerQuantizedFixture : public UpsampleLayerFixtureBase<TensorType, AccessorType, FunctionType, T> 135 { 136 public: 137 template <typename...> setup(TensorShape input_shape,DataType data_type,DataLayout data_layout,Size2D info,const InterpolationPolicy & policy,QuantizationInfo quantization_info)138 void setup(TensorShape input_shape, DataType data_type, DataLayout data_layout, 139 Size2D info, const InterpolationPolicy &policy, QuantizationInfo quantization_info) 140 { 141 UpsampleLayerFixtureBase<TensorType, AccessorType, FunctionType, T>::setup(input_shape, data_type, data_layout, 142 info, policy, quantization_info); 143 } 144 }; 145 146 } // namespace validation 147 } // namespace test 148 } // namespace arm_compute 149