1*c217d954SCole Faust /* 2*c217d954SCole Faust * Copyright (c) 2018-2022 Arm Limited. 3*c217d954SCole Faust * 4*c217d954SCole Faust * SPDX-License-Identifier: MIT 5*c217d954SCole Faust * 6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy 7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to 8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the 9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or 10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is 11*c217d954SCole Faust * furnished to do so, subject to the following conditions: 12*c217d954SCole Faust * 13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all 14*c217d954SCole Faust * copies or substantial portions of the Software. 15*c217d954SCole Faust * 16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 22*c217d954SCole Faust * SOFTWARE. 23*c217d954SCole Faust */ 24*c217d954SCole Faust #ifndef ARM_COMPUTE_TEST_ARG_MIN_MAX_FIXTURE 25*c217d954SCole Faust #define ARM_COMPUTE_TEST_ARG_MIN_MAX_FIXTURE 26*c217d954SCole Faust 27*c217d954SCole Faust #include "arm_compute/core/TensorShape.h" 28*c217d954SCole Faust #include "arm_compute/core/Types.h" 29*c217d954SCole Faust #include "arm_compute/core/utils/misc/ShapeCalculator.h" 30*c217d954SCole Faust #include "arm_compute/runtime/Tensor.h" 31*c217d954SCole Faust #include "tests/AssetsLibrary.h" 32*c217d954SCole Faust #include "tests/Globals.h" 33*c217d954SCole Faust #include "tests/IAccessor.h" 34*c217d954SCole Faust #include "tests/framework/Asserts.h" 35*c217d954SCole Faust #include "tests/framework/Fixture.h" 36*c217d954SCole Faust #include "tests/validation/Helpers.h" 37*c217d954SCole Faust #include "tests/validation/reference/ReductionOperation.h" 38*c217d954SCole Faust 39*c217d954SCole Faust namespace arm_compute 40*c217d954SCole Faust { 41*c217d954SCole Faust namespace test 42*c217d954SCole Faust { 43*c217d954SCole Faust namespace validation 44*c217d954SCole Faust { 45*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T> 46*c217d954SCole Faust class ArgMinMaxValidationBaseFixture : public framework::Fixture 47*c217d954SCole Faust { 48*c217d954SCole Faust public: 49*c217d954SCole Faust template <typename...> setup(TensorShape shape,DataType data_type,int axis,ReductionOperation op,QuantizationInfo q_info)50*c217d954SCole Faust void setup(TensorShape shape, DataType data_type, int axis, ReductionOperation op, QuantizationInfo q_info) 51*c217d954SCole Faust { 52*c217d954SCole Faust _target = compute_target(shape, data_type, axis, op, q_info); 53*c217d954SCole Faust _reference = compute_reference(shape, data_type, axis, op, q_info); 54*c217d954SCole Faust } 55*c217d954SCole Faust 56*c217d954SCole Faust protected: 57*c217d954SCole Faust template <typename U> fill(U && tensor)58*c217d954SCole Faust void fill(U &&tensor) 59*c217d954SCole Faust { 60*c217d954SCole Faust switch(tensor.data_type()) 61*c217d954SCole Faust { 62*c217d954SCole Faust case DataType::F16: 63*c217d954SCole Faust { 64*c217d954SCole Faust arm_compute::utils::uniform_real_distribution_16bit<half> distribution{ -1.0f, 1.0f }; 65*c217d954SCole Faust library->fill(tensor, distribution, 0); 66*c217d954SCole Faust break; 67*c217d954SCole Faust } 68*c217d954SCole Faust case DataType::F32: 69*c217d954SCole Faust { 70*c217d954SCole Faust std::uniform_real_distribution<float> distribution(-1.0f, 1.0f); 71*c217d954SCole Faust library->fill(tensor, distribution, 0); 72*c217d954SCole Faust break; 73*c217d954SCole Faust } 74*c217d954SCole Faust case DataType::S32: 75*c217d954SCole Faust { 76*c217d954SCole Faust std::uniform_int_distribution<int32_t> distribution(-100, 100); 77*c217d954SCole Faust library->fill(tensor, distribution, 0); 78*c217d954SCole Faust break; 79*c217d954SCole Faust } 80*c217d954SCole Faust case DataType::QASYMM8: 81*c217d954SCole Faust { 82*c217d954SCole Faust std::pair<int, int> bounds = get_quantized_bounds(tensor.quantization_info(), -1.0f, 1.0f); 83*c217d954SCole Faust std::uniform_int_distribution<uint32_t> distribution(bounds.first, bounds.second); 84*c217d954SCole Faust 85*c217d954SCole Faust library->fill(tensor, distribution, 0); 86*c217d954SCole Faust break; 87*c217d954SCole Faust } 88*c217d954SCole Faust case DataType::QASYMM8_SIGNED: 89*c217d954SCole Faust { 90*c217d954SCole Faust std::pair<int, int> bounds = get_quantized_qasymm8_signed_bounds(tensor.quantization_info(), -1.0f, 1.0f); 91*c217d954SCole Faust std::uniform_int_distribution<int32_t> distribution(bounds.first, bounds.second); 92*c217d954SCole Faust 93*c217d954SCole Faust library->fill(tensor, distribution, 0); 94*c217d954SCole Faust break; 95*c217d954SCole Faust } 96*c217d954SCole Faust default: 97*c217d954SCole Faust ARM_COMPUTE_ERROR("DataType for Elementwise Negation Not implemented"); 98*c217d954SCole Faust } 99*c217d954SCole Faust } 100*c217d954SCole Faust compute_target(TensorShape & src_shape,DataType data_type,int axis,ReductionOperation op,QuantizationInfo q_info)101*c217d954SCole Faust TensorType compute_target(TensorShape &src_shape, DataType data_type, int axis, ReductionOperation op, QuantizationInfo q_info) 102*c217d954SCole Faust { 103*c217d954SCole Faust // Create tensors 104*c217d954SCole Faust TensorType src = create_tensor<TensorType>(src_shape, data_type, 1, q_info); 105*c217d954SCole Faust TensorType dst; 106*c217d954SCole Faust 107*c217d954SCole Faust // Create and configure function 108*c217d954SCole Faust FunctionType arg_min_max_layer; 109*c217d954SCole Faust arg_min_max_layer.configure(&src, axis, &dst, op); 110*c217d954SCole Faust 111*c217d954SCole Faust ARM_COMPUTE_ASSERT(src.info()->is_resizable()); 112*c217d954SCole Faust ARM_COMPUTE_ASSERT(dst.info()->is_resizable()); 113*c217d954SCole Faust 114*c217d954SCole Faust // Allocate tensors 115*c217d954SCole Faust src.allocator()->allocate(); 116*c217d954SCole Faust dst.allocator()->allocate(); 117*c217d954SCole Faust 118*c217d954SCole Faust ARM_COMPUTE_ASSERT(!src.info()->is_resizable()); 119*c217d954SCole Faust ARM_COMPUTE_ASSERT(!dst.info()->is_resizable()); 120*c217d954SCole Faust 121*c217d954SCole Faust // Fill tensors 122*c217d954SCole Faust fill(AccessorType(src)); 123*c217d954SCole Faust 124*c217d954SCole Faust // Compute function 125*c217d954SCole Faust arg_min_max_layer.run(); 126*c217d954SCole Faust 127*c217d954SCole Faust return dst; 128*c217d954SCole Faust } 129*c217d954SCole Faust compute_reference(TensorShape & src_shape,DataType data_type,int axis,ReductionOperation op,QuantizationInfo q_info)130*c217d954SCole Faust SimpleTensor<int32_t> compute_reference(TensorShape &src_shape, DataType data_type, int axis, ReductionOperation op, QuantizationInfo q_info) 131*c217d954SCole Faust { 132*c217d954SCole Faust // Create reference 133*c217d954SCole Faust SimpleTensor<T> src{ src_shape, data_type, 1, q_info }; 134*c217d954SCole Faust 135*c217d954SCole Faust // Fill reference 136*c217d954SCole Faust fill(src); 137*c217d954SCole Faust 138*c217d954SCole Faust TensorShape output_shape = arm_compute::misc::shape_calculator::compute_reduced_shape(src_shape, axis, false); 139*c217d954SCole Faust return reference::reduction_operation<T, int32_t>(src, output_shape, axis, op); 140*c217d954SCole Faust } 141*c217d954SCole Faust 142*c217d954SCole Faust TensorType _target{}; 143*c217d954SCole Faust SimpleTensor<int32_t> _reference{}; 144*c217d954SCole Faust }; 145*c217d954SCole Faust 146*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T> 147*c217d954SCole Faust class ArgMinMaxValidationQuantizedFixture : public ArgMinMaxValidationBaseFixture<TensorType, AccessorType, FunctionType, T> 148*c217d954SCole Faust { 149*c217d954SCole Faust public: 150*c217d954SCole Faust template <typename...> setup(const TensorShape & shape,DataType data_type,int axis,ReductionOperation op,QuantizationInfo quantization_info)151*c217d954SCole Faust void setup(const TensorShape &shape, DataType data_type, int axis, ReductionOperation op, QuantizationInfo quantization_info) 152*c217d954SCole Faust { 153*c217d954SCole Faust ArgMinMaxValidationBaseFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, data_type, axis, op, quantization_info); 154*c217d954SCole Faust } 155*c217d954SCole Faust }; 156*c217d954SCole Faust 157*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T> 158*c217d954SCole Faust class ArgMinMaxValidationFixture : public ArgMinMaxValidationBaseFixture<TensorType, AccessorType, FunctionType, T> 159*c217d954SCole Faust { 160*c217d954SCole Faust public: 161*c217d954SCole Faust template <typename...> setup(const TensorShape & shape,DataType data_type,int axis,ReductionOperation op)162*c217d954SCole Faust void setup(const TensorShape &shape, DataType data_type, int axis, ReductionOperation op) 163*c217d954SCole Faust { 164*c217d954SCole Faust ArgMinMaxValidationBaseFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, data_type, axis, op, QuantizationInfo()); 165*c217d954SCole Faust } 166*c217d954SCole Faust }; 167*c217d954SCole Faust } // namespace validation 168*c217d954SCole Faust } // namespace test 169*c217d954SCole Faust } // namespace arm_compute 170*c217d954SCole Faust #endif /* ARM_COMPUTE_TEST_ARG_MIN_MAX_FIXTURE */ 171