xref: /aosp_15_r20/external/ComputeLibrary/tests/validation/fixtures/BatchToSpaceLayerFixture.h (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1*c217d954SCole Faust /*
2*c217d954SCole Faust  * Copyright (c) 2018-2021 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_BATCH_TO_SPACE_LAYER_FIXTURE
25*c217d954SCole Faust #define ARM_COMPUTE_TEST_BATCH_TO_SPACE_LAYER_FIXTURE
26*c217d954SCole Faust 
27*c217d954SCole Faust #include "tests/Globals.h"
28*c217d954SCole Faust #include "tests/framework/Asserts.h"
29*c217d954SCole Faust #include "tests/framework/Fixture.h"
30*c217d954SCole Faust #include "tests/validation/reference/BatchToSpaceLayer.h"
31*c217d954SCole Faust 
32*c217d954SCole Faust namespace arm_compute
33*c217d954SCole Faust {
34*c217d954SCole Faust namespace test
35*c217d954SCole Faust {
36*c217d954SCole Faust namespace validation
37*c217d954SCole Faust {
38*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
39*c217d954SCole Faust class BatchToSpaceLayerValidationFixture : public framework::Fixture
40*c217d954SCole Faust {
41*c217d954SCole Faust public:
42*c217d954SCole Faust     template <typename...>
setup(TensorShape input_shape,TensorShape block_shape_shape,TensorShape output_shape,DataType data_type,DataLayout data_layout)43*c217d954SCole Faust     void setup(TensorShape input_shape, TensorShape block_shape_shape, TensorShape output_shape, DataType data_type, DataLayout data_layout)
44*c217d954SCole Faust     {
45*c217d954SCole Faust         _target    = compute_target(input_shape, block_shape_shape, output_shape, data_type, data_layout);
46*c217d954SCole Faust         _reference = compute_reference(input_shape, block_shape_shape, output_shape, data_type);
47*c217d954SCole Faust     }
48*c217d954SCole Faust 
49*c217d954SCole Faust protected:
50*c217d954SCole Faust     template <typename U>
fill(U && tensor,int i)51*c217d954SCole Faust     void fill(U &&tensor, int i)
52*c217d954SCole Faust     {
53*c217d954SCole Faust         static_assert(std::is_floating_point<T>::value || std::is_same<T, half>::value, "Only floating point data types supported.");
54*c217d954SCole Faust         using DistributionType = typename std::conditional<std::is_same<T, half>::value, arm_compute::utils::uniform_real_distribution_16bit<T>, std::uniform_real_distribution<T>>::type;
55*c217d954SCole Faust 
56*c217d954SCole Faust         DistributionType distribution{ T(-1.0f), T(1.0f) };
57*c217d954SCole Faust         library->fill(tensor, distribution, i);
58*c217d954SCole Faust     }
compute_target(TensorShape input_shape,TensorShape block_shape_shape,TensorShape output_shape,DataType data_type,DataLayout data_layout)59*c217d954SCole Faust     TensorType compute_target(TensorShape input_shape, TensorShape block_shape_shape, TensorShape output_shape,
60*c217d954SCole Faust                               DataType data_type, DataLayout data_layout)
61*c217d954SCole Faust     {
62*c217d954SCole Faust         if(data_layout == DataLayout::NHWC)
63*c217d954SCole Faust         {
64*c217d954SCole Faust             permute(input_shape, PermutationVector(2U, 0U, 1U));
65*c217d954SCole Faust             permute(output_shape, PermutationVector(2U, 0U, 1U));
66*c217d954SCole Faust         }
67*c217d954SCole Faust 
68*c217d954SCole Faust         // Create tensors
69*c217d954SCole Faust         TensorType input       = create_tensor<TensorType>(input_shape, data_type, 1, QuantizationInfo(), data_layout);
70*c217d954SCole Faust         TensorType block_shape = create_tensor<TensorType>(block_shape_shape, DataType::S32);
71*c217d954SCole Faust         TensorType output      = create_tensor<TensorType>(output_shape, data_type, 1, QuantizationInfo(), data_layout);
72*c217d954SCole Faust 
73*c217d954SCole Faust         // Create and configure function
74*c217d954SCole Faust         FunctionType batch_to_space;
75*c217d954SCole Faust         batch_to_space.configure(&input, &block_shape, &output);
76*c217d954SCole Faust 
77*c217d954SCole Faust         ARM_COMPUTE_ASSERT(input.info()->is_resizable());
78*c217d954SCole Faust         ARM_COMPUTE_ASSERT(block_shape.info()->is_resizable());
79*c217d954SCole Faust         ARM_COMPUTE_ASSERT(output.info()->is_resizable());
80*c217d954SCole Faust 
81*c217d954SCole Faust         // Allocate tensors
82*c217d954SCole Faust         input.allocator()->allocate();
83*c217d954SCole Faust         block_shape.allocator()->allocate();
84*c217d954SCole Faust         output.allocator()->allocate();
85*c217d954SCole Faust 
86*c217d954SCole Faust         ARM_COMPUTE_ASSERT(!input.info()->is_resizable());
87*c217d954SCole Faust         ARM_COMPUTE_ASSERT(!block_shape.info()->is_resizable());
88*c217d954SCole Faust         ARM_COMPUTE_ASSERT(!output.info()->is_resizable());
89*c217d954SCole Faust 
90*c217d954SCole Faust         // Fill tensors
91*c217d954SCole Faust         fill(AccessorType(input), 0);
92*c217d954SCole Faust         {
93*c217d954SCole Faust             auto      block_shape_data = AccessorType(block_shape);
94*c217d954SCole Faust             const int idx_width        = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH);
95*c217d954SCole Faust             for(unsigned int i = 0; i < block_shape_shape.x(); ++i)
96*c217d954SCole Faust             {
97*c217d954SCole Faust                 static_cast<int32_t *>(block_shape_data.data())[i] = output_shape[i + idx_width] / input_shape[i + idx_width];
98*c217d954SCole Faust             }
99*c217d954SCole Faust         }
100*c217d954SCole Faust         // Compute function
101*c217d954SCole Faust         batch_to_space.run();
102*c217d954SCole Faust 
103*c217d954SCole Faust         return output;
104*c217d954SCole Faust     }
105*c217d954SCole Faust 
compute_reference(const TensorShape & input_shape,const TensorShape & block_shape_shape,const TensorShape & output_shape,DataType data_type)106*c217d954SCole Faust     SimpleTensor<T> compute_reference(const TensorShape &input_shape, const TensorShape &block_shape_shape,
107*c217d954SCole Faust                                       const TensorShape &output_shape, DataType data_type)
108*c217d954SCole Faust     {
109*c217d954SCole Faust         // Create reference
110*c217d954SCole Faust         SimpleTensor<T>       input{ input_shape, data_type };
111*c217d954SCole Faust         SimpleTensor<int32_t> block_shape{ block_shape_shape, DataType::S32 };
112*c217d954SCole Faust 
113*c217d954SCole Faust         // Fill reference
114*c217d954SCole Faust         fill(input, 0);
115*c217d954SCole Faust         for(unsigned int i = 0; i < block_shape_shape.x(); ++i)
116*c217d954SCole Faust         {
117*c217d954SCole Faust             block_shape[i] = output_shape[i] / input_shape[i];
118*c217d954SCole Faust         }
119*c217d954SCole Faust 
120*c217d954SCole Faust         // Compute reference
121*c217d954SCole Faust         return reference::batch_to_space(input, block_shape, output_shape);
122*c217d954SCole Faust     }
123*c217d954SCole Faust 
124*c217d954SCole Faust     TensorType      _target{};
125*c217d954SCole Faust     SimpleTensor<T> _reference{};
126*c217d954SCole Faust };
127*c217d954SCole Faust } // namespace validation
128*c217d954SCole Faust } // namespace test
129*c217d954SCole Faust } // namespace arm_compute
130*c217d954SCole Faust #endif /* ARM_COMPUTE_TEST_BATCH_TO_SPACE_LAYER_FIXTURE */
131