xref: /aosp_15_r20/external/ComputeLibrary/tests/validation/fixtures/SpaceToBatchFixture.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_SPACE_TO_BATCH_LAYER_FIXTURE
25*c217d954SCole Faust #define ARM_COMPUTE_TEST_SPACE_TO_BATCH_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/SpaceToBatch.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 SpaceToBatchLayerValidationGenericFixture : public framework::Fixture
40*c217d954SCole Faust {
41*c217d954SCole Faust public:
42*c217d954SCole Faust     template <typename...>
setup(TensorShape input_shape,TensorShape block_shape_shape,TensorShape paddings_shape,TensorShape output_shape,DataType data_type,DataLayout data_layout,QuantizationInfo quantization_info)43*c217d954SCole Faust     void setup(TensorShape input_shape, TensorShape block_shape_shape, TensorShape paddings_shape, TensorShape output_shape,
44*c217d954SCole Faust                DataType data_type, DataLayout data_layout, QuantizationInfo quantization_info)
45*c217d954SCole Faust     {
46*c217d954SCole Faust         _target    = compute_target(input_shape, block_shape_shape, paddings_shape, output_shape, data_type, data_layout, quantization_info);
47*c217d954SCole Faust         _reference = compute_reference(input_shape, block_shape_shape, paddings_shape, output_shape, data_type, quantization_info);
48*c217d954SCole Faust     }
49*c217d954SCole Faust 
50*c217d954SCole Faust protected:
51*c217d954SCole Faust     template <typename U>
fill(U && tensor,int i)52*c217d954SCole Faust     void fill(U &&tensor, int i)
53*c217d954SCole Faust     {
54*c217d954SCole Faust         library->fill_tensor_uniform(tensor, i);
55*c217d954SCole Faust     }
56*c217d954SCole Faust 
57*c217d954SCole Faust     template <typename U>
fill_pad(U && tensor)58*c217d954SCole Faust     void fill_pad(U &&tensor)
59*c217d954SCole Faust     {
60*c217d954SCole Faust         library->fill_tensor_value(tensor, 0);
61*c217d954SCole Faust     }
62*c217d954SCole Faust 
compute_target(TensorShape input_shape,const TensorShape & block_shape_shape,const TensorShape & paddings_shape,TensorShape output_shape,DataType data_type,DataLayout data_layout,QuantizationInfo quantization_info)63*c217d954SCole Faust     TensorType compute_target(TensorShape input_shape, const TensorShape &block_shape_shape, const TensorShape &paddings_shape, TensorShape output_shape,
64*c217d954SCole Faust                               DataType data_type, DataLayout data_layout, QuantizationInfo quantization_info)
65*c217d954SCole Faust     {
66*c217d954SCole Faust         if(data_layout == DataLayout::NHWC)
67*c217d954SCole Faust         {
68*c217d954SCole Faust             permute(input_shape, PermutationVector(2U, 0U, 1U));
69*c217d954SCole Faust             permute(output_shape, PermutationVector(2U, 0U, 1U));
70*c217d954SCole Faust         }
71*c217d954SCole Faust 
72*c217d954SCole Faust         // Create tensors
73*c217d954SCole Faust         TensorType input       = create_tensor<TensorType>(input_shape, data_type, 1, quantization_info, data_layout);
74*c217d954SCole Faust         TensorType block_shape = create_tensor<TensorType>(block_shape_shape, DataType::S32);
75*c217d954SCole Faust         TensorType paddings    = create_tensor<TensorType>(paddings_shape, DataType::S32);
76*c217d954SCole Faust         TensorType output      = create_tensor<TensorType>(output_shape, data_type, 1, quantization_info, data_layout);
77*c217d954SCole Faust 
78*c217d954SCole Faust         // Create and configure function
79*c217d954SCole Faust         FunctionType space_to_batch;
80*c217d954SCole Faust         space_to_batch.configure(&input, &block_shape, &paddings, &output);
81*c217d954SCole Faust 
82*c217d954SCole Faust         ARM_COMPUTE_ASSERT(input.info()->is_resizable());
83*c217d954SCole Faust         ARM_COMPUTE_ASSERT(block_shape.info()->is_resizable());
84*c217d954SCole Faust         ARM_COMPUTE_ASSERT(paddings.info()->is_resizable());
85*c217d954SCole Faust         ARM_COMPUTE_ASSERT(output.info()->is_resizable());
86*c217d954SCole Faust 
87*c217d954SCole Faust         // Allocate tensors
88*c217d954SCole Faust         input.allocator()->allocate();
89*c217d954SCole Faust         block_shape.allocator()->allocate();
90*c217d954SCole Faust         paddings.allocator()->allocate();
91*c217d954SCole Faust         output.allocator()->allocate();
92*c217d954SCole Faust 
93*c217d954SCole Faust         ARM_COMPUTE_ASSERT(!input.info()->is_resizable());
94*c217d954SCole Faust         ARM_COMPUTE_ASSERT(!block_shape.info()->is_resizable());
95*c217d954SCole Faust         ARM_COMPUTE_ASSERT(!paddings.info()->is_resizable());
96*c217d954SCole Faust         ARM_COMPUTE_ASSERT(!output.info()->is_resizable());
97*c217d954SCole Faust 
98*c217d954SCole Faust         // Fill tensors
99*c217d954SCole Faust         fill(AccessorType(input), 0);
100*c217d954SCole Faust         fill_pad(AccessorType(paddings));
101*c217d954SCole Faust         {
102*c217d954SCole Faust             auto      block_shape_data = AccessorType(block_shape);
103*c217d954SCole Faust             const int idx_width        = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH);
104*c217d954SCole Faust             for(unsigned int i = 0; i < block_shape_shape.x(); ++i)
105*c217d954SCole Faust             {
106*c217d954SCole Faust                 static_cast<int32_t *>(block_shape_data.data())[i] = input_shape[i + idx_width] / output_shape[i + idx_width];
107*c217d954SCole Faust             }
108*c217d954SCole Faust         }
109*c217d954SCole Faust         // Compute function
110*c217d954SCole Faust         space_to_batch.run();
111*c217d954SCole Faust 
112*c217d954SCole Faust         return output;
113*c217d954SCole Faust     }
114*c217d954SCole Faust 
compute_reference(const TensorShape & input_shape,const TensorShape & block_shape_shape,const TensorShape & paddings_shape,const TensorShape & output_shape,DataType data_type,QuantizationInfo quantization_info)115*c217d954SCole Faust     SimpleTensor<T> compute_reference(const TensorShape &input_shape, const TensorShape &block_shape_shape, const TensorShape &paddings_shape,
116*c217d954SCole Faust                                       const TensorShape &output_shape, DataType data_type, QuantizationInfo quantization_info)
117*c217d954SCole Faust     {
118*c217d954SCole Faust         // Create reference
119*c217d954SCole Faust         SimpleTensor<T>       input{ input_shape, data_type, 1, quantization_info };
120*c217d954SCole Faust         SimpleTensor<int32_t> block_shape{ block_shape_shape, DataType::S32 };
121*c217d954SCole Faust         SimpleTensor<int32_t> paddings{ paddings_shape, DataType::S32 };
122*c217d954SCole Faust 
123*c217d954SCole Faust         // Fill reference
124*c217d954SCole Faust         fill(input, 0);
125*c217d954SCole Faust         fill_pad(paddings);
126*c217d954SCole Faust         for(unsigned int i = 0; i < block_shape_shape.x(); ++i)
127*c217d954SCole Faust         {
128*c217d954SCole Faust             block_shape[i] = input_shape[i] / output_shape[i];
129*c217d954SCole Faust         }
130*c217d954SCole Faust 
131*c217d954SCole Faust         // Compute reference
132*c217d954SCole Faust         return reference::space_to_batch(input, block_shape, paddings, output_shape);
133*c217d954SCole Faust     }
134*c217d954SCole Faust 
135*c217d954SCole Faust     TensorType      _target{};
136*c217d954SCole Faust     SimpleTensor<T> _reference{};
137*c217d954SCole Faust };
138*c217d954SCole Faust 
139*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
140*c217d954SCole Faust class SpaceToBatchLayerValidationFixture : public SpaceToBatchLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>
141*c217d954SCole Faust {
142*c217d954SCole Faust public:
143*c217d954SCole Faust     template <typename...>
setup(TensorShape input_shape,TensorShape block_shape_shape,TensorShape paddings_shape,TensorShape output_shape,DataType data_type,DataLayout data_layout)144*c217d954SCole Faust     void setup(TensorShape input_shape, TensorShape block_shape_shape, TensorShape paddings_shape, TensorShape output_shape,
145*c217d954SCole Faust                DataType data_type, DataLayout data_layout)
146*c217d954SCole Faust     {
147*c217d954SCole Faust         SpaceToBatchLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(input_shape, block_shape_shape, paddings_shape, output_shape, data_type, data_layout, QuantizationInfo());
148*c217d954SCole Faust     }
149*c217d954SCole Faust };
150*c217d954SCole Faust 
151*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
152*c217d954SCole Faust class SpaceToBatchLayerValidationQuantizedFixture : public SpaceToBatchLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>
153*c217d954SCole Faust {
154*c217d954SCole Faust public:
155*c217d954SCole Faust     template <typename...>
setup(TensorShape input_shape,TensorShape block_shape_shape,TensorShape paddings_shape,TensorShape output_shape,DataType data_type,DataLayout data_layout,QuantizationInfo quantization_info)156*c217d954SCole Faust     void setup(TensorShape input_shape, TensorShape block_shape_shape, TensorShape paddings_shape, TensorShape output_shape,
157*c217d954SCole Faust                DataType data_type, DataLayout data_layout, QuantizationInfo quantization_info)
158*c217d954SCole Faust     {
159*c217d954SCole Faust         SpaceToBatchLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(input_shape, block_shape_shape, paddings_shape, output_shape, data_type, data_layout, quantization_info);
160*c217d954SCole Faust     }
161*c217d954SCole Faust };
162*c217d954SCole Faust } // namespace validation
163*c217d954SCole Faust } // namespace test
164*c217d954SCole Faust } // namespace arm_compute
165*c217d954SCole Faust #endif /* ARM_COMPUTE_TEST_SPACE_TO_BATCH_LAYER_FIXTURE */
166